warning: commands will be executed using /bin/sh job 5715 at Tue Jul 28 17:51:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150316/YutaMouse32-150316 ElecNo 4 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 8.68 and 13.02 GB of RAM. Memory request: 4.34 GB would take us to total of 4.34 GB. ---------------------------------------------------------- Loaded 2329282 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.45 GB would take us to total of 5.79 GB. ------ Running on subset of 776427 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 12 (1474 points): Lose 284.042199 but Gain 3363.489561 Iteration 0F (67.170000 sec): 19 clusters Score: Raw -99924610.789337 + Penalty 60542.812090 = -99864067.977247 nChanged 735535 Deleting Class 10 (468 points): Lose 1536.388638 but Gain 3363.489561 Iteration 1F (95.930000 sec): 18 clusters Score: Raw -117537132.697248 + Penalty 57179.322530 = -117479953.374718 nChanged 230562 Iteration 2F (122.310000 sec): 18 clusters Score: Raw -118579026.278506 + Penalty 57179.322530 = -118521846.955977 nChanged 137900 Iteration 3F (149.430000 sec): 18 clusters Score: Raw -119064222.073244 + Penalty 57179.322530 = -119007042.750714 nChanged 108092 Iteration 4F (176.290000 sec): 18 clusters Score: Raw -119358936.286813 + Penalty 57179.322530 = -119301756.964283 nChanged 89632 Iteration 5F (201.920000 sec): 18 clusters Score: Raw -119513033.634545 + Penalty 57179.322530 = -119455854.312015 nChanged 66366 Iteration 6F (229.950000 sec): 18 clusters Score: Raw -119593082.440146 + Penalty 57179.322530 = -119535903.117616 nChanged 48491 Iteration 7F (257.520000 sec): 18 clusters Score: Raw -119642397.538081 + Penalty 57179.322530 = -119585218.215551 nChanged 38614 Iteration 8Q (271.520000 sec): 18 clusters Score: Raw -119677318.204391 + Penalty 57179.322530 = -119620138.881861 nChanged 32165 Iteration 9Q (285.590000 sec): 18 clusters Score: Raw -119704542.092110 + Penalty 57179.322530 = -119647362.769581 nChanged 26852 Iteration 10Q (298.970000 sec): 18 clusters Score: Raw -119726275.032331 + Penalty 57179.322530 = -119669095.709802 nChanged 22321 Iteration 11Q (312.720000 sec): 18 clusters Score: Raw -119743175.477732 + Penalty 57179.322530 = -119685996.155202 nChanged 18214 Iteration 12Q (327.100000 sec): 18 clusters Score: Raw -119755466.960668 + Penalty 57179.322530 = -119698287.638138 nChanged 14763 Iteration 13Q (339.760000 sec): 18 clusters Score: Raw -119763706.801833 + Penalty 57179.322530 = -119706527.479304 nChanged 12099 Iteration 14Q (352.490000 sec): 18 clusters Score: Raw -119769431.088928 + Penalty 57179.322530 = -119712251.766398 nChanged 10607 Iteration 15Q (365.400000 sec): 18 clusters Score: Raw -119773815.280617 + Penalty 57179.322530 = -119716635.958088 nChanged 9330 Iteration 16Q (378.820000 sec): 18 clusters Score: Raw -119777681.847339 + Penalty 57179.322530 = -119720502.524809 nChanged 8678 Iteration 17Q (391.400000 sec): 18 clusters Score: Raw -119781568.075291 + Penalty 57179.322530 = -119724388.752761 nChanged 8030 Iteration 18Q (404.230000 sec): 18 clusters Score: Raw -119784612.524800 + Penalty 57179.322530 = -119727433.202271 nChanged 7562 Iteration 19Q (418.150000 sec): 18 clusters Score: Raw -119787646.694100 + Penalty 57179.322530 = -119730467.371570 nChanged 7534 Writing temp clu file Because OldScore, -119727433.202271, is greater than current (better) Score,-119730467.371570 Compute initial score before splitting: Score: Raw -119787646.694100 + Penalty 57179.322530 = -119730467.371570 Memory request: 0.53 GB would take us to total of 6.32 GB. Trying to split cluster 1 (282947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.980000 sec): 2 clusters Score: Raw -44562900.373694 + Penalty 3113.147690 = -44559787.226004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (421.620000 sec): 3 clusters Score: Raw -44375469.364713 + Penalty 6226.295380 = -44369243.069333 nChanged 137266 SP:Iteration 1F (423.270000 sec): 3 clusters Score: Raw -44457526.164894 + Penalty 6226.295380 = -44451299.869514 nChanged 8399 SP:Iteration 2Q (425.060000 sec): 3 clusters Score: Raw -44459537.511192 + Penalty 6226.295380 = -44453311.215811 nChanged 9519 SP:Iteration 3Q (426.620000 sec): 3 clusters Score: Raw -44462574.184656 + Penalty 6226.295380 = -44456347.889276 nChanged 11928 SP:Iteration 4Q (428.230000 sec): 3 clusters Score: Raw -44467789.418827 + Penalty 6226.295380 = -44461563.123447 nChanged 15884 SP:Iteration 5F (429.950000 sec): 3 clusters Score: Raw -44476925.003467 + Penalty 6226.295380 = -44470698.708087 nChanged 19898 SP:Iteration 6F (431.590000 sec): 3 clusters Score: Raw -44491088.323757 + Penalty 6226.295380 = -44484862.028377 nChanged 22399 SP:Iteration 7F (433.120000 sec): 3 clusters Score: Raw -44509208.235417 + Penalty 6226.295380 = -44502981.940036 nChanged 21149 SP:Iteration 8F (434.750000 sec): 3 clusters Score: Raw -44527098.003856 + Penalty 6226.295380 = -44520871.708476 nChanged 16727 SP:Iteration 9F (436.510000 sec): 3 clusters Score: Raw -44541110.683135 + Penalty 6226.295380 = -44534884.387755 nChanged 11686 SP:Iteration 10Q (438.250000 sec): 3 clusters Score: Raw -44550878.341860 + Penalty 6226.295380 = -44544652.046480 nChanged 7665 SP:Iteration 11Q (439.850000 sec): 3 clusters Score: Raw -44556896.264882 + Penalty 6226.295380 = -44550669.969501 nChanged 5042 SP:Iteration 12Q (441.470000 sec): 3 clusters Score: Raw -44559992.998674 + Penalty 6226.295380 = -44553766.703293 nChanged 3445 SP:Iteration 13Q (443.000000 sec): 3 clusters Score: Raw -44561575.207856 + Penalty 6226.295380 = -44555348.912475 nChanged 2469 SP:Iteration 14Q (444.400000 sec): 3 clusters Score: Raw -44562499.058754 + Penalty 6226.295380 = -44556272.763373 nChanged 2054 SP:Iteration 15Q (445.910000 sec): 3 clusters Score: Raw -44563143.769752 + Penalty 6226.295380 = -44556917.474372 nChanged 1702 SP:Iteration 16Q (447.670000 sec): 3 clusters Score: Raw -44563599.424124 + Penalty 6226.295380 = -44557373.128743 nChanged 1418 SP:Iteration 17Q (449.170000 sec): 3 clusters Score: Raw -44563926.240418 + Penalty 6226.295380 = -44557699.945037 nChanged 1232 SP:Iteration 18Q (450.660000 sec): 3 clusters Score: Raw -44564181.922214 + Penalty 6226.295380 = -44557955.626834 nChanged 1099 SP:Iteration 19Q (452.150000 sec): 3 clusters Score: Raw -44564399.416316 + Penalty 6226.295380 = -44558173.120936 nChanged 983 SP:Iteration 20F (453.740000 sec): 3 clusters Score: Raw -44564587.759898 + Penalty 6226.295380 = -44558361.464518 nChanged 897 SP:Iteration 21Q (455.140000 sec): 3 clusters Score: Raw -44564751.548596 + Penalty 6226.295380 = -44558525.253216 nChanged 826 SP:Iteration 22Q (456.570000 sec): 3 clusters Score: Raw -44564888.621714 + Penalty 6226.295380 = -44558662.326334 nChanged 736 SP:Iteration 23Q (458.260000 sec): 3 clusters Score: Raw -44564999.118998 + Penalty 6226.295380 = -44558772.823618 nChanged 653 SP:Iteration 24Q (459.730000 sec): 3 clusters Score: Raw -44565088.091568 + Penalty 6226.295380 = -44558861.796188 nChanged 563 SP:Iteration 25Q (461.000000 sec): 3 clusters Score: Raw -44565160.911125 + Penalty 6226.295380 = -44558934.615745 nChanged 503 SP:Iteration 26Q (462.280000 sec): 3 clusters Score: Raw -44565222.498441 + Penalty 6226.295380 = -44558996.203060 nChanged 443 SP:Iteration 27Q (463.560000 sec): 3 clusters Score: Raw -44565276.478169 + Penalty 6226.295380 = -44559050.182789 nChanged 408 SP:Iteration 28Q (464.890000 sec): 3 clusters Score: Raw -44565326.057485 + Penalty 6226.295380 = -44559099.762105 nChanged 399 SP:Iteration 29Q (466.360000 sec): 3 clusters Score: Raw -44565371.212268 + Penalty 6226.295380 = -44559144.916888 nChanged 337 SP:Iteration 30Q (467.830000 sec): 3 clusters Score: Raw -44565405.155650 + Penalty 6226.295380 = -44559178.860270 nChanged 305 SP:Iteration 31Q (469.440000 sec): 3 clusters Score: Raw -44565433.015821 + Penalty 6226.295380 = -44559206.720440 nChanged 277 SP:Iteration 32Q (470.930000 sec): 3 clusters Score: Raw -44565457.527513 + Penalty 6226.295380 = -44559231.232133 nChanged 271 SP:Iteration 33Q (472.560000 sec): 3 clusters Score: Raw -44565481.489335 + Penalty 6226.295380 = -44559255.193955 nChanged 266 SP:Iteration 34Q (473.880000 sec): 3 clusters Score: Raw -44565505.894127 + Penalty 6226.295380 = -44559279.598747 nChanged 262 SP:Iteration 35Q (475.140000 sec): 3 clusters Score: Raw -44565530.096012 + Penalty 6226.295380 = -44559303.800632 nChanged 253 SP:Iteration 36Q (476.690000 sec): 3 clusters Score: Raw -44565553.488768 + Penalty 6226.295380 = -44559327.193387 nChanged 251 SP:Iteration 37Q (478.450000 sec): 3 clusters Score: Raw -44565578.218410 + Penalty 6226.295380 = -44559351.923030 nChanged 256 SP:Iteration 38Q (479.880000 sec): 3 clusters Score: Raw -44565602.856121 + Penalty 6226.295380 = -44559376.560741 nChanged 214 SP:Iteration 39Q (481.190000 sec): 3 clusters Score: Raw -44565620.510027 + Penalty 6226.295380 = -44559394.214646 nChanged 196 SP:Iteration 40F (482.860000 sec): 3 clusters Score: Raw -44565636.654810 + Penalty 6226.295380 = -44559410.359430 nChanged 179 SP:Iteration 41Q (484.390000 sec): 3 clusters Score: Raw -44565652.177932 + Penalty 6226.295380 = -44559425.882551 nChanged 168 SP:Iteration 42Q (485.730000 sec): 3 clusters Score: Raw -44565667.022884 + Penalty 6226.295380 = -44559440.727503 nChanged 162 SP:Iteration 43Q (487.140000 sec): 3 clusters Score: Raw -44565681.806691 + Penalty 6226.295380 = -44559455.511310 nChanged 172 SP:Iteration 44Q (488.730000 sec): 3 clusters Score: Raw -44565696.893008 + Penalty 6226.295380 = -44559470.597627 nChanged 166 SP:Iteration 45Q (489.980000 sec): 3 clusters Score: Raw -44565709.845093 + Penalty 6226.295380 = -44559483.549712 nChanged 129 SP:Iteration 46Q (491.350000 sec): 3 clusters Score: Raw -44565719.381933 + Penalty 6226.295380 = -44559493.086552 nChanged 134 SP:Iteration 47Q (492.790000 sec): 3 clusters Score: Raw -44565729.698302 + Penalty 6226.295380 = -44559503.402921 nChanged 126 SP:Iteration 48Q (494.050000 sec): 3 clusters Score: Raw -44565738.900355 + Penalty 6226.295380 = -44559512.604975 nChanged 132 SP:Iteration 49Q (495.340000 sec): 3 clusters Score: Raw -44565748.625469 + Penalty 6226.295380 = -44559522.330089 nChanged 121 SP:Iteration 50Q (496.740000 sec): 3 clusters Score: Raw -44565756.986162 + Penalty 6226.295380 = -44559530.690781 nChanged 118 SP:Iteration 51Q (498.120000 sec): 3 clusters Score: Raw -44565765.352277 + Penalty 6226.295380 = -44559539.056897 nChanged 112 SP:Iteration 52Q (499.710000 sec): 3 clusters Score: Raw -44565773.202293 + Penalty 6226.295380 = -44559546.906913 nChanged 104 SP:Iteration 53Q (501.170000 sec): 3 clusters Score: Raw -44565780.192833 + Penalty 6226.295380 = -44559553.897453 nChanged 95 SP:Iteration 54Q (502.520000 sec): 3 clusters Score: Raw -44565785.837361 + Penalty 6226.295380 = -44559559.541980 nChanged 85 SP:Iteration 55Q (503.950000 sec): 3 clusters Score: Raw -44565790.455942 + Penalty 6226.295380 = -44559564.160561 nChanged 64 SP:Iteration 56Q (505.370000 sec): 3 clusters Score: Raw -44565793.483019 + Penalty 6226.295380 = -44559567.187639 nChanged 67 SP:Iteration 57Q (506.750000 sec): 3 clusters Score: Raw -44565797.015594 + Penalty 6226.295380 = -44559570.720214 nChanged 66 SP:Iteration 58Q (508.060000 sec): 3 clusters Score: Raw -44565800.508055 + Penalty 6226.295380 = -44559574.212674 nChanged 56 SP:Iteration 59Q (509.630000 sec): 3 clusters Score: Raw -44565803.120569 + Penalty 6226.295380 = -44559576.825189 nChanged 49 SP:Iteration 60F (511.320000 sec): 3 clusters Score: Raw -44565805.460647 + Penalty 6226.295380 = -44559579.165267 nChanged 50 SP:Iteration 61Q (512.740000 sec): 3 clusters Score: Raw -44565807.636266 + Penalty 6226.295380 = -44559581.340886 nChanged 49 SP:Iteration 62Q (514.140000 sec): 3 clusters Score: Raw -44565810.214365 + Penalty 6226.295380 = -44559583.918985 nChanged 47 SP:Iteration 63Q (515.440000 sec): 3 clusters Score: Raw -44565812.243783 + Penalty 6226.295380 = -44559585.948403 nChanged 37 SP:Iteration 64Q (516.840000 sec): 3 clusters Score: Raw -44565814.221018 + Penalty 6226.295380 = -44559587.925638 nChanged 38 SP:Iteration 65Q (518.360000 sec): 3 clusters Score: Raw -44565816.001563 + Penalty 6226.295380 = -44559589.706183 nChanged 31 SP:Iteration 66Q (519.750000 sec): 3 clusters Score: Raw -44565817.275800 + Penalty 6226.295380 = -44559590.980420 nChanged 25 SP:Iteration 67Q (521.160000 sec): 3 clusters Score: Raw -44565818.468512 + Penalty 6226.295380 = -44559592.173131 nChanged 29 SP:Iteration 68Q (522.570000 sec): 3 clusters Score: Raw -44565819.801165 + Penalty 6226.295380 = -44559593.505784 nChanged 33 SP:Iteration 69Q (523.780000 sec): 3 clusters Score: Raw -44565821.343764 + Penalty 6226.295380 = -44559595.048383 nChanged 27 SP:Iteration 70Q (525.150000 sec): 3 clusters Score: Raw -44565822.699857 + Penalty 6226.295380 = -44559596.404477 nChanged 31 SP:Iteration 71Q (526.540000 sec): 3 clusters Score: Raw -44565824.246052 + Penalty 6226.295380 = -44559597.950672 nChanged 28 SP:Iteration 72Q (527.850000 sec): 3 clusters Score: Raw -44565825.503631 + Penalty 6226.295380 = -44559599.208250 nChanged 28 SP:Iteration 73Q (529.180000 sec): 3 clusters Score: Raw -44565826.981460 + Penalty 6226.295380 = -44559600.686079 nChanged 31 SP:Iteration 74Q (530.480000 sec): 3 clusters Score: Raw -44565828.343512 + Penalty 6226.295380 = -44559602.048132 nChanged 21 SP:Iteration 75Q (531.770000 sec): 3 clusters Score: Raw -44565828.972406 + Penalty 6226.295380 = -44559602.677025 nChanged 20 SP:Iteration 76Q (533.230000 sec): 3 clusters Score: Raw -44565829.692198 + Penalty 6226.295380 = -44559603.396817 nChanged 20 SP:Iteration 77Q (534.820000 sec): 3 clusters Score: Raw -44565830.462818 + Penalty 6226.295380 = -44559604.167438 nChanged 23 SP:Iteration 78Q (536.110000 sec): 3 clusters Score: Raw -44565831.320575 + Penalty 6226.295380 = -44559605.025194 nChanged 18 SP:Iteration 79Q (537.550000 sec): 3 clusters Score: Raw -44565831.928913 + Penalty 6226.295380 = -44559605.633532 nChanged 16 SP:Iteration 80F (539.110000 sec): 3 clusters Score: Raw -44565832.614858 + Penalty 6226.295380 = -44559606.319478 nChanged 24 SP:Iteration 81Q (540.360000 sec): 3 clusters Score: Raw -44565833.477396 + Penalty 6226.295380 = -44559607.182015 nChanged 23 SP:Iteration 82Q (541.780000 sec): 3 clusters Score: Raw -44565834.261783 + Penalty 6226.295380 = -44559607.966403 nChanged 21 SP:Iteration 83Q (543.150000 sec): 3 clusters Score: Raw -44565835.097044 + Penalty 6226.295380 = -44559608.801663 nChanged 27 SP:Iteration 84Q (544.730000 sec): 3 clusters Score: Raw -44565836.497673 + Penalty 6226.295380 = -44559610.202293 nChanged 30 SP:Iteration 85Q (545.970000 sec): 3 clusters Score: Raw -44565837.749307 + Penalty 6226.295380 = -44559611.453927 nChanged 26 SP:Iteration 86Q (547.280000 sec): 3 clusters Score: Raw -44565838.630463 + Penalty 6226.295380 = -44559612.335083 nChanged 16 SP:Iteration 87Q (548.640000 sec): 3 clusters Score: Raw -44565839.135605 + Penalty 6226.295380 = -44559612.840225 nChanged 14 SP:Iteration 88Q (550.090000 sec): 3 clusters Score: Raw -44565839.571418 + Penalty 6226.295380 = -44559613.276037 nChanged 8 SP:Iteration 89Q (551.450000 sec): 3 clusters Score: Raw -44565839.780449 + Penalty 6226.295380 = -44559613.485068 nChanged 6 SP:Iteration 90Q (552.890000 sec): 3 clusters Score: Raw -44565840.000307 + Penalty 6226.295380 = -44559613.704927 nChanged 5 SP:Iteration 91Q (554.640000 sec): 3 clusters Score: Raw -44565840.213112 + Penalty 6226.295380 = -44559613.917731 nChanged 6 SP:Iteration 92Q (556.390000 sec): 3 clusters Score: Raw -44565840.381346 + Penalty 6226.295380 = -44559614.085965 nChanged 1 SP:Iteration 93Q (558.010000 sec): 3 clusters Score: Raw -44565840.405425 + Penalty 6226.295380 = -44559614.110044 nChanged 3 SP:Iteration 94Q (559.350000 sec): 3 clusters Score: Raw -44565840.497390 + Penalty 6226.295380 = -44559614.202010 nChanged 3 SP:Iteration 95Q (561.150000 sec): 3 clusters Score: Raw -44565840.590400 + Penalty 6226.295380 = -44559614.295019 nChanged 2 SP:Iteration 96Q (562.860000 sec): 3 clusters Score: Raw -44565840.638333 + Penalty 6226.295380 = -44559614.342952 nChanged 1 SP:Iteration 97Q (564.570000 sec): 3 clusters Score: Raw -44565840.706779 + Penalty 6226.295380 = -44559614.411399 nChanged 4 SP:Iteration 98Q (566.010000 sec): 3 clusters Score: Raw -44565840.865840 + Penalty 6226.295380 = -44559614.570460 nChanged 5 SP:Iteration 99Q (567.430000 sec): 3 clusters Score: Raw -44565840.961374 + Penalty 6226.295380 = -44559614.665994 nChanged 3 SP:Iteration 100F (569.000000 sec): 3 clusters Score: Raw -44565841.008561 + Penalty 6226.295380 = -44559614.713181 nChanged 2 SP:Iteration 101Q (570.460000 sec): 3 clusters Score: Raw -44565841.065893 + Penalty 6226.295380 = -44559614.770513 nChanged 7 SP:Iteration 102Q (572.000000 sec): 3 clusters Score: Raw -44565841.281628 + Penalty 6226.295380 = -44559614.986248 nChanged 6 SP:Iteration 103Q (573.680000 sec): 3 clusters Score: Raw -44565841.390232 + Penalty 6226.295380 = -44559615.094852 nChanged 3 SP:Iteration 104Q (575.380000 sec): 3 clusters Score: Raw -44565841.481671 + Penalty 6226.295380 = -44559615.186291 nChanged 5 SP:Iteration 105Q (576.790000 sec): 3 clusters Score: Raw -44565841.653886 + Penalty 6226.295380 = -44559615.358506 nChanged 8 SP:Iteration 106Q (578.170000 sec): 3 clusters Score: Raw -44565841.889581 + Penalty 6226.295380 = -44559615.594201 nChanged 3 SP:Iteration 107Q (579.820000 sec): 3 clusters Score: Raw -44565841.957633 + Penalty 6226.295380 = -44559615.662253 nChanged 3 SP:Iteration 108Q (581.370000 sec): 3 clusters Score: Raw -44565842.023697 + Penalty 6226.295380 = -44559615.728317 nChanged 2 SP:Iteration 109Q (582.890000 sec): 3 clusters Score: Raw -44565842.090569 + Penalty 6226.295380 = -44559615.795189 nChanged 2 SP:Iteration 110Q (584.260000 sec): 3 clusters Score: Raw -44565842.160642 + Penalty 6226.295380 = -44559615.865262 nChanged 3 SP:Iteration 111Q (585.630000 sec): 3 clusters Score: Raw -44565842.227620 + Penalty 6226.295380 = -44559615.932240 nChanged 1 SP:Iteration 112Q (587.160000 sec): 3 clusters Score: Raw -44565842.254360 + Penalty 6226.295380 = -44559615.958979 nChanged 0 SP:Iteration 113F (588.660000 sec): 3 clusters Score: Raw -44565842.254360 + Penalty 6226.295380 = -44559615.958979 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (15696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.890000 sec): 2 clusters Score: Raw -2320216.992737 + Penalty 2395.967973 = -2317821.024764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.170000 sec): 3 clusters Score: Raw -2311632.124695 + Penalty 4791.935946 = -2306840.188748 nChanged 6804 SP:Iteration 1F (589.440000 sec): 3 clusters Score: Raw -2317276.354991 + Penalty 4791.935946 = -2312484.419045 nChanged 1994 SP:Iteration 2F (589.660000 sec): 3 clusters Score: Raw -2320430.993728 + Penalty 4791.935946 = -2315639.057782 nChanged 1849 SP:Iteration 3F (589.870000 sec): 3 clusters Score: Raw -2323381.066490 + Penalty 4791.935946 = -2318589.130544 nChanged 1350 SP:Iteration 4F (590.090000 sec): 3 clusters Score: Raw -2324827.075522 + Penalty 4791.935946 = -2320035.139576 nChanged 775 SP:Iteration 5Q (590.340000 sec): 3 clusters Score: Raw -2325313.257509 + Penalty 4791.935946 = -2320521.321563 nChanged 434 SP:Iteration 6Q (590.610000 sec): 3 clusters Score: Raw -2325506.742577 + Penalty 4791.935946 = -2320714.806631 nChanged 288 SP:Iteration 7Q (590.860000 sec): 3 clusters Score: Raw -2325601.487642 + Penalty 4791.935946 = -2320809.551696 nChanged 180 SP:Iteration 8Q (591.060000 sec): 3 clusters Score: Raw -2325652.089204 + Penalty 4791.935946 = -2320860.153258 nChanged 141 SP:Iteration 9Q (591.280000 sec): 3 clusters Score: Raw -2325688.400058 + Penalty 4791.935946 = -2320896.464112 nChanged 107 SP:Iteration 10Q (591.530000 sec): 3 clusters Score: Raw -2325714.868804 + Penalty 4791.935946 = -2320922.932858 nChanged 91 SP:Iteration 11Q (591.770000 sec): 3 clusters Score: Raw -2325738.921538 + Penalty 4791.935946 = -2320946.985592 nChanged 84 SP:Iteration 12Q (592.040000 sec): 3 clusters Score: Raw -2325760.359399 + Penalty 4791.935946 = -2320968.423453 nChanged 90 SP:Iteration 13Q (592.260000 sec): 3 clusters Score: Raw -2325793.436709 + Penalty 4791.935946 = -2321001.500763 nChanged 103 SP:Iteration 14Q (592.540000 sec): 3 clusters Score: Raw -2325827.869939 + Penalty 4791.935946 = -2321035.933993 nChanged 94 SP:Iteration 15Q (592.710000 sec): 3 clusters Score: Raw -2325857.288738 + Penalty 4791.935946 = -2321065.352792 nChanged 90 SP:Iteration 16Q (592.950000 sec): 3 clusters Score: Raw -2325873.772162 + Penalty 4791.935946 = -2321081.836216 nChanged 69 SP:Iteration 17Q (593.210000 sec): 3 clusters Score: Raw -2325885.445122 + Penalty 4791.935946 = -2321093.509176 nChanged 55 SP:Iteration 18Q (593.420000 sec): 3 clusters Score: Raw -2325894.126036 + Penalty 4791.935946 = -2321102.190090 nChanged 54 SP:Iteration 19Q (593.660000 sec): 3 clusters Score: Raw -2325904.858295 + Penalty 4791.935946 = -2321112.922349 nChanged 45 SP:Iteration 20F (593.940000 sec): 3 clusters Score: Raw -2325911.887264 + Penalty 4791.935946 = -2321119.951318 nChanged 37 SP:Iteration 21Q (594.170000 sec): 3 clusters Score: Raw -2325916.161169 + Penalty 4791.935946 = -2321124.225223 nChanged 26 SP:Iteration 22Q (594.440000 sec): 3 clusters Score: Raw -2325918.663788 + Penalty 4791.935946 = -2321126.727842 nChanged 15 SP:Iteration 23Q (594.680000 sec): 3 clusters Score: Raw -2325920.149092 + Penalty 4791.935946 = -2321128.213146 nChanged 10 SP:Iteration 24Q (594.920000 sec): 3 clusters Score: Raw -2325921.028389 + Penalty 4791.935946 = -2321129.092443 nChanged 11 SP:Iteration 25Q (595.170000 sec): 3 clusters Score: Raw -2325921.956085 + Penalty 4791.935946 = -2321130.020139 nChanged 13 SP:Iteration 26Q (595.440000 sec): 3 clusters Score: Raw -2325923.292909 + Penalty 4791.935946 = -2321131.356963 nChanged 13 SP:Iteration 27Q (595.650000 sec): 3 clusters Score: Raw -2325924.675907 + Penalty 4791.935946 = -2321132.739961 nChanged 9 SP:Iteration 28Q (595.930000 sec): 3 clusters Score: Raw -2325925.602145 + Penalty 4791.935946 = -2321133.666199 nChanged 12 SP:Iteration 29Q (596.140000 sec): 3 clusters Score: Raw -2325926.708441 + Penalty 4791.935946 = -2321134.772495 nChanged 4 SP:Iteration 30Q (596.350000 sec): 3 clusters Score: Raw -2325927.029552 + Penalty 4791.935946 = -2321135.093605 nChanged 4 SP:Iteration 31Q (596.610000 sec): 3 clusters Score: Raw -2325927.384997 + Penalty 4791.935946 = -2321135.449051 nChanged 5 SP:Iteration 32Q (596.860000 sec): 3 clusters Score: Raw -2325927.722927 + Penalty 4791.935946 = -2321135.786981 nChanged 3 SP:Iteration 33Q (597.110000 sec): 3 clusters Score: Raw -2325928.195501 + Penalty 4791.935946 = -2321136.259555 nChanged 3 SP:Iteration 34Q (597.390000 sec): 3 clusters Score: Raw -2325928.401798 + Penalty 4791.935946 = -2321136.465852 nChanged 4 SP:Iteration 35Q (597.640000 sec): 3 clusters Score: Raw -2325928.726536 + Penalty 4791.935946 = -2321136.790590 nChanged 7 SP:Iteration 36Q (597.870000 sec): 3 clusters Score: Raw -2325929.177042 + Penalty 4791.935946 = -2321137.241096 nChanged 3 SP:Iteration 37Q (598.090000 sec): 3 clusters Score: Raw -2325929.506283 + Penalty 4791.935946 = -2321137.570336 nChanged 4 SP:Iteration 38Q (598.400000 sec): 3 clusters Score: Raw -2325929.807793 + Penalty 4791.935946 = -2321137.871846 nChanged 5 SP:Iteration 39Q (598.640000 sec): 3 clusters Score: Raw -2325930.225665 + Penalty 4791.935946 = -2321138.289719 nChanged 4 SP:Iteration 40F (598.910000 sec): 3 clusters Score: Raw -2325930.523322 + Penalty 4791.935946 = -2321138.587375 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 6.32 GB. Trying to split cluster 3 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (599.020000 sec): 2 clusters Score: Raw -977905.232611 + Penalty 2176.642527 = -975728.590083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (599.240000 sec): 3 clusters Score: Raw -974701.613091 + Penalty 4353.285054 = -970348.328036 nChanged 2580 SP:Iteration 1F (599.430000 sec): 3 clusters Score: Raw -976395.813495 + Penalty 4353.285054 = -972042.528440 nChanged 612 SP:Iteration 2F (599.670000 sec): 3 clusters Score: Raw -977086.462420 + Penalty 4353.285054 = -972733.177366 nChanged 523 SP:Iteration 3F (599.830000 sec): 3 clusters Score: Raw -977727.566106 + Penalty 4353.285054 = -973374.281052 nChanged 461 SP:Iteration 4F (600.050000 sec): 3 clusters Score: Raw -978162.582471 + Penalty 4353.285054 = -973809.297417 nChanged 363 SP:Iteration 5F (600.210000 sec): 3 clusters Score: Raw -978423.973311 + Penalty 4353.285054 = -974070.688257 nChanged 257 SP:Iteration 6Q (600.410000 sec): 3 clusters Score: Raw -978570.642866 + Penalty 4353.285054 = -974217.357812 nChanged 187 SP:Iteration 7Q (600.620000 sec): 3 clusters Score: Raw -978671.440401 + Penalty 4353.285054 = -974318.155347 nChanged 148 SP:Iteration 8Q (600.850000 sec): 3 clusters Score: Raw -978746.107956 + Penalty 4353.285054 = -974392.822902 nChanged 121 SP:Iteration 9Q (601.050000 sec): 3 clusters Score: Raw -978807.049926 + Penalty 4353.285054 = -974453.764872 nChanged 100 SP:Iteration 10Q (601.260000 sec): 3 clusters Score: Raw -978850.459785 + Penalty 4353.285054 = -974497.174731 nChanged 81 SP:Iteration 11Q (601.440000 sec): 3 clusters Score: Raw -978883.744631 + Penalty 4353.285054 = -974530.459576 nChanged 71 SP:Iteration 12Q (601.640000 sec): 3 clusters Score: Raw -978917.232365 + Penalty 4353.285054 = -974563.947310 nChanged 77 SP:Iteration 13Q (601.820000 sec): 3 clusters Score: Raw -978953.773800 + Penalty 4353.285054 = -974600.488746 nChanged 83 SP:Iteration 14Q (602.000000 sec): 3 clusters Score: Raw -979003.785415 + Penalty 4353.285054 = -974650.500361 nChanged 90 SP:Iteration 15Q (602.220000 sec): 3 clusters Score: Raw -979068.020247 + Penalty 4353.285054 = -974714.735193 nChanged 83 SP:Iteration 16Q (602.380000 sec): 3 clusters Score: Raw -979111.502174 + Penalty 4353.285054 = -974758.217119 nChanged 70 SP:Iteration 17Q (602.610000 sec): 3 clusters Score: Raw -979141.291226 + Penalty 4353.285054 = -974788.006172 nChanged 61 SP:Iteration 18Q (602.810000 sec): 3 clusters Score: Raw -979163.019721 + Penalty 4353.285054 = -974809.734667 nChanged 42 SP:Iteration 19Q (603.010000 sec): 3 clusters Score: Raw -979176.440862 + Penalty 4353.285054 = -974823.155808 nChanged 40 SP:Iteration 20F (603.230000 sec): 3 clusters Score: Raw -979189.256495 + Penalty 4353.285054 = -974835.971441 nChanged 28 SP:Iteration 21Q (603.430000 sec): 3 clusters Score: Raw -979198.415093 + Penalty 4353.285054 = -974845.130038 nChanged 38 SP:Iteration 22Q (603.620000 sec): 3 clusters Score: Raw -979208.339066 + Penalty 4353.285054 = -974855.054012 nChanged 30 SP:Iteration 23Q (603.810000 sec): 3 clusters Score: Raw -979216.494902 + Penalty 4353.285054 = -974863.209848 nChanged 19 SP:Iteration 24Q (603.950000 sec): 3 clusters Score: Raw -979220.701851 + Penalty 4353.285054 = -974867.416797 nChanged 11 SP:Iteration 25Q (604.210000 sec): 3 clusters Score: Raw -979222.770330 + Penalty 4353.285054 = -974869.485276 nChanged 9 SP:Iteration 26Q (604.330000 sec): 3 clusters Score: Raw -979224.572555 + Penalty 4353.285054 = -974871.287501 nChanged 11 SP:Iteration 27Q (604.490000 sec): 3 clusters Score: Raw -979227.514856 + Penalty 4353.285054 = -974874.229802 nChanged 11 SP:Iteration 28Q (604.670000 sec): 3 clusters Score: Raw -979229.663767 + Penalty 4353.285054 = -974876.378712 nChanged 5 SP:Iteration 29Q (604.890000 sec): 3 clusters Score: Raw -979230.858512 + Penalty 4353.285054 = -974877.573458 nChanged 3 SP:Iteration 30Q (605.070000 sec): 3 clusters Score: Raw -979231.610830 + Penalty 4353.285054 = -974878.325775 nChanged 2 SP:Iteration 31Q (605.290000 sec): 3 clusters Score: Raw -979232.180702 + Penalty 4353.285054 = -974878.895648 nChanged 1 SP:Iteration 32Q (605.520000 sec): 3 clusters Score: Raw -979232.347961 + Penalty 4353.285054 = -974879.062907 nChanged 0 SP:Iteration 33F (605.730000 sec): 3 clusters Score: Raw -979232.347961 + Penalty 4353.285054 = -974879.062907 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.810000 sec): 2 clusters Score: Raw -153673.404735 + Penalty 1742.993955 = -151930.410780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.940000 sec): 3 clusters Score: Raw -153475.475783 + Penalty 3485.987910 = -149989.487873 nChanged 347 SP:Iteration 1F (606.120000 sec): 3 clusters Score: Raw -154062.573734 + Penalty 3485.987910 = -150576.585824 nChanged 129 SP:Iteration 2F (606.300000 sec): 3 clusters Score: Raw -154459.627839 + Penalty 3485.987910 = -150973.639929 nChanged 121 SP:Iteration 3F (606.440000 sec): 3 clusters Score: Raw -154894.418317 + Penalty 3485.987910 = -151408.430406 nChanged 105 SP:Iteration 4F (606.650000 sec): 3 clusters Score: Raw -155478.165012 + Penalty 3485.987910 = -151992.177102 nChanged 73 SP:Iteration 5F (606.800000 sec): 3 clusters Score: Raw -156173.281325 + Penalty 3485.987910 = -152687.293415 nChanged 53 SP:Iteration 6Q (606.980000 sec): 3 clusters Score: Raw -156757.177175 + Penalty 3485.987910 = -153271.189264 nChanged 24 SP:Iteration 7Q (607.180000 sec): 3 clusters Score: Raw -156917.350449 + Penalty 3485.987910 = -153431.362539 nChanged 16 SP:Iteration 8Q (607.300000 sec): 3 clusters Score: Raw -156969.274283 + Penalty 3485.987910 = -153483.286373 nChanged 4 SP:Iteration 9Q (607.420000 sec): 3 clusters Score: Raw -156994.730427 + Penalty 3485.987910 = -153508.742517 nChanged 4 SP:Iteration 10Q (607.590000 sec): 3 clusters Score: Raw -157015.576707 + Penalty 3485.987910 = -153529.588797 nChanged 4 SP:Iteration 11Q (607.740000 sec): 3 clusters Score: Raw -157019.397538 + Penalty 3485.987910 = -153533.409628 nChanged 2 SP:Iteration 12Q (607.860000 sec): 3 clusters Score: Raw -157027.425391 + Penalty 3485.987910 = -153541.437481 nChanged 2 SP:Iteration 13Q (608.010000 sec): 3 clusters Score: Raw -157038.550553 + Penalty 3485.987910 = -153552.562643 nChanged 1 SP:Iteration 14Q (608.130000 sec): 3 clusters Score: Raw -157044.067914 + Penalty 3485.987910 = -153558.080003 nChanged 1 SP:Iteration 15Q (608.280000 sec): 3 clusters Score: Raw -157064.825318 + Penalty 3485.987910 = -153578.837408 nChanged 2 SP:Iteration 16Q (608.400000 sec): 3 clusters Score: Raw -157095.073624 + Penalty 3485.987910 = -153609.085714 nChanged 1 SP:Iteration 17Q (608.550000 sec): 3 clusters Score: Raw -157095.645624 + Penalty 3485.987910 = -153609.657714 nChanged 1 SP:Iteration 18Q (608.730000 sec): 3 clusters Score: Raw -157099.699796 + Penalty 3485.987910 = -153613.711886 nChanged 0 SP:Iteration 19F (608.880000 sec): 3 clusters Score: Raw -157140.005925 + Penalty 3485.987910 = -153654.018014 nChanged 4 SP:Iteration 20F (609.040000 sec): 3 clusters Score: Raw -157208.246631 + Penalty 3485.987910 = -153722.258721 nChanged 3 SP:Iteration 21Q (609.240000 sec): 3 clusters Score: Raw -157228.930896 + Penalty 3485.987910 = -153742.942986 nChanged 2 SP:Iteration 22Q (609.400000 sec): 3 clusters Score: Raw -157241.925826 + Penalty 3485.987910 = -153755.937916 nChanged 4 SP:Iteration 23Q (609.600000 sec): 3 clusters Score: Raw -157271.651731 + Penalty 3485.987910 = -153785.663821 nChanged 2 SP:Iteration 24Q (609.780000 sec): 3 clusters Score: Raw -157284.669082 + Penalty 3485.987910 = -153798.681171 nChanged 2 SP:Iteration 25Q (609.920000 sec): 3 clusters Score: Raw -157289.152360 + Penalty 3485.987910 = -153803.164450 nChanged 0 SP:Iteration 26F (610.060000 sec): 3 clusters Score: Raw -157290.662370 + Penalty 3485.987910 = -153804.674459 nChanged 1 SP:Iteration 27Q (610.270000 sec): 3 clusters Score: Raw -157302.779406 + Penalty 3485.987910 = -153816.791496 nChanged 6 SP:Iteration 28Q (610.430000 sec): 3 clusters Score: Raw -157411.910857 + Penalty 3485.987910 = -153925.922947 nChanged 6 SP:Iteration 29Q (610.590000 sec): 3 clusters Score: Raw -157552.356971 + Penalty 3485.987910 = -154066.369061 nChanged 2 SP:Iteration 30Q (610.730000 sec): 3 clusters Score: Raw -157575.461039 + Penalty 3485.987910 = -154089.473129 nChanged 0 SP:Iteration 31F (610.870000 sec): 3 clusters Score: Raw -157576.189465 + Penalty 3485.987910 = -154090.201555 nChanged 1 SP:Iteration 32Q (611.030000 sec): 3 clusters Score: Raw -157583.422290 + Penalty 3485.987910 = -154097.434380 nChanged 1 SP:Iteration 33Q (611.240000 sec): 3 clusters Score: Raw -157591.416609 + Penalty 3485.987910 = -154105.428699 nChanged 1 SP:Iteration 34Q (611.420000 sec): 3 clusters Score: Raw -157618.240056 + Penalty 3485.987910 = -154132.252145 nChanged 3 SP:Iteration 35Q (611.560000 sec): 3 clusters Score: Raw -157687.556226 + Penalty 3485.987910 = -154201.568315 nChanged 4 SP:Iteration 36Q (611.780000 sec): 3 clusters Score: Raw -157794.337440 + Penalty 3485.987910 = -154308.349530 nChanged 3 SP:Iteration 37Q (611.920000 sec): 3 clusters Score: Raw -157850.596543 + Penalty 3485.987910 = -154364.608633 nChanged 2 SP:Iteration 38Q (612.120000 sec): 3 clusters Score: Raw -157887.470967 + Penalty 3485.987910 = -154401.483057 nChanged 2 SP:Iteration 39Q (612.290000 sec): 3 clusters Score: Raw -157907.581376 + Penalty 3485.987910 = -154421.593466 nChanged 0 SP:Iteration 40F (612.450000 sec): 3 clusters Score: Raw -157934.274552 + Penalty 3485.987910 = -154448.286641 nChanged 4 SP:Iteration 41Q (612.550000 sec): 3 clusters Score: Raw -157963.361360 + Penalty 3485.987910 = -154477.373450 nChanged 2 SP:Iteration 42Q (612.650000 sec): 3 clusters Score: Raw -157980.646085 + Penalty 3485.987910 = -154494.658174 nChanged 4 SP:Iteration 43Q (612.820000 sec): 3 clusters Score: Raw -157993.513916 + Penalty 3485.987910 = -154507.526006 nChanged 1 SP:Iteration 44Q (612.980000 sec): 3 clusters Score: Raw -158010.316522 + Penalty 3485.987910 = -154524.328611 nChanged 2 SP:Iteration 45Q (613.160000 sec): 3 clusters Score: Raw -158037.472517 + Penalty 3485.987910 = -154551.484607 nChanged 2 SP:Iteration 46Q (613.380000 sec): 3 clusters Score: Raw -158043.519540 + Penalty 3485.987910 = -154557.531629 nChanged 1 SP:Iteration 47Q (613.500000 sec): 3 clusters Score: Raw -158045.881154 + Penalty 3485.987910 = -154559.893243 nChanged 1 SP:Iteration 48Q (613.660000 sec): 3 clusters Score: Raw -158048.477225 + Penalty 3485.987910 = -154562.489314 nChanged 0 SP:Iteration 49F (613.830000 sec): 3 clusters Score: Raw -158055.448818 + Penalty 3485.987910 = -154569.460908 nChanged 1 SP:Iteration 50Q (614.000000 sec): 3 clusters Score: Raw -158062.850322 + Penalty 3485.987910 = -154576.862411 nChanged 1 SP:Iteration 51Q (614.090000 sec): 3 clusters Score: Raw -158068.154638 + Penalty 3485.987910 = -154582.166728 nChanged 1 SP:Iteration 52Q (614.260000 sec): 3 clusters Score: Raw -158069.992734 + Penalty 3485.987910 = -154584.004824 nChanged 0 SP:Iteration 53F (614.390000 sec): 3 clusters Score: Raw -158069.992734 + Penalty 3485.987910 = -154584.004824 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 6.32 GB. Trying to split cluster 5 (13687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.580000 sec): 2 clusters Score: Raw -2148922.661122 + Penalty 2362.002036 = -2146560.659086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.820000 sec): 3 clusters Score: Raw -2141186.098079 + Penalty 4724.004071 = -2136462.094008 nChanged 5843 SP:Iteration 1F (615.090000 sec): 3 clusters Score: Raw -2144385.477714 + Penalty 4724.004071 = -2139661.473643 nChanged 934 SP:Iteration 2F (615.300000 sec): 3 clusters Score: Raw -2144858.437621 + Penalty 4724.004071 = -2140134.433550 nChanged 855 SP:Iteration 3F (615.540000 sec): 3 clusters Score: Raw -2145323.037671 + Penalty 4724.004071 = -2140599.033600 nChanged 824 SP:Iteration 4F (615.810000 sec): 3 clusters Score: Raw -2145799.582856 + Penalty 4724.004071 = -2141075.578785 nChanged 741 SP:Iteration 5F (616.000000 sec): 3 clusters Score: Raw -2146266.033032 + Penalty 4724.004071 = -2141542.028961 nChanged 734 SP:Iteration 6F (616.250000 sec): 3 clusters Score: Raw -2146762.235530 + Penalty 4724.004071 = -2142038.231459 nChanged 729 SP:Iteration 7F (616.470000 sec): 3 clusters Score: Raw -2147255.379604 + Penalty 4724.004071 = -2142531.375533 nChanged 669 SP:Iteration 8Q (616.720000 sec): 3 clusters Score: Raw -2147731.554978 + Penalty 4724.004071 = -2143007.550907 nChanged 610 SP:Iteration 9Q (617.000000 sec): 3 clusters Score: Raw -2148160.448010 + Penalty 4724.004071 = -2143436.443939 nChanged 474 SP:Iteration 10Q (617.210000 sec): 3 clusters Score: Raw -2148476.394293 + Penalty 4724.004071 = -2143752.390222 nChanged 359 SP:Iteration 11Q (617.490000 sec): 3 clusters Score: Raw -2148699.500163 + Penalty 4724.004071 = -2143975.496092 nChanged 283 SP:Iteration 12Q (617.710000 sec): 3 clusters Score: Raw -2148869.869859 + Penalty 4724.004071 = -2144145.865788 nChanged 205 SP:Iteration 13Q (617.970000 sec): 3 clusters Score: Raw -2149000.211804 + Penalty 4724.004071 = -2144276.207733 nChanged 157 SP:Iteration 14Q (618.210000 sec): 3 clusters Score: Raw -2149091.163590 + Penalty 4724.004071 = -2144367.159519 nChanged 117 SP:Iteration 15Q (618.430000 sec): 3 clusters Score: Raw -2149159.750670 + Penalty 4724.004071 = -2144435.746599 nChanged 98 SP:Iteration 16Q (618.670000 sec): 3 clusters Score: Raw -2149216.975959 + Penalty 4724.004071 = -2144492.971888 nChanged 89 SP:Iteration 17Q (618.890000 sec): 3 clusters Score: Raw -2149268.912850 + Penalty 4724.004071 = -2144544.908779 nChanged 78 SP:Iteration 18Q (619.160000 sec): 3 clusters Score: Raw -2149314.688090 + Penalty 4724.004071 = -2144590.684018 nChanged 69 SP:Iteration 19Q (619.380000 sec): 3 clusters Score: Raw -2149352.653449 + Penalty 4724.004071 = -2144628.649378 nChanged 39 SP:Iteration 20F (619.620000 sec): 3 clusters Score: Raw -2149371.237915 + Penalty 4724.004071 = -2144647.233844 nChanged 28 SP:Iteration 21Q (619.900000 sec): 3 clusters Score: Raw -2149387.696429 + Penalty 4724.004071 = -2144663.692358 nChanged 23 SP:Iteration 22Q (620.150000 sec): 3 clusters Score: Raw -2149400.006863 + Penalty 4724.004071 = -2144676.002791 nChanged 17 SP:Iteration 23Q (620.360000 sec): 3 clusters Score: Raw -2149412.676279 + Penalty 4724.004071 = -2144688.672208 nChanged 20 SP:Iteration 24Q (620.600000 sec): 3 clusters Score: Raw -2149430.492970 + Penalty 4724.004071 = -2144706.488899 nChanged 27 SP:Iteration 25Q (620.850000 sec): 3 clusters Score: Raw -2149459.949442 + Penalty 4724.004071 = -2144735.945371 nChanged 23 SP:Iteration 26Q (621.080000 sec): 3 clusters Score: Raw -2149489.661798 + Penalty 4724.004071 = -2144765.657727 nChanged 28 SP:Iteration 27Q (621.330000 sec): 3 clusters Score: Raw -2149542.952528 + Penalty 4724.004071 = -2144818.948457 nChanged 34 SP:Iteration 28Q (621.590000 sec): 3 clusters Score: Raw -2149597.251071 + Penalty 4724.004071 = -2144873.247000 nChanged 35 SP:Iteration 29Q (621.840000 sec): 3 clusters Score: Raw -2149655.801948 + Penalty 4724.004071 = -2144931.797876 nChanged 38 SP:Iteration 30Q (622.020000 sec): 3 clusters Score: Raw -2149697.202355 + Penalty 4724.004071 = -2144973.198284 nChanged 45 SP:Iteration 31Q (622.210000 sec): 3 clusters Score: Raw -2149723.343430 + Penalty 4724.004071 = -2144999.339359 nChanged 38 SP:Iteration 32Q (622.470000 sec): 3 clusters Score: Raw -2149744.629203 + Penalty 4724.004071 = -2145020.625132 nChanged 31 SP:Iteration 33Q (622.630000 sec): 3 clusters Score: Raw -2149767.466833 + Penalty 4724.004071 = -2145043.462762 nChanged 31 SP:Iteration 34Q (622.870000 sec): 3 clusters Score: Raw -2149784.433150 + Penalty 4724.004071 = -2145060.429079 nChanged 21 SP:Iteration 35Q (623.120000 sec): 3 clusters Score: Raw -2149797.103659 + Penalty 4724.004071 = -2145073.099587 nChanged 15 SP:Iteration 36Q (623.310000 sec): 3 clusters Score: Raw -2149803.948689 + Penalty 4724.004071 = -2145079.944618 nChanged 14 SP:Iteration 37Q (623.600000 sec): 3 clusters Score: Raw -2149809.250000 + Penalty 4724.004071 = -2145085.245929 nChanged 9 SP:Iteration 38Q (623.840000 sec): 3 clusters Score: Raw -2149812.312182 + Penalty 4724.004071 = -2145088.308111 nChanged 7 SP:Iteration 39Q (624.100000 sec): 3 clusters Score: Raw -2149814.367162 + Penalty 4724.004071 = -2145090.363091 nChanged 7 SP:Iteration 40F (624.320000 sec): 3 clusters Score: Raw -2149816.076023 + Penalty 4724.004071 = -2145092.071952 nChanged 1 SP:Iteration 41Q (624.590000 sec): 3 clusters Score: Raw -2149816.451944 + Penalty 4724.004071 = -2145092.447873 nChanged 0 SP:Iteration 42F (624.790000 sec): 3 clusters Score: Raw -2149816.451944 + Penalty 4724.004071 = -2145092.447873 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.900000 sec): 2 clusters Score: Raw -195880.724272 + Penalty 1796.922457 = -194083.801815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.080000 sec): 3 clusters Score: Raw -195697.502532 + Penalty 3593.844914 = -192103.657619 nChanged 455 SP:Iteration 1F (625.260000 sec): 3 clusters Score: Raw -196664.465712 + Penalty 3593.844914 = -193070.620798 nChanged 170 SP:Iteration 2F (625.440000 sec): 3 clusters Score: Raw -197250.445822 + Penalty 3593.844914 = -193656.600909 nChanged 119 SP:Iteration 3F (625.610000 sec): 3 clusters Score: Raw -197645.666833 + Penalty 3593.844914 = -194051.821919 nChanged 108 SP:Iteration 4F (625.760000 sec): 3 clusters Score: Raw -197932.632303 + Penalty 3593.844914 = -194338.787389 nChanged 69 SP:Iteration 5Q (625.930000 sec): 3 clusters Score: Raw -198109.047685 + Penalty 3593.844914 = -194515.202772 nChanged 67 SP:Iteration 6Q (626.100000 sec): 3 clusters Score: Raw -198356.003494 + Penalty 3593.844914 = -194762.158581 nChanged 60 SP:Iteration 7Q (626.310000 sec): 3 clusters Score: Raw -198588.335331 + Penalty 3593.844914 = -194994.490418 nChanged 37 SP:Iteration 8Q (626.470000 sec): 3 clusters Score: Raw -198633.852292 + Penalty 3593.844914 = -195040.007379 nChanged 17 SP:Iteration 9Q (626.640000 sec): 3 clusters Score: Raw -198666.292249 + Penalty 3593.844914 = -195072.447336 nChanged 12 SP:Iteration 10Q (626.800000 sec): 3 clusters Score: Raw -198686.634561 + Penalty 3593.844914 = -195092.789648 nChanged 6 SP:Iteration 11Q (626.970000 sec): 3 clusters Score: Raw -198704.813449 + Penalty 3593.844914 = -195110.968536 nChanged 8 SP:Iteration 12Q (627.150000 sec): 3 clusters Score: Raw -198725.485454 + Penalty 3593.844914 = -195131.640541 nChanged 9 SP:Iteration 13Q (627.330000 sec): 3 clusters Score: Raw -198740.400359 + Penalty 3593.844914 = -195146.555445 nChanged 7 SP:Iteration 14Q (627.500000 sec): 3 clusters Score: Raw -198750.101655 + Penalty 3593.844914 = -195156.256741 nChanged 2 SP:Iteration 15Q (627.680000 sec): 3 clusters Score: Raw -198751.900779 + Penalty 3593.844914 = -195158.055865 nChanged 3 SP:Iteration 16Q (627.840000 sec): 3 clusters Score: Raw -198754.489307 + Penalty 3593.844914 = -195160.644394 nChanged 1 SP:Iteration 17Q (628.040000 sec): 3 clusters Score: Raw -198764.763315 + Penalty 3593.844914 = -195170.918401 nChanged 3 SP:Iteration 18Q (628.190000 sec): 3 clusters Score: Raw -198767.618263 + Penalty 3593.844914 = -195173.773350 nChanged 2 SP:Iteration 19Q (628.370000 sec): 3 clusters Score: Raw -198768.633487 + Penalty 3593.844914 = -195174.788573 nChanged 0 SP:Iteration 20F (628.540000 sec): 3 clusters Score: Raw -198772.945822 + Penalty 3593.844914 = -195179.100908 nChanged 4 SP:Iteration 21Q (628.760000 sec): 3 clusters Score: Raw -198796.192598 + Penalty 3593.844914 = -195202.347684 nChanged 11 SP:Iteration 22Q (628.910000 sec): 3 clusters Score: Raw -198828.528538 + Penalty 3593.844914 = -195234.683624 nChanged 8 SP:Iteration 23Q (629.110000 sec): 3 clusters Score: Raw -198839.426539 + Penalty 3593.844914 = -195245.581626 nChanged 7 SP:Iteration 24Q (629.300000 sec): 3 clusters Score: Raw -198851.264084 + Penalty 3593.844914 = -195257.419170 nChanged 11 SP:Iteration 25Q (629.440000 sec): 3 clusters Score: Raw -198861.467286 + Penalty 3593.844914 = -195267.622372 nChanged 5 SP:Iteration 26Q (629.650000 sec): 3 clusters Score: Raw -198907.443346 + Penalty 3593.844914 = -195313.598433 nChanged 17 SP:Iteration 27Q (629.820000 sec): 3 clusters Score: Raw -198930.708171 + Penalty 3593.844914 = -195336.863258 nChanged 26 SP:Iteration 28Q (629.980000 sec): 3 clusters Score: Raw -198974.908766 + Penalty 3593.844914 = -195381.063852 nChanged 28 SP:Iteration 29Q (630.140000 sec): 3 clusters Score: Raw -199034.674986 + Penalty 3593.844914 = -195440.830072 nChanged 46 SP:Iteration 30Q (630.340000 sec): 3 clusters Score: Raw -199104.860756 + Penalty 3593.844914 = -195511.015842 nChanged 30 SP:Iteration 31Q (630.490000 sec): 3 clusters Score: Raw -199150.072013 + Penalty 3593.844914 = -195556.227099 nChanged 37 SP:Iteration 32Q (630.660000 sec): 3 clusters Score: Raw -199199.747655 + Penalty 3593.844914 = -195605.902741 nChanged 24 SP:Iteration 33Q (630.880000 sec): 3 clusters Score: Raw -199229.371404 + Penalty 3593.844914 = -195635.526491 nChanged 17 SP:Iteration 34Q (631.050000 sec): 3 clusters Score: Raw -199263.059023 + Penalty 3593.844914 = -195669.214110 nChanged 13 SP:Iteration 35Q (631.240000 sec): 3 clusters Score: Raw -199276.087144 + Penalty 3593.844914 = -195682.242230 nChanged 8 SP:Iteration 36Q (631.400000 sec): 3 clusters Score: Raw -199281.460921 + Penalty 3593.844914 = -195687.616007 nChanged 6 SP:Iteration 37Q (631.570000 sec): 3 clusters Score: Raw -199285.675471 + Penalty 3593.844914 = -195691.830557 nChanged 5 SP:Iteration 38Q (631.740000 sec): 3 clusters Score: Raw -199287.972633 + Penalty 3593.844914 = -195694.127720 nChanged 0 SP:Iteration 39F (631.970000 sec): 3 clusters Score: Raw -199296.051916 + Penalty 3593.844914 = -195702.207002 nChanged 3 SP:Iteration 40F (632.100000 sec): 3 clusters Score: Raw -199312.969604 + Penalty 3593.844914 = -195719.124691 nChanged 4 SP:Iteration 41Q (632.280000 sec): 3 clusters Score: Raw -199325.180802 + Penalty 3593.844914 = -195731.335889 nChanged 6 SP:Iteration 42Q (632.480000 sec): 3 clusters Score: Raw -199354.889432 + Penalty 3593.844914 = -195761.044519 nChanged 7 SP:Iteration 43Q (632.650000 sec): 3 clusters Score: Raw -199418.633530 + Penalty 3593.844914 = -195824.788617 nChanged 7 SP:Iteration 44Q (632.800000 sec): 3 clusters Score: Raw -199528.268789 + Penalty 3593.844914 = -195934.423875 nChanged 10 SP:Iteration 45Q (632.970000 sec): 3 clusters Score: Raw -199759.809280 + Penalty 3593.844914 = -196165.964366 nChanged 11 SP:Iteration 46Q (633.190000 sec): 3 clusters Score: Raw -200238.899748 + Penalty 3593.844914 = -196645.054835 nChanged 22 SP:Iteration 47Q (633.370000 sec): 3 clusters Score: Raw -200270.224725 + Penalty 3593.844914 = -196676.379812 nChanged 9 SP:Iteration 48Q (633.560000 sec): 3 clusters Score: Raw -200277.123589 + Penalty 3593.844914 = -196683.278676 nChanged 5 SP:Iteration 49Q (633.710000 sec): 3 clusters Score: Raw -200282.734223 + Penalty 3593.844914 = -196688.889310 nChanged 1 SP:Iteration 50Q (633.880000 sec): 3 clusters Score: Raw -200283.639037 + Penalty 3593.844914 = -196689.794124 nChanged 0 SP:Iteration 51F (634.060000 sec): 3 clusters Score: Raw -200283.639037 + Penalty 3593.844914 = -196689.794124 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 6.32 GB. Trying to split cluster 7 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.170000 sec): 2 clusters Score: Raw -261076.107779 + Penalty 1893.075673 = -259183.032106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.340000 sec): 3 clusters Score: Raw -260756.066036 + Penalty 3786.151346 = -256969.914690 nChanged 813 SP:Iteration 1F (634.540000 sec): 3 clusters Score: Raw -265183.106434 + Penalty 3786.151346 = -261396.955087 nChanged 359 SP:Iteration 2F (634.730000 sec): 3 clusters Score: Raw -267415.581385 + Penalty 3786.151346 = -263629.430038 nChanged 152 SP:Iteration 3F (634.880000 sec): 3 clusters Score: Raw -268372.652688 + Penalty 3786.151346 = -264586.501342 nChanged 105 SP:Iteration 4F (635.060000 sec): 3 clusters Score: Raw -269708.767990 + Penalty 3786.151346 = -265922.616644 nChanged 52 SP:Iteration 5Q (635.250000 sec): 3 clusters Score: Raw -269981.851545 + Penalty 3786.151346 = -266195.700199 nChanged 25 SP:Iteration 6Q (635.430000 sec): 3 clusters Score: Raw -270202.231604 + Penalty 3786.151346 = -266416.080257 nChanged 36 SP:Iteration 7Q (635.620000 sec): 3 clusters Score: Raw -270799.844748 + Penalty 3786.151346 = -267013.693401 nChanged 12 SP:Iteration 8Q (635.810000 sec): 3 clusters Score: Raw -270919.810757 + Penalty 3786.151346 = -267133.659411 nChanged 9 SP:Iteration 9Q (635.900000 sec): 3 clusters Score: Raw -271052.670173 + Penalty 3786.151346 = -267266.518826 nChanged 9 SP:Iteration 10Q (636.120000 sec): 3 clusters Score: Raw -271272.759093 + Penalty 3786.151346 = -267486.607747 nChanged 9 SP:Iteration 11Q (636.310000 sec): 3 clusters Score: Raw -271774.806944 + Penalty 3786.151346 = -267988.655598 nChanged 10 SP:Iteration 12Q (636.450000 sec): 3 clusters Score: Raw -272650.934941 + Penalty 3786.151346 = -268864.783595 nChanged 7 SP:Iteration 13Q (636.620000 sec): 3 clusters Score: Raw -272665.461244 + Penalty 3786.151346 = -268879.309897 nChanged 0 SP:Iteration 14F (636.830000 sec): 3 clusters Score: Raw -272665.461244 + Penalty 3786.151346 = -268879.309897 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 6.32 GB. Trying to split cluster 8 (9191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.980000 sec): 2 clusters Score: Raw -1367654.117198 + Penalty 2263.243046 = -1365390.874153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (637.160000 sec): 3 clusters Score: Raw -1362971.661646 + Penalty 4526.486092 = -1358445.175555 nChanged 3878 SP:Iteration 1F (637.360000 sec): 3 clusters Score: Raw -1366052.556102 + Penalty 4526.486092 = -1361526.070011 nChanged 984 SP:Iteration 2F (637.580000 sec): 3 clusters Score: Raw -1367203.717576 + Penalty 4526.486092 = -1362677.231484 nChanged 875 SP:Iteration 3F (637.850000 sec): 3 clusters Score: Raw -1368395.345799 + Penalty 4526.486092 = -1363868.859707 nChanged 866 SP:Iteration 4F (638.080000 sec): 3 clusters Score: Raw -1370055.138264 + Penalty 4526.486092 = -1365528.652173 nChanged 841 SP:Iteration 5F (638.230000 sec): 3 clusters Score: Raw -1371667.175353 + Penalty 4526.486092 = -1367140.689261 nChanged 661 SP:Iteration 6F (638.430000 sec): 3 clusters Score: Raw -1372665.703775 + Penalty 4526.486092 = -1368139.217683 nChanged 568 SP:Iteration 7F (638.670000 sec): 3 clusters Score: Raw -1373531.673446 + Penalty 4526.486092 = -1369005.187354 nChanged 373 SP:Iteration 8Q (638.920000 sec): 3 clusters Score: Raw -1374021.245181 + Penalty 4526.486092 = -1369494.759089 nChanged 206 SP:Iteration 9Q (639.120000 sec): 3 clusters Score: Raw -1374203.768683 + Penalty 4526.486092 = -1369677.282591 nChanged 106 SP:Iteration 10Q (639.320000 sec): 3 clusters Score: Raw -1374276.246695 + Penalty 4526.486092 = -1369749.760604 nChanged 76 SP:Iteration 11Q (639.500000 sec): 3 clusters Score: Raw -1374372.745244 + Penalty 4526.486092 = -1369846.259152 nChanged 66 SP:Iteration 12Q (639.720000 sec): 3 clusters Score: Raw -1374452.957110 + Penalty 4526.486092 = -1369926.471018 nChanged 53 SP:Iteration 13Q (639.930000 sec): 3 clusters Score: Raw -1374514.881530 + Penalty 4526.486092 = -1369988.395438 nChanged 59 SP:Iteration 14Q (640.160000 sec): 3 clusters Score: Raw -1374621.115436 + Penalty 4526.486092 = -1370094.629345 nChanged 56 SP:Iteration 15Q (640.350000 sec): 3 clusters Score: Raw -1374709.703267 + Penalty 4526.486092 = -1370183.217175 nChanged 44 SP:Iteration 16Q (640.570000 sec): 3 clusters Score: Raw -1374749.737805 + Penalty 4526.486092 = -1370223.251713 nChanged 44 SP:Iteration 17Q (640.820000 sec): 3 clusters Score: Raw -1374808.098789 + Penalty 4526.486092 = -1370281.612697 nChanged 33 SP:Iteration 18Q (641.020000 sec): 3 clusters Score: Raw -1374874.421066 + Penalty 4526.486092 = -1370347.934974 nChanged 24 SP:Iteration 19Q (641.200000 sec): 3 clusters Score: Raw -1374896.845227 + Penalty 4526.486092 = -1370370.359136 nChanged 23 SP:Iteration 20F (641.370000 sec): 3 clusters Score: Raw -1374942.430939 + Penalty 4526.486092 = -1370415.944847 nChanged 27 SP:Iteration 21Q (641.650000 sec): 3 clusters Score: Raw -1374967.097759 + Penalty 4526.486092 = -1370440.611667 nChanged 24 SP:Iteration 22Q (641.820000 sec): 3 clusters Score: Raw -1374978.601711 + Penalty 4526.486092 = -1370452.115619 nChanged 16 SP:Iteration 23Q (642.040000 sec): 3 clusters Score: Raw -1374984.640405 + Penalty 4526.486092 = -1370458.154313 nChanged 12 SP:Iteration 24Q (642.250000 sec): 3 clusters Score: Raw -1374988.513837 + Penalty 4526.486092 = -1370462.027745 nChanged 9 SP:Iteration 25Q (642.440000 sec): 3 clusters Score: Raw -1374990.843556 + Penalty 4526.486092 = -1370464.357464 nChanged 4 SP:Iteration 26Q (642.680000 sec): 3 clusters Score: Raw -1374991.496755 + Penalty 4526.486092 = -1370465.010664 nChanged 2 SP:Iteration 27Q (642.830000 sec): 3 clusters Score: Raw -1374991.678565 + Penalty 4526.486092 = -1370465.192474 nChanged 1 SP:Iteration 28Q (643.020000 sec): 3 clusters Score: Raw -1374991.838407 + Penalty 4526.486092 = -1370465.352316 nChanged 0 SP:Iteration 29F (643.230000 sec): 3 clusters Score: Raw -1374991.838407 + Penalty 4526.486092 = -1370465.352316 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 6.32 GB. Trying to split cluster 9 (2056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.380000 sec): 2 clusters Score: Raw -237652.740207 + Penalty 1891.872371 = -235760.867836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.560000 sec): 3 clusters Score: Raw -237616.994819 + Penalty 3783.744743 = -233833.250076 nChanged 768 SP:Iteration 1F (643.700000 sec): 3 clusters Score: Raw -241140.451758 + Penalty 3783.744743 = -237356.707015 nChanged 351 SP:Iteration 2F (643.860000 sec): 3 clusters Score: Raw -244708.540330 + Penalty 3783.744743 = -240924.795588 nChanged 183 SP:Iteration 3F (644.040000 sec): 3 clusters Score: Raw -247065.306714 + Penalty 3783.744743 = -243281.561971 nChanged 98 SP:Iteration 4Q (644.230000 sec): 3 clusters Score: Raw -248495.339851 + Penalty 3783.744743 = -244711.595109 nChanged 70 SP:Iteration 5Q (644.420000 sec): 3 clusters Score: Raw -249845.194245 + Penalty 3783.744743 = -246061.449502 nChanged 24 SP:Iteration 6Q (644.570000 sec): 3 clusters Score: Raw -249951.686181 + Penalty 3783.744743 = -246167.941438 nChanged 19 SP:Iteration 7Q (644.810000 sec): 3 clusters Score: Raw -250018.530379 + Penalty 3783.744743 = -246234.785636 nChanged 8 SP:Iteration 8Q (644.980000 sec): 3 clusters Score: Raw -250044.775036 + Penalty 3783.744743 = -246261.030293 nChanged 9 SP:Iteration 9Q (645.180000 sec): 3 clusters Score: Raw -250064.159934 + Penalty 3783.744743 = -246280.415191 nChanged 7 SP:Iteration 10Q (645.350000 sec): 3 clusters Score: Raw -250079.636729 + Penalty 3783.744743 = -246295.891986 nChanged 7 SP:Iteration 11Q (645.590000 sec): 3 clusters Score: Raw -250093.723073 + Penalty 3783.744743 = -246309.978330 nChanged 8 SP:Iteration 12Q (645.760000 sec): 3 clusters Score: Raw -250115.037640 + Penalty 3783.744743 = -246331.292898 nChanged 10 SP:Iteration 13Q (646.010000 sec): 3 clusters Score: Raw -250138.752666 + Penalty 3783.744743 = -246355.007923 nChanged 8 SP:Iteration 14Q (646.160000 sec): 3 clusters Score: Raw -250160.487722 + Penalty 3783.744743 = -246376.742979 nChanged 9 SP:Iteration 15Q (646.380000 sec): 3 clusters Score: Raw -250178.629843 + Penalty 3783.744743 = -246394.885100 nChanged 6 SP:Iteration 16Q (646.630000 sec): 3 clusters Score: Raw -250185.677007 + Penalty 3783.744743 = -246401.932264 nChanged 8 SP:Iteration 17Q (646.790000 sec): 3 clusters Score: Raw -250206.985101 + Penalty 3783.744743 = -246423.240358 nChanged 12 SP:Iteration 18Q (646.960000 sec): 3 clusters Score: Raw -250241.309641 + Penalty 3783.744743 = -246457.564898 nChanged 11 SP:Iteration 19Q (647.140000 sec): 3 clusters Score: Raw -250274.289989 + Penalty 3783.744743 = -246490.545246 nChanged 10 SP:Iteration 20F (647.350000 sec): 3 clusters Score: Raw -250323.474815 + Penalty 3783.744743 = -246539.730072 nChanged 10 SP:Iteration 21Q (647.540000 sec): 3 clusters Score: Raw -250357.939683 + Penalty 3783.744743 = -246574.194940 nChanged 11 SP:Iteration 22Q (647.690000 sec): 3 clusters Score: Raw -250390.814079 + Penalty 3783.744743 = -246607.069337 nChanged 12 SP:Iteration 23Q (647.900000 sec): 3 clusters Score: Raw -250434.174648 + Penalty 3783.744743 = -246650.429905 nChanged 14 SP:Iteration 24Q (648.010000 sec): 3 clusters Score: Raw -250478.323859 + Penalty 3783.744743 = -246694.579116 nChanged 17 SP:Iteration 25Q (648.130000 sec): 3 clusters Score: Raw -250556.567255 + Penalty 3783.744743 = -246772.822512 nChanged 18 SP:Iteration 26Q (648.310000 sec): 3 clusters Score: Raw -250685.722449 + Penalty 3783.744743 = -246901.977706 nChanged 28 SP:Iteration 27Q (648.480000 sec): 3 clusters Score: Raw -250907.672090 + Penalty 3783.744743 = -247123.927347 nChanged 25 SP:Iteration 28Q (648.680000 sec): 3 clusters Score: Raw -251111.698305 + Penalty 3783.744743 = -247327.953562 nChanged 20 SP:Iteration 29Q (648.850000 sec): 3 clusters Score: Raw -251259.321716 + Penalty 3783.744743 = -247475.576973 nChanged 15 SP:Iteration 30Q (649.040000 sec): 3 clusters Score: Raw -251334.273658 + Penalty 3783.744743 = -247550.528916 nChanged 10 SP:Iteration 31Q (649.260000 sec): 3 clusters Score: Raw -251400.309099 + Penalty 3783.744743 = -247616.564356 nChanged 9 SP:Iteration 32Q (649.410000 sec): 3 clusters Score: Raw -251470.527796 + Penalty 3783.744743 = -247686.783054 nChanged 5 SP:Iteration 33Q (649.570000 sec): 3 clusters Score: Raw -251562.436256 + Penalty 3783.744743 = -247778.691513 nChanged 9 SP:Iteration 34Q (649.750000 sec): 3 clusters Score: Raw -251704.377247 + Penalty 3783.744743 = -247920.632505 nChanged 9 SP:Iteration 35Q (649.880000 sec): 3 clusters Score: Raw -251928.210360 + Penalty 3783.744743 = -248144.465618 nChanged 12 SP:Iteration 36Q (650.040000 sec): 3 clusters Score: Raw -252370.246871 + Penalty 3783.744743 = -248586.502128 nChanged 4 SP:Iteration 37Q (650.260000 sec): 3 clusters Score: Raw -252546.481743 + Penalty 3783.744743 = -248762.737000 nChanged 9 SP:Iteration 38Q (650.420000 sec): 3 clusters Score: Raw -252569.021523 + Penalty 3783.744743 = -248785.276780 nChanged 3 SP:Iteration 39Q (650.590000 sec): 3 clusters Score: Raw -252577.206022 + Penalty 3783.744743 = -248793.461279 nChanged 3 SP:Iteration 40F (650.750000 sec): 3 clusters Score: Raw -252586.767469 + Penalty 3783.744743 = -248803.022727 nChanged 4 SP:Iteration 41Q (650.960000 sec): 3 clusters Score: Raw -252593.104996 + Penalty 3783.744743 = -248809.360254 nChanged 1 SP:Iteration 42Q (651.140000 sec): 3 clusters Score: Raw -252595.309189 + Penalty 3783.744743 = -248811.564446 nChanged 2 SP:Iteration 43Q (651.350000 sec): 3 clusters Score: Raw -252602.451404 + Penalty 3783.744743 = -248818.706661 nChanged 4 SP:Iteration 44Q (651.520000 sec): 3 clusters Score: Raw -252629.461169 + Penalty 3783.744743 = -248845.716426 nChanged 8 SP:Iteration 45Q (651.730000 sec): 3 clusters Score: Raw -252651.650986 + Penalty 3783.744743 = -248867.906244 nChanged 7 SP:Iteration 46Q (651.880000 sec): 3 clusters Score: Raw -252670.538407 + Penalty 3783.744743 = -248886.793664 nChanged 7 SP:Iteration 47Q (652.080000 sec): 3 clusters Score: Raw -252697.714196 + Penalty 3783.744743 = -248913.969453 nChanged 4 SP:Iteration 48Q (652.230000 sec): 3 clusters Score: Raw -252705.767872 + Penalty 3783.744743 = -248922.023129 nChanged 3 SP:Iteration 49Q (652.390000 sec): 3 clusters Score: Raw -252715.497062 + Penalty 3783.744743 = -248931.752319 nChanged 0 SP:Iteration 50F (652.560000 sec): 3 clusters Score: Raw -252717.637166 + Penalty 3783.744743 = -248933.892423 nChanged 1 SP:Iteration 51Q (652.750000 sec): 3 clusters Score: Raw -252719.356451 + Penalty 3783.744743 = -248935.611708 nChanged 0 SP:Iteration 52F (652.960000 sec): 3 clusters Score: Raw -252719.356451 + Penalty 3783.744743 = -248935.611708 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 6.32 GB. Trying to split cluster 11 (2905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (653.030000 sec): 2 clusters Score: Raw -351845.726381 + Penalty 1977.598790 = -349868.127591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (653.240000 sec): 3 clusters Score: Raw -351591.269286 + Penalty 3955.197580 = -347636.071706 nChanged 1198 SP:Iteration 1F (653.390000 sec): 3 clusters Score: Raw -359127.499298 + Penalty 3955.197580 = -355172.301718 nChanged 485 SP:Iteration 2F (653.540000 sec): 3 clusters Score: Raw -364073.871126 + Penalty 3955.197580 = -360118.673546 nChanged 180 SP:Iteration 3F (653.730000 sec): 3 clusters Score: Raw -365372.270340 + Penalty 3955.197580 = -361417.072760 nChanged 87 SP:Iteration 4Q (653.880000 sec): 3 clusters Score: Raw -366341.213767 + Penalty 3955.197580 = -362386.016187 nChanged 55 SP:Iteration 5Q (654.070000 sec): 3 clusters Score: Raw -367688.224773 + Penalty 3955.197580 = -363733.027193 nChanged 21 SP:Iteration 6Q (654.290000 sec): 3 clusters Score: Raw -368278.265152 + Penalty 3955.197580 = -364323.067572 nChanged 29 SP:Iteration 7Q (654.440000 sec): 3 clusters Score: Raw -369060.622352 + Penalty 3955.197580 = -365105.424772 nChanged 18 SP:Iteration 8Q (654.630000 sec): 3 clusters Score: Raw -369882.725238 + Penalty 3955.197580 = -365927.527658 nChanged 14 SP:Iteration 9Q (654.790000 sec): 3 clusters Score: Raw -370494.041666 + Penalty 3955.197580 = -366538.844086 nChanged 14 SP:Iteration 10Q (654.970000 sec): 3 clusters Score: Raw -370519.036422 + Penalty 3955.197580 = -366563.838842 nChanged 3 SP:Iteration 11Q (655.130000 sec): 3 clusters Score: Raw -370529.620316 + Penalty 3955.197580 = -366574.422736 nChanged 1 SP:Iteration 12Q (655.340000 sec): 3 clusters Score: Raw -370531.145779 + Penalty 3955.197580 = -366575.948199 nChanged 1 SP:Iteration 13Q (655.490000 sec): 3 clusters Score: Raw -370537.522594 + Penalty 3955.197580 = -366582.325014 nChanged 1 SP:Iteration 14Q (655.670000 sec): 3 clusters Score: Raw -370539.652566 + Penalty 3955.197580 = -366584.454986 nChanged 0 SP:Iteration 15F (655.880000 sec): 3 clusters Score: Raw -370577.706141 + Penalty 3955.197580 = -366622.508561 nChanged 11 SP:Iteration 16Q (656.080000 sec): 3 clusters Score: Raw -370655.368999 + Penalty 3955.197580 = -366700.171419 nChanged 14 SP:Iteration 17Q (656.250000 sec): 3 clusters Score: Raw -370728.355663 + Penalty 3955.197580 = -366773.158083 nChanged 7 SP:Iteration 18Q (656.420000 sec): 3 clusters Score: Raw -370747.903759 + Penalty 3955.197580 = -366792.706179 nChanged 5 SP:Iteration 19Q (656.610000 sec): 3 clusters Score: Raw -370758.225090 + Penalty 3955.197580 = -366803.027510 nChanged 1 SP:Iteration 20F (656.770000 sec): 3 clusters Score: Raw -370779.613102 + Penalty 3955.197580 = -366824.415522 nChanged 9 SP:Iteration 21Q (656.970000 sec): 3 clusters Score: Raw -370856.351094 + Penalty 3955.197580 = -366901.153514 nChanged 15 SP:Iteration 22Q (657.150000 sec): 3 clusters Score: Raw -370960.884382 + Penalty 3955.197580 = -367005.686802 nChanged 13 SP:Iteration 23Q (657.370000 sec): 3 clusters Score: Raw -371031.527901 + Penalty 3955.197580 = -367076.330321 nChanged 10 SP:Iteration 24Q (657.520000 sec): 3 clusters Score: Raw -371058.184511 + Penalty 3955.197580 = -367102.986931 nChanged 1 SP:Iteration 25Q (657.680000 sec): 3 clusters Score: Raw -371061.458598 + Penalty 3955.197580 = -367106.261018 nChanged 2 SP:Iteration 26Q (657.830000 sec): 3 clusters Score: Raw -371062.997599 + Penalty 3955.197580 = -367107.800019 nChanged 0 SP:Iteration 27F (657.980000 sec): 3 clusters Score: Raw -371153.116671 + Penalty 3955.197580 = -367197.919091 nChanged 20 SP:Iteration 28Q (658.150000 sec): 3 clusters Score: Raw -371352.346148 + Penalty 3955.197580 = -367397.148568 nChanged 33 SP:Iteration 29Q (658.310000 sec): 3 clusters Score: Raw -371684.045351 + Penalty 3955.197580 = -367728.847771 nChanged 10 SP:Iteration 30Q (658.470000 sec): 3 clusters Score: Raw -371867.814658 + Penalty 3955.197580 = -367912.617078 nChanged 11 SP:Iteration 31Q (658.670000 sec): 3 clusters Score: Raw -372204.540375 + Penalty 3955.197580 = -368249.342795 nChanged 15 SP:Iteration 32Q (658.850000 sec): 3 clusters Score: Raw -372783.954679 + Penalty 3955.197580 = -368828.757099 nChanged 11 SP:Iteration 33Q (658.990000 sec): 3 clusters Score: Raw -374862.831581 + Penalty 3955.197580 = -370907.634001 nChanged 11 SP:Iteration 34Q (659.200000 sec): 3 clusters Score: Raw -374868.762237 + Penalty 3955.197580 = -370913.564657 nChanged 4 SP:Iteration 35Q (659.360000 sec): 3 clusters Score: Raw -374873.198648 + Penalty 3955.197580 = -370918.001068 nChanged 1 SP:Iteration 36Q (659.530000 sec): 3 clusters Score: Raw -374873.452997 + Penalty 3955.197580 = -370918.255417 nChanged 0 SP:Iteration 37F (659.670000 sec): 3 clusters Score: Raw -374873.452997 + Penalty 3955.197580 = -370918.255417 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 6.32 GB. Trying to split cluster 13 (7972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.800000 sec): 2 clusters Score: Raw -1166551.433255 + Penalty 2227.955289 = -1164323.477966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.990000 sec): 3 clusters Score: Raw -1162651.115226 + Penalty 4455.910578 = -1158195.204648 nChanged 3261 SP:Iteration 1F (660.250000 sec): 3 clusters Score: Raw -1166941.073027 + Penalty 4455.910578 = -1162485.162449 nChanged 1112 SP:Iteration 2F (660.410000 sec): 3 clusters Score: Raw -1170846.944398 + Penalty 4455.910578 = -1166391.033820 nChanged 1174 SP:Iteration 3F (660.590000 sec): 3 clusters Score: Raw -1173218.653877 + Penalty 4455.910578 = -1168762.743299 nChanged 746 SP:Iteration 4F (660.800000 sec): 3 clusters Score: Raw -1174530.522181 + Penalty 4455.910578 = -1170074.611603 nChanged 365 SP:Iteration 5Q (661.000000 sec): 3 clusters Score: Raw -1175003.682692 + Penalty 4455.910578 = -1170547.772114 nChanged 190 SP:Iteration 6Q (661.180000 sec): 3 clusters Score: Raw -1175184.788894 + Penalty 4455.910578 = -1170728.878316 nChanged 118 SP:Iteration 7Q (661.360000 sec): 3 clusters Score: Raw -1175273.888706 + Penalty 4455.910578 = -1170817.978128 nChanged 85 SP:Iteration 8Q (661.580000 sec): 3 clusters Score: Raw -1175336.219845 + Penalty 4455.910578 = -1170880.309268 nChanged 81 SP:Iteration 9Q (661.800000 sec): 3 clusters Score: Raw -1175387.017757 + Penalty 4455.910578 = -1170931.107180 nChanged 65 SP:Iteration 10Q (662.000000 sec): 3 clusters Score: Raw -1175426.338194 + Penalty 4455.910578 = -1170970.427616 nChanged 52 SP:Iteration 11Q (662.240000 sec): 3 clusters Score: Raw -1175461.965011 + Penalty 4455.910578 = -1171006.054433 nChanged 49 SP:Iteration 12Q (662.450000 sec): 3 clusters Score: Raw -1175509.463314 + Penalty 4455.910578 = -1171053.552736 nChanged 48 SP:Iteration 13Q (662.640000 sec): 3 clusters Score: Raw -1175560.433329 + Penalty 4455.910578 = -1171104.522751 nChanged 51 SP:Iteration 14Q (662.830000 sec): 3 clusters Score: Raw -1175602.149162 + Penalty 4455.910578 = -1171146.238585 nChanged 35 SP:Iteration 15Q (663.030000 sec): 3 clusters Score: Raw -1175636.764530 + Penalty 4455.910578 = -1171180.853952 nChanged 31 SP:Iteration 16Q (663.240000 sec): 3 clusters Score: Raw -1175652.337657 + Penalty 4455.910578 = -1171196.427079 nChanged 21 SP:Iteration 17Q (663.450000 sec): 3 clusters Score: Raw -1175659.154653 + Penalty 4455.910578 = -1171203.244075 nChanged 15 SP:Iteration 18Q (663.680000 sec): 3 clusters Score: Raw -1175664.455394 + Penalty 4455.910578 = -1171208.544816 nChanged 8 SP:Iteration 19Q (663.890000 sec): 3 clusters Score: Raw -1175669.939868 + Penalty 4455.910578 = -1171214.029290 nChanged 8 SP:Iteration 20F (664.080000 sec): 3 clusters Score: Raw -1175672.966462 + Penalty 4455.910578 = -1171217.055884 nChanged 7 SP:Iteration 21Q (664.330000 sec): 3 clusters Score: Raw -1175674.577177 + Penalty 4455.910578 = -1171218.666599 nChanged 3 SP:Iteration 22Q (664.520000 sec): 3 clusters Score: Raw -1175674.924053 + Penalty 4455.910578 = -1171219.013475 nChanged 2 SP:Iteration 23Q (664.730000 sec): 3 clusters Score: Raw -1175675.227650 + Penalty 4455.910578 = -1171219.317072 nChanged 0 SP:Iteration 24F (664.920000 sec): 3 clusters Score: Raw -1175675.227650 + Penalty 4455.910578 = -1171219.317072 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 6.32 GB. Trying to split cluster 14 (268657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.210000 sec): 2 clusters Score: Raw -42375538.887717 + Penalty 3100.295307 = -42372438.592411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.900000 sec): 3 clusters Score: Raw -42198799.759322 + Penalty 6200.590613 = -42192599.168709 nChanged 129819 SP:Iteration 1F (669.640000 sec): 3 clusters Score: Raw -42280148.329494 + Penalty 6200.590613 = -42273947.738881 nChanged 13822 SP:Iteration 2F (671.140000 sec): 3 clusters Score: Raw -42288722.192629 + Penalty 6200.590613 = -42282521.602016 nChanged 17702 SP:Iteration 3F (672.790000 sec): 3 clusters Score: Raw -42300974.675169 + Penalty 6200.590613 = -42294774.084556 nChanged 21163 SP:Iteration 4F (674.440000 sec): 3 clusters Score: Raw -42317555.146459 + Penalty 6200.590613 = -42311354.555846 nChanged 23544 SP:Iteration 5F (676.270000 sec): 3 clusters Score: Raw -42336921.539933 + Penalty 6200.590613 = -42330720.949320 nChanged 21319 SP:Iteration 6F (678.080000 sec): 3 clusters Score: Raw -42353226.450608 + Penalty 6200.590613 = -42347025.859995 nChanged 15583 SP:Iteration 7F (679.580000 sec): 3 clusters Score: Raw -42362189.593611 + Penalty 6200.590613 = -42355989.002998 nChanged 9912 SP:Iteration 8Q (681.390000 sec): 3 clusters Score: Raw -42366395.071771 + Penalty 6200.590613 = -42360194.481158 nChanged 6543 SP:Iteration 9Q (683.110000 sec): 3 clusters Score: Raw -42368609.266175 + Penalty 6200.590613 = -42362408.675562 nChanged 4527 SP:Iteration 10Q (684.830000 sec): 3 clusters Score: Raw -42369732.877989 + Penalty 6200.590613 = -42363532.287376 nChanged 3120 SP:Iteration 11Q (686.570000 sec): 3 clusters Score: Raw -42370292.706089 + Penalty 6200.590613 = -42364092.115476 nChanged 2259 SP:Iteration 12Q (688.110000 sec): 3 clusters Score: Raw -42370623.891323 + Penalty 6200.590613 = -42364423.300710 nChanged 1731 SP:Iteration 13Q (689.720000 sec): 3 clusters Score: Raw -42370828.609394 + Penalty 6200.590613 = -42364628.018781 nChanged 1378 SP:Iteration 14Q (691.340000 sec): 3 clusters Score: Raw -42370959.155502 + Penalty 6200.590613 = -42364758.564889 nChanged 1066 SP:Iteration 15Q (692.990000 sec): 3 clusters Score: Raw -42371041.691190 + Penalty 6200.590613 = -42364841.100577 nChanged 966 SP:Iteration 16Q (694.530000 sec): 3 clusters Score: Raw -42371108.966053 + Penalty 6200.590613 = -42364908.375440 nChanged 859 SP:Iteration 17Q (696.090000 sec): 3 clusters Score: Raw -42371166.637480 + Penalty 6200.590613 = -42364966.046867 nChanged 730 SP:Iteration 18Q (697.700000 sec): 3 clusters Score: Raw -42371208.770100 + Penalty 6200.590613 = -42365008.179487 nChanged 624 SP:Iteration 19Q (699.420000 sec): 3 clusters Score: Raw -42371241.567944 + Penalty 6200.590613 = -42365040.977331 nChanged 608 SP:Iteration 20F (701.090000 sec): 3 clusters Score: Raw -42371269.667405 + Penalty 6200.590613 = -42365069.076792 nChanged 517 SP:Iteration 21Q (702.830000 sec): 3 clusters Score: Raw -42371292.045842 + Penalty 6200.590613 = -42365091.455229 nChanged 465 SP:Iteration 22Q (704.690000 sec): 3 clusters Score: Raw -42371311.296391 + Penalty 6200.590613 = -42365110.705778 nChanged 439 SP:Iteration 23Q (706.250000 sec): 3 clusters Score: Raw -42371329.663250 + Penalty 6200.590613 = -42365129.072637 nChanged 447 SP:Iteration 24Q (707.720000 sec): 3 clusters Score: Raw -42371350.576004 + Penalty 6200.590613 = -42365149.985391 nChanged 490 SP:Iteration 25Q (709.240000 sec): 3 clusters Score: Raw -42371374.666030 + Penalty 6200.590613 = -42365174.075417 nChanged 500 SP:Iteration 26Q (710.780000 sec): 3 clusters Score: Raw -42371399.594962 + Penalty 6200.590613 = -42365199.004349 nChanged 535 SP:Iteration 27Q (712.330000 sec): 3 clusters Score: Raw -42371425.536971 + Penalty 6200.590613 = -42365224.946358 nChanged 535 SP:Iteration 28Q (713.990000 sec): 3 clusters Score: Raw -42371450.993879 + Penalty 6200.590613 = -42365250.403266 nChanged 555 SP:Iteration 29Q (715.600000 sec): 3 clusters Score: Raw -42371476.657274 + Penalty 6200.590613 = -42365276.066661 nChanged 515 SP:Iteration 30Q (717.310000 sec): 3 clusters Score: Raw -42371499.975258 + Penalty 6200.590613 = -42365299.384645 nChanged 521 SP:Iteration 31Q (718.990000 sec): 3 clusters Score: Raw -42371522.775307 + Penalty 6200.590613 = -42365322.184694 nChanged 525 SP:Iteration 32Q (720.710000 sec): 3 clusters Score: Raw -42371547.113286 + Penalty 6200.590613 = -42365346.522673 nChanged 555 SP:Iteration 33Q (722.340000 sec): 3 clusters Score: Raw -42371574.559568 + Penalty 6200.590613 = -42365373.968955 nChanged 558 SP:Iteration 34Q (724.060000 sec): 3 clusters Score: Raw -42371603.575076 + Penalty 6200.590613 = -42365402.984463 nChanged 587 SP:Iteration 35Q (725.940000 sec): 3 clusters Score: Raw -42371631.924965 + Penalty 6200.590613 = -42365431.334352 nChanged 544 SP:Iteration 36Q (727.610000 sec): 3 clusters Score: Raw -42371656.844819 + Penalty 6200.590613 = -42365456.254206 nChanged 583 SP:Iteration 37Q (729.440000 sec): 3 clusters Score: Raw -42371685.697670 + Penalty 6200.590613 = -42365485.107057 nChanged 588 SP:Iteration 38Q (730.960000 sec): 3 clusters Score: Raw -42371716.874096 + Penalty 6200.590613 = -42365516.283483 nChanged 612 SP:Iteration 39Q (732.600000 sec): 3 clusters Score: Raw -42371749.926420 + Penalty 6200.590613 = -42365549.335807 nChanged 608 SP:Iteration 40F (734.300000 sec): 3 clusters Score: Raw -42371784.003586 + Penalty 6200.590613 = -42365583.412973 nChanged 662 SP:Iteration 41Q (735.840000 sec): 3 clusters Score: Raw -42371823.800075 + Penalty 6200.590613 = -42365623.209462 nChanged 694 SP:Iteration 42Q (737.340000 sec): 3 clusters Score: Raw -42371868.315450 + Penalty 6200.590613 = -42365667.724837 nChanged 700 SP:Iteration 43Q (738.990000 sec): 3 clusters Score: Raw -42371913.988310 + Penalty 6200.590613 = -42365713.397697 nChanged 696 SP:Iteration 44Q (740.650000 sec): 3 clusters Score: Raw -42371961.144947 + Penalty 6200.590613 = -42365760.554334 nChanged 708 SP:Iteration 45Q (742.210000 sec): 3 clusters Score: Raw -42372007.281589 + Penalty 6200.590613 = -42365806.690976 nChanged 709 SP:Iteration 46Q (743.610000 sec): 3 clusters Score: Raw -42372057.496311 + Penalty 6200.590613 = -42365856.905698 nChanged 732 SP:Iteration 47Q (745.100000 sec): 3 clusters Score: Raw -42372113.207132 + Penalty 6200.590613 = -42365912.616519 nChanged 756 SP:Iteration 48Q (746.580000 sec): 3 clusters Score: Raw -42372174.135810 + Penalty 6200.590613 = -42365973.545197 nChanged 763 SP:Iteration 49Q (748.220000 sec): 3 clusters Score: Raw -42372237.072254 + Penalty 6200.590613 = -42366036.481641 nChanged 814 SP:Iteration 50Q (749.950000 sec): 3 clusters Score: Raw -42372311.768073 + Penalty 6200.590613 = -42366111.177460 nChanged 880 SP:Iteration 51Q (751.660000 sec): 3 clusters Score: Raw -42372403.492572 + Penalty 6200.590613 = -42366202.901959 nChanged 892 SP:Iteration 52Q (753.300000 sec): 3 clusters Score: Raw -42372503.935650 + Penalty 6200.590613 = -42366303.345037 nChanged 895 SP:Iteration 53Q (754.790000 sec): 3 clusters Score: Raw -42372622.003915 + Penalty 6200.590613 = -42366421.413302 nChanged 997 SP:Iteration 54Q (756.320000 sec): 3 clusters Score: Raw -42372759.830668 + Penalty 6200.590613 = -42366559.240055 nChanged 1082 SP:Iteration 55Q (758.070000 sec): 3 clusters Score: Raw -42372924.508748 + Penalty 6200.590613 = -42366723.918135 nChanged 1117 SP:Iteration 56Q (759.650000 sec): 3 clusters Score: Raw -42373132.449490 + Penalty 6200.590613 = -42366931.858877 nChanged 1255 SP:Iteration 57Q (761.330000 sec): 3 clusters Score: Raw -42373392.770816 + Penalty 6200.590613 = -42367192.180203 nChanged 1286 SP:Iteration 58Q (763.030000 sec): 3 clusters Score: Raw -42373676.525117 + Penalty 6200.590613 = -42367475.934504 nChanged 1383 SP:Iteration 59Q (764.570000 sec): 3 clusters Score: Raw -42374006.439886 + Penalty 6200.590613 = -42367805.849273 nChanged 1483 SP:Iteration 60F (766.070000 sec): 3 clusters Score: Raw -42374360.439310 + Penalty 6200.590613 = -42368159.848697 nChanged 1499 SP:Iteration 61Q (767.590000 sec): 3 clusters Score: Raw -42374710.308700 + Penalty 6200.590613 = -42368509.718087 nChanged 1508 SP:Iteration 62Q (769.050000 sec): 3 clusters Score: Raw -42375024.772649 + Penalty 6200.590613 = -42368824.182036 nChanged 1409 SP:Iteration 63Q (770.590000 sec): 3 clusters Score: Raw -42375327.020541 + Penalty 6200.590613 = -42369126.429928 nChanged 1432 SP:Iteration 64Q (772.040000 sec): 3 clusters Score: Raw -42375626.862945 + Penalty 6200.590613 = -42369426.272332 nChanged 1451 SP:Iteration 65Q (773.430000 sec): 3 clusters Score: Raw -42375911.356691 + Penalty 6200.590613 = -42369710.766078 nChanged 1491 SP:Iteration 66Q (774.790000 sec): 3 clusters Score: Raw -42376162.905995 + Penalty 6200.590613 = -42369962.315382 nChanged 1463 SP:Iteration 67Q (776.260000 sec): 3 clusters Score: Raw -42376384.957253 + Penalty 6200.590613 = -42370184.366640 nChanged 1478 SP:Iteration 68Q (777.740000 sec): 3 clusters Score: Raw -42376600.856927 + Penalty 6200.590613 = -42370400.266314 nChanged 1498 SP:Iteration 69Q (779.190000 sec): 3 clusters Score: Raw -42376809.528202 + Penalty 6200.590613 = -42370608.937589 nChanged 1467 SP:Iteration 70Q (780.730000 sec): 3 clusters Score: Raw -42377010.138921 + Penalty 6200.590613 = -42370809.548308 nChanged 1497 SP:Iteration 71Q (782.190000 sec): 3 clusters Score: Raw -42377219.600231 + Penalty 6200.590613 = -42371019.009618 nChanged 1540 SP:Iteration 72Q (783.660000 sec): 3 clusters Score: Raw -42377434.569266 + Penalty 6200.590613 = -42371233.978653 nChanged 1462 SP:Iteration 73Q (785.070000 sec): 3 clusters Score: Raw -42377637.126608 + Penalty 6200.590613 = -42371436.535995 nChanged 1479 SP:Iteration 74Q (786.470000 sec): 3 clusters Score: Raw -42377853.979003 + Penalty 6200.590613 = -42371653.388390 nChanged 1482 SP:Iteration 75Q (787.880000 sec): 3 clusters Score: Raw -42378078.752024 + Penalty 6200.590613 = -42371878.161411 nChanged 1496 SP:Iteration 76Q (789.220000 sec): 3 clusters Score: Raw -42378312.699952 + Penalty 6200.590613 = -42372112.109339 nChanged 1469 SP:Iteration 77Q (790.640000 sec): 3 clusters Score: Raw -42378550.595246 + Penalty 6200.590613 = -42372350.004633 nChanged 1513 SP:Iteration 78Q (792.140000 sec): 3 clusters Score: Raw -42378798.198833 + Penalty 6200.590613 = -42372597.608220 nChanged 1473 SP:Iteration 79Q (793.570000 sec): 3 clusters Score: Raw -42379036.579883 + Penalty 6200.590613 = -42372835.989270 nChanged 1442 SP:Iteration 80F (795.130000 sec): 3 clusters Score: Raw -42379270.315423 + Penalty 6200.590613 = -42373069.724810 nChanged 1442 SP:Iteration 81Q (796.650000 sec): 3 clusters Score: Raw -42379517.949981 + Penalty 6200.590613 = -42373317.359368 nChanged 1498 SP:Iteration 82Q (798.100000 sec): 3 clusters Score: Raw -42379783.890802 + Penalty 6200.590613 = -42373583.300189 nChanged 1448 SP:Iteration 83Q (799.540000 sec): 3 clusters Score: Raw -42380043.415110 + Penalty 6200.590613 = -42373842.824497 nChanged 1488 SP:Iteration 84Q (801.070000 sec): 3 clusters Score: Raw -42380315.157985 + Penalty 6200.590613 = -42374114.567372 nChanged 1441 SP:Iteration 85Q (802.600000 sec): 3 clusters Score: Raw -42380580.090187 + Penalty 6200.590613 = -42374379.499574 nChanged 1430 SP:Iteration 86Q (804.150000 sec): 3 clusters Score: Raw -42380842.087657 + Penalty 6200.590613 = -42374641.497044 nChanged 1357 SP:Iteration 87Q (805.920000 sec): 3 clusters Score: Raw -42381096.194221 + Penalty 6200.590613 = -42374895.603608 nChanged 1335 SP:Iteration 88Q (807.370000 sec): 3 clusters Score: Raw -42381362.182867 + Penalty 6200.590613 = -42375161.592254 nChanged 1316 SP:Iteration 89Q (808.760000 sec): 3 clusters Score: Raw -42381625.042973 + Penalty 6200.590613 = -42375424.452360 nChanged 1237 SP:Iteration 90Q (810.120000 sec): 3 clusters Score: Raw -42381867.276032 + Penalty 6200.590613 = -42375666.685419 nChanged 1162 SP:Iteration 91Q (811.420000 sec): 3 clusters Score: Raw -42382093.379406 + Penalty 6200.590613 = -42375892.788793 nChanged 1131 SP:Iteration 92Q (812.850000 sec): 3 clusters Score: Raw -42382314.402636 + Penalty 6200.590613 = -42376113.812023 nChanged 1103 SP:Iteration 93Q (814.240000 sec): 3 clusters Score: Raw -42382522.494845 + Penalty 6200.590613 = -42376321.904232 nChanged 975 SP:Iteration 94Q (815.600000 sec): 3 clusters Score: Raw -42382703.940445 + Penalty 6200.590613 = -42376503.349832 nChanged 920 SP:Iteration 95Q (816.850000 sec): 3 clusters Score: Raw -42382873.171831 + Penalty 6200.590613 = -42376672.581218 nChanged 831 SP:Iteration 96Q (818.160000 sec): 3 clusters Score: Raw -42383017.814355 + Penalty 6200.590613 = -42376817.223742 nChanged 770 SP:Iteration 97Q (819.500000 sec): 3 clusters Score: Raw -42383146.305922 + Penalty 6200.590613 = -42376945.715309 nChanged 678 SP:Iteration 98Q (820.860000 sec): 3 clusters Score: Raw -42383257.893894 + Penalty 6200.590613 = -42377057.303281 nChanged 678 SP:Iteration 99Q (822.230000 sec): 3 clusters Score: Raw -42383373.643037 + Penalty 6200.590613 = -42377173.052424 nChanged 656 SP:Iteration 100F (823.740000 sec): 3 clusters Score: Raw -42383479.140020 + Penalty 6200.590613 = -42377278.549407 nChanged 607 SP:Iteration 101Q (825.230000 sec): 3 clusters Score: Raw -42383574.120904 + Penalty 6200.590613 = -42377373.530291 nChanged 556 SP:Iteration 102Q (826.550000 sec): 3 clusters Score: Raw -42383663.484616 + Penalty 6200.590613 = -42377462.894003 nChanged 523 SP:Iteration 103Q (827.970000 sec): 3 clusters Score: Raw -42383739.310825 + Penalty 6200.590613 = -42377538.720212 nChanged 430 SP:Iteration 104Q (829.290000 sec): 3 clusters Score: Raw -42383793.543799 + Penalty 6200.590613 = -42377592.953186 nChanged 374 SP:Iteration 105Q (830.570000 sec): 3 clusters Score: Raw -42383839.976845 + Penalty 6200.590613 = -42377639.386232 nChanged 343 SP:Iteration 106Q (831.890000 sec): 3 clusters Score: Raw -42383877.865361 + Penalty 6200.590613 = -42377677.274748 nChanged 304 SP:Iteration 107Q (833.220000 sec): 3 clusters Score: Raw -42383910.451128 + Penalty 6200.590613 = -42377709.860515 nChanged 284 SP:Iteration 108Q (834.540000 sec): 3 clusters Score: Raw -42383942.207543 + Penalty 6200.590613 = -42377741.616930 nChanged 257 SP:Iteration 109Q (835.840000 sec): 3 clusters Score: Raw -42383967.621440 + Penalty 6200.590613 = -42377767.030826 nChanged 225 SP:Iteration 110Q (837.110000 sec): 3 clusters Score: Raw -42383986.479771 + Penalty 6200.590613 = -42377785.889158 nChanged 192 SP:Iteration 111Q (838.720000 sec): 3 clusters Score: Raw -42384002.879269 + Penalty 6200.590613 = -42377802.288656 nChanged 177 SP:Iteration 112Q (840.180000 sec): 3 clusters Score: Raw -42384016.857665 + Penalty 6200.590613 = -42377816.267052 nChanged 165 SP:Iteration 113Q (841.550000 sec): 3 clusters Score: Raw -42384030.022692 + Penalty 6200.590613 = -42377829.432078 nChanged 155 SP:Iteration 114Q (842.940000 sec): 3 clusters Score: Raw -42384041.109844 + Penalty 6200.590613 = -42377840.519231 nChanged 150 SP:Iteration 115Q (844.210000 sec): 3 clusters Score: Raw -42384051.378764 + Penalty 6200.590613 = -42377850.788151 nChanged 135 SP:Iteration 116Q (845.530000 sec): 3 clusters Score: Raw -42384059.323397 + Penalty 6200.590613 = -42377858.732784 nChanged 120 SP:Iteration 117Q (846.860000 sec): 3 clusters Score: Raw -42384067.024321 + Penalty 6200.590613 = -42377866.433708 nChanged 104 SP:Iteration 118Q (848.210000 sec): 3 clusters Score: Raw -42384073.851327 + Penalty 6200.590613 = -42377873.260714 nChanged 103 SP:Iteration 119Q (850.030000 sec): 3 clusters Score: Raw -42384078.895560 + Penalty 6200.590613 = -42377878.304947 nChanged 83 SP:Iteration 120F (851.570000 sec): 3 clusters Score: Raw -42384082.265535 + Penalty 6200.590613 = -42377881.674922 nChanged 53 SP:Iteration 121Q (852.890000 sec): 3 clusters Score: Raw -42384084.281924 + Penalty 6200.590613 = -42377883.691311 nChanged 50 SP:Iteration 122Q (854.230000 sec): 3 clusters Score: Raw -42384086.421917 + Penalty 6200.590613 = -42377885.831304 nChanged 53 SP:Iteration 123Q (855.560000 sec): 3 clusters Score: Raw -42384088.718847 + Penalty 6200.590613 = -42377888.128234 nChanged 51 SP:Iteration 124Q (856.910000 sec): 3 clusters Score: Raw -42384090.537599 + Penalty 6200.590613 = -42377889.946986 nChanged 35 SP:Iteration 125Q (858.200000 sec): 3 clusters Score: Raw -42384091.661432 + Penalty 6200.590613 = -42377891.070819 nChanged 25 SP:Iteration 126Q (859.510000 sec): 3 clusters Score: Raw -42384092.784612 + Penalty 6200.590613 = -42377892.193999 nChanged 32 SP:Iteration 127Q (860.860000 sec): 3 clusters Score: Raw -42384094.350476 + Penalty 6200.590613 = -42377893.759863 nChanged 25 SP:Iteration 128Q (862.200000 sec): 3 clusters Score: Raw -42384095.411264 + Penalty 6200.590613 = -42377894.820651 nChanged 26 SP:Iteration 129Q (863.690000 sec): 3 clusters Score: Raw -42384096.348447 + Penalty 6200.590613 = -42377895.757834 nChanged 23 SP:Iteration 130Q (864.930000 sec): 3 clusters Score: Raw -42384097.069805 + Penalty 6200.590613 = -42377896.479192 nChanged 16 SP:Iteration 131Q (866.170000 sec): 3 clusters Score: Raw -42384097.637950 + Penalty 6200.590613 = -42377897.047337 nChanged 23 SP:Iteration 132Q (867.450000 sec): 3 clusters Score: Raw -42384098.383183 + Penalty 6200.590613 = -42377897.792570 nChanged 21 SP:Iteration 133Q (868.670000 sec): 3 clusters Score: Raw -42384099.017649 + Penalty 6200.590613 = -42377898.427036 nChanged 21 SP:Iteration 134Q (870.060000 sec): 3 clusters Score: Raw -42384099.741114 + Penalty 6200.590613 = -42377899.150501 nChanged 15 SP:Iteration 135Q (871.330000 sec): 3 clusters Score: Raw -42384100.142438 + Penalty 6200.590613 = -42377899.551825 nChanged 9 SP:Iteration 136Q (872.670000 sec): 3 clusters Score: Raw -42384100.434617 + Penalty 6200.590613 = -42377899.844004 nChanged 11 SP:Iteration 137Q (874.000000 sec): 3 clusters Score: Raw -42384100.746012 + Penalty 6200.590613 = -42377900.155399 nChanged 7 SP:Iteration 138Q (875.330000 sec): 3 clusters Score: Raw -42384101.004739 + Penalty 6200.590613 = -42377900.414126 nChanged 9 SP:Iteration 139Q (876.780000 sec): 3 clusters Score: Raw -42384101.400467 + Penalty 6200.590613 = -42377900.809854 nChanged 11 SP:Iteration 140F (878.220000 sec): 3 clusters Score: Raw -42384101.743252 + Penalty 6200.590613 = -42377901.152639 nChanged 11 SP:Iteration 141Q (879.470000 sec): 3 clusters Score: Raw -42384102.083715 + Penalty 6200.590613 = -42377901.493102 nChanged 9 SP:Iteration 142Q (880.760000 sec): 3 clusters Score: Raw -42384102.358566 + Penalty 6200.590613 = -42377901.767953 nChanged 8 SP:Iteration 143Q (882.050000 sec): 3 clusters Score: Raw -42384102.608771 + Penalty 6200.590613 = -42377902.018157 nChanged 9 SP:Iteration 144Q (883.300000 sec): 3 clusters Score: Raw -42384102.850806 + Penalty 6200.590613 = -42377902.260193 nChanged 5 SP:Iteration 145Q (884.550000 sec): 3 clusters Score: Raw -42384102.995471 + Penalty 6200.590613 = -42377902.404858 nChanged 6 SP:Iteration 146Q (885.850000 sec): 3 clusters Score: Raw -42384103.185110 + Penalty 6200.590613 = -42377902.594497 nChanged 6 SP:Iteration 147Q (887.210000 sec): 3 clusters Score: Raw -42384103.405710 + Penalty 6200.590613 = -42377902.815097 nChanged 11 SP:Iteration 148Q (888.740000 sec): 3 clusters Score: Raw -42384103.794316 + Penalty 6200.590613 = -42377903.203703 nChanged 13 SP:Iteration 149Q (890.150000 sec): 3 clusters Score: Raw -42384104.248115 + Penalty 6200.590613 = -42377903.657502 nChanged 8 SP:Iteration 150Q (891.450000 sec): 3 clusters Score: Raw -42384104.466558 + Penalty 6200.590613 = -42377903.875945 nChanged 9 SP:Iteration 151Q (892.750000 sec): 3 clusters Score: Raw -42384104.824359 + Penalty 6200.590613 = -42377904.233746 nChanged 11 SP:Iteration 152Q (894.070000 sec): 3 clusters Score: Raw -42384105.124243 + Penalty 6200.590613 = -42377904.533630 nChanged 9 SP:Iteration 153Q (895.430000 sec): 3 clusters Score: Raw -42384105.420977 + Penalty 6200.590613 = -42377904.830364 nChanged 5 SP:Iteration 154Q (896.830000 sec): 3 clusters Score: Raw -42384105.612905 + Penalty 6200.590613 = -42377905.022292 nChanged 4 SP:Iteration 155Q (898.250000 sec): 3 clusters Score: Raw -42384105.784191 + Penalty 6200.590613 = -42377905.193578 nChanged 10 SP:Iteration 156Q (899.570000 sec): 3 clusters Score: Raw -42384106.153652 + Penalty 6200.590613 = -42377905.563039 nChanged 9 SP:Iteration 157Q (900.930000 sec): 3 clusters Score: Raw -42384106.352669 + Penalty 6200.590613 = -42377905.762056 nChanged 3 SP:Iteration 158Q (902.260000 sec): 3 clusters Score: Raw -42384106.411780 + Penalty 6200.590613 = -42377905.821167 nChanged 2 SP:Iteration 159Q (903.580000 sec): 3 clusters Score: Raw -42384106.517230 + Penalty 6200.590613 = -42377905.926616 nChanged 7 SP:Iteration 160F (905.070000 sec): 3 clusters Score: Raw -42384106.756138 + Penalty 6200.590613 = -42377906.165525 nChanged 7 SP:Iteration 161Q (906.290000 sec): 3 clusters Score: Raw -42384106.937496 + Penalty 6200.590613 = -42377906.346883 nChanged 9 SP:Iteration 162Q (907.510000 sec): 3 clusters Score: Raw -42384107.364957 + Penalty 6200.590613 = -42377906.774344 nChanged 16 SP:Iteration 163Q (908.860000 sec): 3 clusters Score: Raw -42384108.310885 + Penalty 6200.590613 = -42377907.720272 nChanged 14 SP:Iteration 164Q (910.220000 sec): 3 clusters Score: Raw -42384109.041127 + Penalty 6200.590613 = -42377908.450514 nChanged 19 SP:Iteration 165Q (911.580000 sec): 3 clusters Score: Raw -42384109.814550 + Penalty 6200.590613 = -42377909.223937 nChanged 17 SP:Iteration 166Q (912.960000 sec): 3 clusters Score: Raw -42384110.386414 + Penalty 6200.590613 = -42377909.795801 nChanged 15 SP:Iteration 167Q (914.320000 sec): 3 clusters Score: Raw -42384110.991378 + Penalty 6200.590613 = -42377910.400765 nChanged 21 SP:Iteration 168Q (915.740000 sec): 3 clusters Score: Raw -42384111.753780 + Penalty 6200.590613 = -42377911.163167 nChanged 20 SP:Iteration 169Q (917.160000 sec): 3 clusters Score: Raw -42384112.417307 + Penalty 6200.590613 = -42377911.826694 nChanged 18 SP:Iteration 170Q (918.680000 sec): 3 clusters Score: Raw -42384113.032474 + Penalty 6200.590613 = -42377912.441861 nChanged 16 SP:Iteration 171Q (920.070000 sec): 3 clusters Score: Raw -42384113.631828 + Penalty 6200.590613 = -42377913.041215 nChanged 22 SP:Iteration 172Q (921.400000 sec): 3 clusters Score: Raw -42384114.683629 + Penalty 6200.590613 = -42377914.093016 nChanged 25 SP:Iteration 173Q (922.940000 sec): 3 clusters Score: Raw -42384115.700656 + Penalty 6200.590613 = -42377915.110043 nChanged 17 SP:Iteration 174Q (924.410000 sec): 3 clusters Score: Raw -42384116.336726 + Penalty 6200.590613 = -42377915.746113 nChanged 18 SP:Iteration 175Q (925.870000 sec): 3 clusters Score: Raw -42384117.356414 + Penalty 6200.590613 = -42377916.765801 nChanged 21 SP:Iteration 176Q (927.170000 sec): 3 clusters Score: Raw -42384118.533877 + Penalty 6200.590613 = -42377917.943264 nChanged 21 SP:Iteration 177Q (928.540000 sec): 3 clusters Score: Raw -42384119.558867 + Penalty 6200.590613 = -42377918.968254 nChanged 21 SP:Iteration 178Q (929.930000 sec): 3 clusters Score: Raw -42384120.463436 + Penalty 6200.590613 = -42377919.872823 nChanged 17 SP:Iteration 179Q (931.220000 sec): 3 clusters Score: Raw -42384121.181115 + Penalty 6200.590613 = -42377920.590502 nChanged 19 SP:Iteration 180F (932.760000 sec): 3 clusters Score: Raw -42384122.056734 + Penalty 6200.590613 = -42377921.466121 nChanged 16 SP:Iteration 181Q (933.980000 sec): 3 clusters Score: Raw -42384122.674134 + Penalty 6200.590613 = -42377922.083521 nChanged 11 SP:Iteration 182Q (935.250000 sec): 3 clusters Score: Raw -42384123.030784 + Penalty 6200.590613 = -42377922.440171 nChanged 7 SP:Iteration 183Q (936.620000 sec): 3 clusters Score: Raw -42384123.251427 + Penalty 6200.590613 = -42377922.660814 nChanged 10 SP:Iteration 184Q (938.050000 sec): 3 clusters Score: Raw -42384123.576893 + Penalty 6200.590613 = -42377922.986280 nChanged 9 SP:Iteration 185Q (939.420000 sec): 3 clusters Score: Raw -42384123.905272 + Penalty 6200.590613 = -42377923.314659 nChanged 6 SP:Iteration 186Q (940.760000 sec): 3 clusters Score: Raw -42384124.130817 + Penalty 6200.590613 = -42377923.540204 nChanged 8 SP:Iteration 187Q (942.140000 sec): 3 clusters Score: Raw -42384124.343382 + Penalty 6200.590613 = -42377923.752769 nChanged 5 SP:Iteration 188Q (943.490000 sec): 3 clusters Score: Raw -42384124.523379 + Penalty 6200.590613 = -42377923.932766 nChanged 7 SP:Iteration 189Q (944.970000 sec): 3 clusters Score: Raw -42384124.724364 + Penalty 6200.590613 = -42377924.133751 nChanged 3 SP:Iteration 190Q (946.340000 sec): 3 clusters Score: Raw -42384124.786356 + Penalty 6200.590613 = -42377924.195743 nChanged 2 SP:Iteration 191Q (947.760000 sec): 3 clusters Score: Raw -42384124.832415 + Penalty 6200.590613 = -42377924.241802 nChanged 2 SP:Iteration 192Q (949.070000 sec): 3 clusters Score: Raw -42384124.885938 + Penalty 6200.590613 = -42377924.295325 nChanged 3 SP:Iteration 193Q (950.420000 sec): 3 clusters Score: Raw -42384124.960788 + Penalty 6200.590613 = -42377924.370175 nChanged 2 SP:Iteration 194Q (951.870000 sec): 3 clusters Score: Raw -42384125.029226 + Penalty 6200.590613 = -42377924.438613 nChanged 1 SP:Iteration 195Q (953.190000 sec): 3 clusters Score: Raw -42384125.083553 + Penalty 6200.590613 = -42377924.492940 nChanged 3 SP:Iteration 196Q (954.620000 sec): 3 clusters Score: Raw -42384125.163541 + Penalty 6200.590613 = -42377924.572928 nChanged 6 SP:Iteration 197Q (956.030000 sec): 3 clusters Score: Raw -42384125.395645 + Penalty 6200.590613 = -42377924.805032 nChanged 7 SP:Iteration 198Q (957.330000 sec): 3 clusters Score: Raw -42384125.601422 + Penalty 6200.590613 = -42377925.010809 nChanged 6 SP:Iteration 199Q (958.630000 sec): 3 clusters Score: Raw -42384125.817849 + Penalty 6200.590613 = -42377925.227236 nChanged 7 SP:Iteration 200F (960.100000 sec): 3 clusters Score: Raw -42384125.960131 + Penalty 6200.590613 = -42377925.369518 nChanged 3 SP:Iteration 201Q (961.480000 sec): 3 clusters Score: Raw -42384126.088472 + Penalty 6200.590613 = -42377925.497859 nChanged 3 SP:Iteration 202Q (962.850000 sec): 3 clusters Score: Raw -42384126.171087 + Penalty 6200.590613 = -42377925.580474 nChanged 5 SP:Iteration 203Q (964.270000 sec): 3 clusters Score: Raw -42384126.272559 + Penalty 6200.590613 = -42377925.681946 nChanged 4 SP:Iteration 204Q (965.660000 sec): 3 clusters Score: Raw -42384126.357519 + Penalty 6200.590613 = -42377925.766906 nChanged 0 SP:Iteration 205F (967.150000 sec): 3 clusters Score: Raw -42384126.357519 + Penalty 6200.590613 = -42377925.766906 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 6.32 GB. Trying to split cluster 15 (9960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (967.430000 sec): 2 clusters Score: Raw -1584817.087780 + Penalty 2283.170423 = -1582533.917357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (967.700000 sec): 3 clusters Score: Raw -1579451.053477 + Penalty 4566.340846 = -1574884.712632 nChanged 4132 SP:Iteration 1F (967.950000 sec): 3 clusters Score: Raw -1581901.707565 + Penalty 4566.340846 = -1577335.366719 nChanged 855 SP:Iteration 2F (968.140000 sec): 3 clusters Score: Raw -1582664.301997 + Penalty 4566.340846 = -1578097.961151 nChanged 865 SP:Iteration 3F (968.400000 sec): 3 clusters Score: Raw -1583595.068505 + Penalty 4566.340846 = -1579028.727659 nChanged 868 SP:Iteration 4F (968.620000 sec): 3 clusters Score: Raw -1584526.545841 + Penalty 4566.340846 = -1579960.204995 nChanged 846 SP:Iteration 5F (968.860000 sec): 3 clusters Score: Raw -1585305.997301 + Penalty 4566.340846 = -1580739.656455 nChanged 678 SP:Iteration 6F (969.100000 sec): 3 clusters Score: Raw -1585863.461054 + Penalty 4566.340846 = -1581297.120208 nChanged 526 SP:Iteration 7F (969.320000 sec): 3 clusters Score: Raw -1586215.974243 + Penalty 4566.340846 = -1581649.633397 nChanged 384 SP:Iteration 8Q (969.600000 sec): 3 clusters Score: Raw -1586443.580330 + Penalty 4566.340846 = -1581877.239484 nChanged 272 SP:Iteration 9Q (969.840000 sec): 3 clusters Score: Raw -1586583.499354 + Penalty 4566.340846 = -1582017.158508 nChanged 209 SP:Iteration 10Q (970.090000 sec): 3 clusters Score: Raw -1586686.664527 + Penalty 4566.340846 = -1582120.323681 nChanged 184 SP:Iteration 11Q (970.330000 sec): 3 clusters Score: Raw -1586768.555771 + Penalty 4566.340846 = -1582202.214925 nChanged 142 SP:Iteration 12Q (970.550000 sec): 3 clusters Score: Raw -1586824.238482 + Penalty 4566.340846 = -1582257.897636 nChanged 115 SP:Iteration 13Q (970.800000 sec): 3 clusters Score: Raw -1586868.545045 + Penalty 4566.340846 = -1582302.204199 nChanged 84 SP:Iteration 14Q (971.040000 sec): 3 clusters Score: Raw -1586897.668952 + Penalty 4566.340846 = -1582331.328106 nChanged 62 SP:Iteration 15Q (971.290000 sec): 3 clusters Score: Raw -1586915.488245 + Penalty 4566.340846 = -1582349.147399 nChanged 44 SP:Iteration 16Q (971.520000 sec): 3 clusters Score: Raw -1586926.805904 + Penalty 4566.340846 = -1582360.465059 nChanged 38 SP:Iteration 17Q (971.720000 sec): 3 clusters Score: Raw -1586937.532760 + Penalty 4566.340846 = -1582371.191914 nChanged 30 SP:Iteration 18Q (971.900000 sec): 3 clusters Score: Raw -1586945.827837 + Penalty 4566.340846 = -1582379.486991 nChanged 25 SP:Iteration 19Q (972.120000 sec): 3 clusters Score: Raw -1586953.219533 + Penalty 4566.340846 = -1582386.878687 nChanged 21 SP:Iteration 20F (972.360000 sec): 3 clusters Score: Raw -1586959.602507 + Penalty 4566.340846 = -1582393.261661 nChanged 20 SP:Iteration 21Q (972.600000 sec): 3 clusters Score: Raw -1586964.552568 + Penalty 4566.340846 = -1582398.211722 nChanged 26 SP:Iteration 22Q (972.820000 sec): 3 clusters Score: Raw -1586972.188118 + Penalty 4566.340846 = -1582405.847272 nChanged 20 SP:Iteration 23Q (973.060000 sec): 3 clusters Score: Raw -1586977.022342 + Penalty 4566.340846 = -1582410.681496 nChanged 15 SP:Iteration 24Q (973.290000 sec): 3 clusters Score: Raw -1586980.480950 + Penalty 4566.340846 = -1582414.140104 nChanged 13 SP:Iteration 25Q (973.510000 sec): 3 clusters Score: Raw -1586983.823318 + Penalty 4566.340846 = -1582417.482472 nChanged 10 SP:Iteration 26Q (973.760000 sec): 3 clusters Score: Raw -1586985.812299 + Penalty 4566.340846 = -1582419.471454 nChanged 7 SP:Iteration 27Q (973.990000 sec): 3 clusters Score: Raw -1586987.811597 + Penalty 4566.340846 = -1582421.470751 nChanged 5 SP:Iteration 28Q (974.250000 sec): 3 clusters Score: Raw -1586989.277328 + Penalty 4566.340846 = -1582422.936482 nChanged 8 SP:Iteration 29Q (974.410000 sec): 3 clusters Score: Raw -1586992.291305 + Penalty 4566.340846 = -1582425.950459 nChanged 6 SP:Iteration 30Q (974.650000 sec): 3 clusters Score: Raw -1586994.107874 + Penalty 4566.340846 = -1582427.767028 nChanged 5 SP:Iteration 31Q (974.890000 sec): 3 clusters Score: Raw -1586995.431690 + Penalty 4566.340846 = -1582429.090844 nChanged 3 SP:Iteration 32Q (975.050000 sec): 3 clusters Score: Raw -1586996.446570 + Penalty 4566.340846 = -1582430.105725 nChanged 5 SP:Iteration 33Q (975.300000 sec): 3 clusters Score: Raw -1586998.132544 + Penalty 4566.340846 = -1582431.791698 nChanged 7 SP:Iteration 34Q (975.520000 sec): 3 clusters Score: Raw -1586999.710624 + Penalty 4566.340846 = -1582433.369779 nChanged 7 SP:Iteration 35Q (975.750000 sec): 3 clusters Score: Raw -1587002.237648 + Penalty 4566.340846 = -1582435.896802 nChanged 7 SP:Iteration 36Q (975.990000 sec): 3 clusters Score: Raw -1587004.471027 + Penalty 4566.340846 = -1582438.130181 nChanged 9 SP:Iteration 37Q (976.190000 sec): 3 clusters Score: Raw -1587007.279378 + Penalty 4566.340846 = -1582440.938532 nChanged 9 SP:Iteration 38Q (976.460000 sec): 3 clusters Score: Raw -1587009.578309 + Penalty 4566.340846 = -1582443.237463 nChanged 5 SP:Iteration 39Q (976.660000 sec): 3 clusters Score: Raw -1587011.238394 + Penalty 4566.340846 = -1582444.897548 nChanged 10 SP:Iteration 40F (976.890000 sec): 3 clusters Score: Raw -1587014.556281 + Penalty 4566.340846 = -1582448.215435 nChanged 7 SP:Iteration 41Q (977.130000 sec): 3 clusters Score: Raw -1587016.145828 + Penalty 4566.340846 = -1582449.804982 nChanged 7 SP:Iteration 42Q (977.370000 sec): 3 clusters Score: Raw -1587017.836133 + Penalty 4566.340846 = -1582451.495288 nChanged 3 SP:Iteration 43Q (977.610000 sec): 3 clusters Score: Raw -1587018.394783 + Penalty 4566.340846 = -1582452.053937 nChanged 1 SP:Iteration 44Q (977.840000 sec): 3 clusters Score: Raw -1587018.606169 + Penalty 4566.340846 = -1582452.265323 nChanged 4 SP:Iteration 45Q (978.060000 sec): 3 clusters Score: Raw -1587019.776630 + Penalty 4566.340846 = -1582453.435784 nChanged 4 SP:Iteration 46Q (978.320000 sec): 3 clusters Score: Raw -1587020.867330 + Penalty 4566.340846 = -1582454.526484 nChanged 3 SP:Iteration 47Q (978.560000 sec): 3 clusters Score: Raw -1587021.921373 + Penalty 4566.340846 = -1582455.580527 nChanged 4 SP:Iteration 48Q (978.830000 sec): 3 clusters Score: Raw -1587023.000413 + Penalty 4566.340846 = -1582456.659567 nChanged 3 SP:Iteration 49Q (979.070000 sec): 3 clusters Score: Raw -1587023.976437 + Penalty 4566.340846 = -1582457.635591 nChanged 5 SP:Iteration 50Q (979.320000 sec): 3 clusters Score: Raw -1587025.665405 + Penalty 4566.340846 = -1582459.324559 nChanged 7 SP:Iteration 51Q (979.520000 sec): 3 clusters Score: Raw -1587027.599430 + Penalty 4566.340846 = -1582461.258584 nChanged 2 SP:Iteration 52Q (979.790000 sec): 3 clusters Score: Raw -1587028.151410 + Penalty 4566.340846 = -1582461.810564 nChanged 2 SP:Iteration 53Q (980.060000 sec): 3 clusters Score: Raw -1587028.815816 + Penalty 4566.340846 = -1582462.474970 nChanged 3 SP:Iteration 54Q (980.320000 sec): 3 clusters Score: Raw -1587029.260285 + Penalty 4566.340846 = -1582462.919439 nChanged 2 SP:Iteration 55Q (980.550000 sec): 3 clusters Score: Raw -1587029.595399 + Penalty 4566.340846 = -1582463.254553 nChanged 2 SP:Iteration 56Q (980.810000 sec): 3 clusters Score: Raw -1587029.975248 + Penalty 4566.340846 = -1582463.634403 nChanged 1 SP:Iteration 57Q (981.050000 sec): 3 clusters Score: Raw -1587030.254225 + Penalty 4566.340846 = -1582463.913379 nChanged 2 SP:Iteration 58Q (981.290000 sec): 3 clusters Score: Raw -1587030.628119 + Penalty 4566.340846 = -1582464.287273 nChanged 3 SP:Iteration 59Q (981.550000 sec): 3 clusters Score: Raw -1587031.831589 + Penalty 4566.340846 = -1582465.490743 nChanged 5 SP:Iteration 60F (981.770000 sec): 3 clusters Score: Raw -1587032.953118 + Penalty 4566.340846 = -1582466.612272 nChanged 5 SP:Iteration 61Q (982.010000 sec): 3 clusters Score: Raw -1587034.021288 + Penalty 4566.340846 = -1582467.680443 nChanged 3 SP:Iteration 62Q (982.290000 sec): 3 clusters Score: Raw -1587035.245878 + Penalty 4566.340846 = -1582468.905032 nChanged 5 SP:Iteration 63Q (982.500000 sec): 3 clusters Score: Raw -1587036.706859 + Penalty 4566.340846 = -1582470.366014 nChanged 2 SP:Iteration 64Q (982.770000 sec): 3 clusters Score: Raw -1587037.320619 + Penalty 4566.340846 = -1582470.979773 nChanged 3 SP:Iteration 65Q (982.990000 sec): 3 clusters Score: Raw -1587038.167903 + Penalty 4566.340846 = -1582471.827057 nChanged 1 SP:Iteration 66Q (983.210000 sec): 3 clusters Score: Raw -1587038.374709 + Penalty 4566.340846 = -1582472.033863 nChanged 2 SP:Iteration 67Q (983.460000 sec): 3 clusters Score: Raw -1587038.992360 + Penalty 4566.340846 = -1582472.651514 nChanged 2 SP:Iteration 68Q (983.680000 sec): 3 clusters Score: Raw -1587039.377691 + Penalty 4566.340846 = -1582473.036845 nChanged 1 SP:Iteration 69Q (983.920000 sec): 3 clusters Score: Raw -1587039.556522 + Penalty 4566.340846 = -1582473.215676 nChanged 2 SP:Iteration 70Q (984.160000 sec): 3 clusters Score: Raw -1587039.882542 + Penalty 4566.340846 = -1582473.541697 nChanged 2 SP:Iteration 71Q (984.430000 sec): 3 clusters Score: Raw -1587040.217982 + Penalty 4566.340846 = -1582473.877136 nChanged 1 SP:Iteration 72Q (984.700000 sec): 3 clusters Score: Raw -1587040.466940 + Penalty 4566.340846 = -1582474.126094 nChanged 0 SP:Iteration 73F (984.950000 sec): 3 clusters Score: Raw -1587040.466940 + Penalty 4566.340846 = -1582474.126094 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (985.050000 sec): 2 clusters Score: Raw -147476.548555 + Penalty 1709.878170 = -145766.670385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (985.250000 sec): 3 clusters Score: Raw -147395.325816 + Penalty 3419.756340 = -143975.569476 nChanged 269 SP:Iteration 1F (985.430000 sec): 3 clusters Score: Raw -148094.345688 + Penalty 3419.756340 = -144674.589348 nChanged 150 SP:Iteration 2F (985.610000 sec): 3 clusters Score: Raw -148881.711824 + Penalty 3419.756340 = -145461.955485 nChanged 102 SP:Iteration 3F (985.810000 sec): 3 clusters Score: Raw -149687.606907 + Penalty 3419.756340 = -146267.850567 nChanged 89 SP:Iteration 4F (985.900000 sec): 3 clusters Score: Raw -150897.387636 + Penalty 3419.756340 = -147477.631296 nChanged 108 SP:Iteration 5F (986.060000 sec): 3 clusters Score: Raw -153069.184439 + Penalty 3419.756340 = -149649.428099 nChanged 54 SP:Iteration 6F (986.260000 sec): 3 clusters Score: Raw -154491.751312 + Penalty 3419.756340 = -151071.994972 nChanged 4 SP:Iteration 7Q (986.420000 sec): 3 clusters Score: Raw -154566.125993 + Penalty 3419.756340 = -151146.369654 nChanged 1 SP:Iteration 8Q (986.600000 sec): 3 clusters Score: Raw -154605.162843 + Penalty 3419.756340 = -151185.406503 nChanged 0 SP:Iteration 9F (986.710000 sec): 3 clusters Score: Raw -154605.162843 + Penalty 3419.756340 = -151185.406503 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 6.32 GB. Trying to split cluster 17 (11468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (986.880000 sec): 2 clusters Score: Raw -1762548.037266 + Penalty 2318.134325 = -1760229.902941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (987.140000 sec): 3 clusters Score: Raw -1756293.987450 + Penalty 4636.268650 = -1751657.718800 nChanged 4856 SP:Iteration 1F (987.380000 sec): 3 clusters Score: Raw -1759361.779826 + Penalty 4636.268650 = -1754725.511176 nChanged 958 SP:Iteration 2F (987.630000 sec): 3 clusters Score: Raw -1760274.554659 + Penalty 4636.268650 = -1755638.286009 nChanged 905 SP:Iteration 3F (987.880000 sec): 3 clusters Score: Raw -1761056.359386 + Penalty 4636.268650 = -1756420.090736 nChanged 909 SP:Iteration 4F (988.090000 sec): 3 clusters Score: Raw -1761962.744124 + Penalty 4636.268650 = -1757326.475474 nChanged 1022 SP:Iteration 5F (988.350000 sec): 3 clusters Score: Raw -1763129.218042 + Penalty 4636.268650 = -1758492.949391 nChanged 881 SP:Iteration 6F (988.580000 sec): 3 clusters Score: Raw -1764069.604164 + Penalty 4636.268650 = -1759433.335514 nChanged 727 SP:Iteration 7F (988.840000 sec): 3 clusters Score: Raw -1764737.485700 + Penalty 4636.268650 = -1760101.217050 nChanged 528 SP:Iteration 8Q (989.040000 sec): 3 clusters Score: Raw -1765164.037439 + Penalty 4636.268650 = -1760527.768789 nChanged 433 SP:Iteration 9Q (989.280000 sec): 3 clusters Score: Raw -1765449.702475 + Penalty 4636.268650 = -1760813.433825 nChanged 328 SP:Iteration 10Q (989.560000 sec): 3 clusters Score: Raw -1765629.436172 + Penalty 4636.268650 = -1760993.167522 nChanged 264 SP:Iteration 11Q (989.770000 sec): 3 clusters Score: Raw -1765752.054468 + Penalty 4636.268650 = -1761115.785818 nChanged 193 SP:Iteration 12Q (990.020000 sec): 3 clusters Score: Raw -1765840.165752 + Penalty 4636.268650 = -1761203.897102 nChanged 177 SP:Iteration 13Q (990.270000 sec): 3 clusters Score: Raw -1765930.699411 + Penalty 4636.268650 = -1761294.430761 nChanged 177 SP:Iteration 14Q (990.510000 sec): 3 clusters Score: Raw -1766022.933335 + Penalty 4636.268650 = -1761386.664685 nChanged 187 SP:Iteration 15Q (990.760000 sec): 3 clusters Score: Raw -1766118.522388 + Penalty 4636.268650 = -1761482.253738 nChanged 196 SP:Iteration 16Q (990.960000 sec): 3 clusters Score: Raw -1766230.575000 + Penalty 4636.268650 = -1761594.306349 nChanged 207 SP:Iteration 17Q (991.270000 sec): 3 clusters Score: Raw -1766360.018117 + Penalty 4636.268650 = -1761723.749467 nChanged 203 SP:Iteration 18Q (991.520000 sec): 3 clusters Score: Raw -1766496.995312 + Penalty 4636.268650 = -1761860.726662 nChanged 203 SP:Iteration 19Q (991.760000 sec): 3 clusters Score: Raw -1766630.069413 + Penalty 4636.268650 = -1761993.800763 nChanged 202 SP:Iteration 20F (992.060000 sec): 3 clusters Score: Raw -1766768.493050 + Penalty 4636.268650 = -1762132.224400 nChanged 201 SP:Iteration 21Q (992.310000 sec): 3 clusters Score: Raw -1766900.162038 + Penalty 4636.268650 = -1762263.893387 nChanged 182 SP:Iteration 22Q (992.550000 sec): 3 clusters Score: Raw -1767017.254491 + Penalty 4636.268650 = -1762380.985841 nChanged 167 SP:Iteration 23Q (992.750000 sec): 3 clusters Score: Raw -1767108.030859 + Penalty 4636.268650 = -1762471.762209 nChanged 161 SP:Iteration 24Q (993.010000 sec): 3 clusters Score: Raw -1767187.415861 + Penalty 4636.268650 = -1762551.147211 nChanged 129 SP:Iteration 25Q (993.260000 sec): 3 clusters Score: Raw -1767240.031741 + Penalty 4636.268650 = -1762603.763091 nChanged 88 SP:Iteration 26Q (993.510000 sec): 3 clusters Score: Raw -1767270.187323 + Penalty 4636.268650 = -1762633.918673 nChanged 88 SP:Iteration 27Q (993.770000 sec): 3 clusters Score: Raw -1767302.176555 + Penalty 4636.268650 = -1762665.907905 nChanged 77 SP:Iteration 28Q (994.020000 sec): 3 clusters Score: Raw -1767327.134054 + Penalty 4636.268650 = -1762690.865404 nChanged 72 SP:Iteration 29Q (994.220000 sec): 3 clusters Score: Raw -1767351.521890 + Penalty 4636.268650 = -1762715.253240 nChanged 64 SP:Iteration 30Q (994.470000 sec): 3 clusters Score: Raw -1767370.566405 + Penalty 4636.268650 = -1762734.297755 nChanged 43 SP:Iteration 31Q (994.720000 sec): 3 clusters Score: Raw -1767382.269767 + Penalty 4636.268650 = -1762746.001117 nChanged 32 SP:Iteration 32Q (995.020000 sec): 3 clusters Score: Raw -1767388.769891 + Penalty 4636.268650 = -1762752.501241 nChanged 19 SP:Iteration 33Q (995.220000 sec): 3 clusters Score: Raw -1767391.892224 + Penalty 4636.268650 = -1762755.623574 nChanged 17 SP:Iteration 34Q (995.480000 sec): 3 clusters Score: Raw -1767395.255835 + Penalty 4636.268650 = -1762758.987185 nChanged 19 SP:Iteration 35Q (995.710000 sec): 3 clusters Score: Raw -1767398.906149 + Penalty 4636.268650 = -1762762.637498 nChanged 15 SP:Iteration 36Q (995.960000 sec): 3 clusters Score: Raw -1767401.774858 + Penalty 4636.268650 = -1762765.506208 nChanged 11 SP:Iteration 37Q (996.160000 sec): 3 clusters Score: Raw -1767404.347563 + Penalty 4636.268650 = -1762768.078913 nChanged 8 SP:Iteration 38Q (996.410000 sec): 3 clusters Score: Raw -1767406.806733 + Penalty 4636.268650 = -1762770.538083 nChanged 13 SP:Iteration 39Q (996.650000 sec): 3 clusters Score: Raw -1767409.171172 + Penalty 4636.268650 = -1762772.902522 nChanged 8 SP:Iteration 40F (996.930000 sec): 3 clusters Score: Raw -1767410.696409 + Penalty 4636.268650 = -1762774.427759 nChanged 8 SP:Iteration 41Q (997.170000 sec): 3 clusters Score: Raw -1767412.165713 + Penalty 4636.268650 = -1762775.897063 nChanged 5 SP:Iteration 42Q (997.430000 sec): 3 clusters Score: Raw -1767413.118346 + Penalty 4636.268650 = -1762776.849696 nChanged 3 SP:Iteration 43Q (997.670000 sec): 3 clusters Score: Raw -1767413.500360 + Penalty 4636.268650 = -1762777.231710 nChanged 3 SP:Iteration 44Q (997.940000 sec): 3 clusters Score: Raw -1767413.802962 + Penalty 4636.268650 = -1762777.534312 nChanged 0 SP:Iteration 45F (998.170000 sec): 3 clusters Score: Raw -1767413.802962 + Penalty 4636.268650 = -1762777.534312 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 6.32 GB. Trying to split cluster 18 (109331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (998.830000 sec): 2 clusters Score: Raw -17548059.445703 + Penalty 2877.329544 = -17545182.116159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (999.530000 sec): 3 clusters Score: Raw -17477678.779852 + Penalty 5754.659087 = -17471924.120765 nChanged 51837 SP:Iteration 1F (1000.270000 sec): 3 clusters Score: Raw -17507985.372446 + Penalty 5754.659087 = -17502230.713359 nChanged 4171 SP:Iteration 2Q (1001.000000 sec): 3 clusters Score: Raw -17509270.514030 + Penalty 5754.659087 = -17503515.854942 nChanged 4731 SP:Iteration 3Q (1001.770000 sec): 3 clusters Score: Raw -17511129.197625 + Penalty 5754.659087 = -17505374.538538 nChanged 5786 SP:Iteration 4F (1002.580000 sec): 3 clusters Score: Raw -17514052.998949 + Penalty 5754.659087 = -17508298.339862 nChanged 7134 SP:Iteration 5F (1003.370000 sec): 3 clusters Score: Raw -17518666.472211 + Penalty 5754.659087 = -17512911.813123 nChanged 8514 SP:Iteration 6F (1004.160000 sec): 3 clusters Score: Raw -17525898.067542 + Penalty 5754.659087 = -17520143.408455 nChanged 9541 SP:Iteration 7F (1004.910000 sec): 3 clusters Score: Raw -17538748.381413 + Penalty 5754.659087 = -17532993.722326 nChanged 10581 SP:Iteration 8F (1005.650000 sec): 3 clusters Score: Raw -17564998.180925 + Penalty 5754.659087 = -17559243.521838 nChanged 8279 SP:Iteration 9F (1006.420000 sec): 3 clusters Score: Raw -17582759.871513 + Penalty 5754.659087 = -17577005.212425 nChanged 4792 SP:Iteration 10Q (1007.280000 sec): 3 clusters Score: Raw -17589300.922904 + Penalty 5754.659087 = -17583546.263817 nChanged 2234 SP:Iteration 11Q (1008.050000 sec): 3 clusters Score: Raw -17592234.087594 + Penalty 5754.659087 = -17586479.428507 nChanged 1429 SP:Iteration 12Q (1008.780000 sec): 3 clusters Score: Raw -17593953.473240 + Penalty 5754.659087 = -17588198.814153 nChanged 1021 SP:Iteration 13Q (1009.430000 sec): 3 clusters Score: Raw -17595143.516793 + Penalty 5754.659087 = -17589388.857706 nChanged 733 SP:Iteration 14Q (1010.030000 sec): 3 clusters Score: Raw -17595873.385378 + Penalty 5754.659087 = -17590118.726291 nChanged 512 SP:Iteration 15Q (1010.680000 sec): 3 clusters Score: Raw -17596262.302387 + Penalty 5754.659087 = -17590507.643299 nChanged 357 SP:Iteration 16Q (1011.350000 sec): 3 clusters Score: Raw -17596436.464479 + Penalty 5754.659087 = -17590681.805391 nChanged 218 SP:Iteration 17Q (1012.020000 sec): 3 clusters Score: Raw -17596502.376400 + Penalty 5754.659087 = -17590747.717312 nChanged 141 SP:Iteration 18Q (1012.660000 sec): 3 clusters Score: Raw -17596533.824072 + Penalty 5754.659087 = -17590779.164984 nChanged 119 SP:Iteration 19Q (1013.290000 sec): 3 clusters Score: Raw -17596555.499199 + Penalty 5754.659087 = -17590800.840111 nChanged 88 SP:Iteration 20F (1014.070000 sec): 3 clusters Score: Raw -17596569.031994 + Penalty 5754.659087 = -17590814.372906 nChanged 71 SP:Iteration 21Q (1014.710000 sec): 3 clusters Score: Raw -17596577.561187 + Penalty 5754.659087 = -17590822.902100 nChanged 46 SP:Iteration 22Q (1015.420000 sec): 3 clusters Score: Raw -17596581.305450 + Penalty 5754.659087 = -17590826.646363 nChanged 30 SP:Iteration 23Q (1016.050000 sec): 3 clusters Score: Raw -17596583.024254 + Penalty 5754.659087 = -17590828.365167 nChanged 16 SP:Iteration 24Q (1016.720000 sec): 3 clusters Score: Raw -17596583.751422 + Penalty 5754.659087 = -17590829.092335 nChanged 10 SP:Iteration 25Q (1017.370000 sec): 3 clusters Score: Raw -17596584.139996 + Penalty 5754.659087 = -17590829.480908 nChanged 7 SP:Iteration 26Q (1018.040000 sec): 3 clusters Score: Raw -17596584.313290 + Penalty 5754.659087 = -17590829.654203 nChanged 2 SP:Iteration 27Q (1018.730000 sec): 3 clusters Score: Raw -17596584.358113 + Penalty 5754.659087 = -17590829.699025 nChanged 1 SP:Iteration 28Q (1019.380000 sec): 3 clusters Score: Raw -17596584.368497 + Penalty 5754.659087 = -17590829.709410 nChanged 0 SP:Iteration 29F (1020.140000 sec): 3 clusters Score: Raw -17596584.368497 + Penalty 5754.659087 = -17590829.709410 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 6.32 GB. Trying to split cluster 19 (25472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.410000 sec): 2 clusters Score: Raw -3903890.370843 + Penalty 2516.043102 = -3901374.327741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.720000 sec): 3 clusters Score: Raw -3888790.653553 + Penalty 5032.086204 = -3883758.567349 nChanged 11381 SP:Iteration 1F (1020.980000 sec): 3 clusters Score: Raw -3895261.270975 + Penalty 5032.086204 = -3890229.184771 nChanged 1573 SP:Iteration 2F (1021.290000 sec): 3 clusters Score: Raw -3896313.915125 + Penalty 5032.086204 = -3891281.828921 nChanged 1633 SP:Iteration 3F (1021.590000 sec): 3 clusters Score: Raw -3897673.222043 + Penalty 5032.086204 = -3892641.135839 nChanged 1951 SP:Iteration 4F (1021.900000 sec): 3 clusters Score: Raw -3899844.143579 + Penalty 5032.086204 = -3894812.057375 nChanged 2606 SP:Iteration 5F (1022.200000 sec): 3 clusters Score: Raw -3903876.186805 + Penalty 5032.086204 = -3898844.100601 nChanged 3174 SP:Iteration 6F (1022.530000 sec): 3 clusters Score: Raw -3909381.746919 + Penalty 5032.086204 = -3904349.660715 nChanged 2544 SP:Iteration 7F (1022.870000 sec): 3 clusters Score: Raw -3913389.657391 + Penalty 5032.086204 = -3908357.571187 nChanged 1172 SP:Iteration 8Q (1023.220000 sec): 3 clusters Score: Raw -3915228.071028 + Penalty 5032.086204 = -3910195.984824 nChanged 449 SP:Iteration 9Q (1023.540000 sec): 3 clusters Score: Raw -3915809.031173 + Penalty 5032.086204 = -3910776.944969 nChanged 208 SP:Iteration 10Q (1023.810000 sec): 3 clusters Score: Raw -3915917.622216 + Penalty 5032.086204 = -3910885.536012 nChanged 118 SP:Iteration 11Q (1024.120000 sec): 3 clusters Score: Raw -3915948.760290 + Penalty 5032.086204 = -3910916.674086 nChanged 53 SP:Iteration 12Q (1024.410000 sec): 3 clusters Score: Raw -3915959.761611 + Penalty 5032.086204 = -3910927.675407 nChanged 32 SP:Iteration 13Q (1024.700000 sec): 3 clusters Score: Raw -3915966.681990 + Penalty 5032.086204 = -3910934.595786 nChanged 19 SP:Iteration 14Q (1024.980000 sec): 3 clusters Score: Raw -3915969.689069 + Penalty 5032.086204 = -3910937.602865 nChanged 13 SP:Iteration 15Q (1025.270000 sec): 3 clusters Score: Raw -3915971.762518 + Penalty 5032.086204 = -3910939.676314 nChanged 2 SP:Iteration 16Q (1025.600000 sec): 3 clusters Score: Raw -3915972.282491 + Penalty 5032.086204 = -3910940.196287 nChanged 3 SP:Iteration 17Q (1025.870000 sec): 3 clusters Score: Raw -3915972.578991 + Penalty 5032.086204 = -3910940.492787 nChanged 1 SP:Iteration 18Q (1026.170000 sec): 3 clusters Score: Raw -3915972.657008 + Penalty 5032.086204 = -3910940.570804 nChanged 0 SP:Iteration 19F (1026.460000 sec): 3 clusters Score: Raw -3915972.657008 + Penalty 5032.086204 = -3910940.570804 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Iteration 20F (1073.550000 sec): 31 clusters Score: Raw -119971129.792835 + Penalty 100904.686817 = -119870225.106018 nChanged 24152 Iteration 21Q (1095.020000 sec): 31 clusters Score: Raw -119986326.815629 + Penalty 100904.686817 = -119885422.128812 nChanged 13221 Iteration 22Q (1115.520000 sec): 31 clusters Score: Raw -119993854.632725 + Penalty 100904.686817 = -119892949.945908 nChanged 10229 Iteration 23Q (1137.150000 sec): 31 clusters Score: Raw -119998382.851739 + Penalty 100904.686817 = -119897478.164922 nChanged 8569 Iteration 24Q (1156.450000 sec): 31 clusters Score: Raw -120001481.479695 + Penalty 100904.686817 = -119900576.792878 nChanged 7291 Iteration 25Q (1174.340000 sec): 31 clusters Score: Raw -120003739.542130 + Penalty 100904.686817 = -119902834.855312 nChanged 6184 Iteration 26Q (1191.670000 sec): 31 clusters Score: Raw -120005390.038245 + Penalty 100904.686817 = -119904485.351428 nChanged 5435 Iteration 27Q (1213.120000 sec): 31 clusters Score: Raw -120006719.225174 + Penalty 100904.686817 = -119905814.538357 nChanged 4933 Iteration 28Q (1235.230000 sec): 31 clusters Score: Raw -120007856.168049 + Penalty 100904.686817 = -119906951.481232 nChanged 4510 Iteration 29Q (1256.340000 sec): 31 clusters Score: Raw -120008814.683201 + Penalty 100904.686817 = -119907909.996384 nChanged 4095 Iteration 30Q (1278.630000 sec): 31 clusters Score: Raw -120009731.229786 + Penalty 100904.686817 = -119908826.542968 nChanged 3712 Iteration 31Q (1298.670000 sec): 31 clusters Score: Raw -120010688.113535 + Penalty 100904.686817 = -119909783.426718 nChanged 3451 Iteration 32Q (1321.740000 sec): 31 clusters Score: Raw -120011572.229939 + Penalty 100904.686817 = -119910667.543122 nChanged 3193 Iteration 33Q (1343.110000 sec): 31 clusters Score: Raw -120012075.196866 + Penalty 100904.686817 = -119911170.510049 nChanged 2908 Iteration 34Q (1365.820000 sec): 31 clusters Score: Raw -120012503.961572 + Penalty 100904.686817 = -119911599.274755 nChanged 2722 Iteration 35Q (1389.660000 sec): 31 clusters Score: Raw -120012898.915131 + Penalty 100904.686817 = -119911994.228314 nChanged 2569 Iteration 36Q (1416.620000 sec): 31 clusters Score: Raw -120013283.194152 + Penalty 100904.686817 = -119912378.507335 nChanged 2476 Iteration 37Q (1443.730000 sec): 31 clusters Score: Raw -120013709.964396 + Penalty 100904.686817 = -119912805.277578 nChanged 2424 Iteration 38Q (1471.340000 sec): 31 clusters Score: Raw -120014253.028926 + Penalty 100904.686817 = -119913348.342108 nChanged 2534 Iteration 39Q (1496.680000 sec): 31 clusters Score: Raw -120015107.448605 + Penalty 100904.686817 = -119914202.761788 nChanged 2743 Iteration 40F (1548.540000 sec): 31 clusters Score: Raw -120018213.586769 + Penalty 100904.686817 = -119917308.899952 nChanged 3168 Iteration 41Q (1571.250000 sec): 31 clusters Score: Raw -120021746.159419 + Penalty 100904.686817 = -119920841.472601 nChanged 3458 Iteration 42Q (1594.750000 sec): 31 clusters Score: Raw -120023717.315531 + Penalty 100904.686817 = -119922812.628714 nChanged 3256 Iteration 43Q (1618.720000 sec): 31 clusters Score: Raw -120025007.256556 + Penalty 100904.686817 = -119924102.569739 nChanged 2997 Iteration 44Q (1641.460000 sec): 31 clusters Score: Raw -120025910.300662 + Penalty 100904.686817 = -119925005.613844 nChanged 2874 Iteration 45Q (1667.560000 sec): 31 clusters Score: Raw -120026649.713746 + Penalty 100904.686817 = -119925745.026928 nChanged 2685 Iteration 46Q (1692.580000 sec): 31 clusters Score: Raw -120027278.214654 + Penalty 100904.686817 = -119926373.527837 nChanged 2588 Iteration 47Q (1714.090000 sec): 31 clusters Score: Raw -120027862.334979 + Penalty 100904.686817 = -119926957.648162 nChanged 2516 Iteration 48Q (1737.280000 sec): 31 clusters Score: Raw -120028399.665052 + Penalty 100904.686817 = -119927494.978235 nChanged 2410 Iteration 49Q (1760.950000 sec): 31 clusters Score: Raw -120028895.465104 + Penalty 100904.686817 = -119927990.778286 nChanged 2390 Iteration 50Q (1784.210000 sec): 31 clusters Score: Raw -120029345.517820 + Penalty 100904.686817 = -119928440.831003 nChanged 2258 Iteration 51Q (1807.610000 sec): 31 clusters Score: Raw -120029719.185597 + Penalty 100904.686817 = -119928814.498780 nChanged 2094 Iteration 52Q (1830.420000 sec): 31 clusters Score: Raw -120030047.370440 + Penalty 100904.686817 = -119929142.683623 nChanged 1911 Iteration 53Q (1852.010000 sec): 31 clusters Score: Raw -120030337.929741 + Penalty 100904.686817 = -119929433.242924 nChanged 1754 Iteration 54Q (1876.600000 sec): 31 clusters Score: Raw -120030598.596742 + Penalty 100904.686817 = -119929693.909924 nChanged 1589 Iteration 55Q (1899.210000 sec): 31 clusters Score: Raw -120030816.086893 + Penalty 100904.686817 = -119929911.400076 nChanged 1446 Iteration 56Q (1919.670000 sec): 31 clusters Score: Raw -120031026.264771 + Penalty 100904.686817 = -119930121.577954 nChanged 1327 Iteration 57Q (1940.820000 sec): 31 clusters Score: Raw -120031218.280600 + Penalty 100904.686817 = -119930313.593783 nChanged 1296 Iteration 58Q (1963.030000 sec): 31 clusters Score: Raw -120031386.586952 + Penalty 100904.686817 = -119930481.900134 nChanged 1165 Writing temp clu file Because OldScore, -119930313.593783, is greater than current (better) Score,-119930481.900134 Compute initial score before splitting: Score: Raw -120031386.586952 + Penalty 100904.686817 = -119930481.900134 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (258415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1964.490000 sec): 2 clusters Score: Raw -40799848.685391 + Penalty 3090.655880 = -40796758.029510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1965.970000 sec): 3 clusters Score: Raw -40629039.282150 + Penalty 6181.311761 = -40622857.970389 nChanged 124940 SP:Iteration 1F (1967.510000 sec): 3 clusters Score: Raw -40703882.104801 + Penalty 6181.311761 = -40697700.793040 nChanged 8154 SP:Iteration 2Q (1969.190000 sec): 3 clusters Score: Raw -40706134.276358 + Penalty 6181.311761 = -40699952.964597 nChanged 10572 SP:Iteration 3Q (1970.740000 sec): 3 clusters Score: Raw -40710151.430787 + Penalty 6181.311761 = -40703970.119026 nChanged 14558 SP:Iteration 4F (1972.200000 sec): 3 clusters Score: Raw -40717927.350035 + Penalty 6181.311761 = -40711746.038274 nChanged 19907 SP:Iteration 5F (1973.800000 sec): 3 clusters Score: Raw -40732273.059491 + Penalty 6181.311761 = -40726091.747730 nChanged 23813 SP:Iteration 6F (1975.310000 sec): 3 clusters Score: Raw -40753827.900377 + Penalty 6181.311761 = -40747646.588616 nChanged 22629 SP:Iteration 7F (1976.790000 sec): 3 clusters Score: Raw -40776631.744656 + Penalty 6181.311761 = -40770450.432895 nChanged 14739 SP:Iteration 8F (1978.350000 sec): 3 clusters Score: Raw -40791323.934396 + Penalty 6181.311761 = -40785142.622635 nChanged 6432 SP:Iteration 9Q (1979.770000 sec): 3 clusters Score: Raw -40797241.187625 + Penalty 6181.311761 = -40791059.875864 nChanged 2233 SP:Iteration 10Q (1981.040000 sec): 3 clusters Score: Raw -40799202.990169 + Penalty 6181.311761 = -40793021.678408 nChanged 685 SP:Iteration 11Q (1982.290000 sec): 3 clusters Score: Raw -40799787.560302 + Penalty 6181.311761 = -40793606.248541 nChanged 217 SP:Iteration 12Q (1983.500000 sec): 3 clusters Score: Raw -40799982.857688 + Penalty 6181.311761 = -40793801.545927 nChanged 100 SP:Iteration 13Q (1984.770000 sec): 3 clusters Score: Raw -40800083.143373 + Penalty 6181.311761 = -40793901.831612 nChanged 48 SP:Iteration 14Q (1985.950000 sec): 3 clusters Score: Raw -40800141.908839 + Penalty 6181.311761 = -40793960.597078 nChanged 23 SP:Iteration 15Q (1987.220000 sec): 3 clusters Score: Raw -40800168.894366 + Penalty 6181.311761 = -40793987.582605 nChanged 21 SP:Iteration 16Q (1988.530000 sec): 3 clusters Score: Raw -40800195.221442 + Penalty 6181.311761 = -40794013.909681 nChanged 17 SP:Iteration 17Q (1989.840000 sec): 3 clusters Score: Raw -40800213.545697 + Penalty 6181.311761 = -40794032.233936 nChanged 9 SP:Iteration 18Q (1990.960000 sec): 3 clusters Score: Raw -40800224.247846 + Penalty 6181.311761 = -40794042.936085 nChanged 9 SP:Iteration 19Q (1992.190000 sec): 3 clusters Score: Raw -40800235.746458 + Penalty 6181.311761 = -40794054.434697 nChanged 9 SP:Iteration 20F (1993.670000 sec): 3 clusters Score: Raw -40800245.195198 + Penalty 6181.311761 = -40794063.883437 nChanged 5 SP:Iteration 21Q (1994.910000 sec): 3 clusters Score: Raw -40800249.038225 + Penalty 6181.311761 = -40794067.726464 nChanged 6 SP:Iteration 22Q (1996.200000 sec): 3 clusters Score: Raw -40800257.949932 + Penalty 6181.311761 = -40794076.638171 nChanged 7 SP:Iteration 23Q (1997.360000 sec): 3 clusters Score: Raw -40800265.089507 + Penalty 6181.311761 = -40794083.777746 nChanged 4 SP:Iteration 24Q (1998.540000 sec): 3 clusters Score: Raw -40800270.567157 + Penalty 6181.311761 = -40794089.255396 nChanged 3 SP:Iteration 25Q (1999.770000 sec): 3 clusters Score: Raw -40800274.502577 + Penalty 6181.311761 = -40794093.190816 nChanged 5 SP:Iteration 26Q (2000.990000 sec): 3 clusters Score: Raw -40800279.638015 + Penalty 6181.311761 = -40794098.326254 nChanged 3 SP:Iteration 27Q (2002.300000 sec): 3 clusters Score: Raw -40800282.287199 + Penalty 6181.311761 = -40794100.975438 nChanged 2 SP:Iteration 28Q (2003.590000 sec): 3 clusters Score: Raw -40800284.188037 + Penalty 6181.311761 = -40794102.876276 nChanged 1 SP:Iteration 29Q (2004.820000 sec): 3 clusters Score: Raw -40800285.029919 + Penalty 6181.311761 = -40794103.718158 nChanged 1 SP:Iteration 30Q (2006.050000 sec): 3 clusters Score: Raw -40800286.794393 + Penalty 6181.311761 = -40794105.482632 nChanged 1 SP:Iteration 31Q (2007.340000 sec): 3 clusters Score: Raw -40800287.237374 + Penalty 6181.311761 = -40794105.925613 nChanged 0 SP:Iteration 32F (2008.760000 sec): 3 clusters Score: Raw -40800287.237374 + Penalty 6181.311761 = -40794105.925613 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.020000 sec): 2 clusters Score: Raw -1900749.819267 + Penalty 2340.118292 = -1898409.700975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.320000 sec): 3 clusters Score: Raw -1893835.357324 + Penalty 4680.236583 = -1889155.120740 nChanged 5348 SP:Iteration 1F (2009.620000 sec): 3 clusters Score: Raw -1896832.283631 + Penalty 4680.236583 = -1892152.047048 nChanged 878 SP:Iteration 2F (2009.830000 sec): 3 clusters Score: Raw -1897455.397320 + Penalty 4680.236583 = -1892775.160737 nChanged 875 SP:Iteration 3F (2010.080000 sec): 3 clusters Score: Raw -1898314.313944 + Penalty 4680.236583 = -1893634.077360 nChanged 995 SP:Iteration 4F (2010.340000 sec): 3 clusters Score: Raw -1899504.394516 + Penalty 4680.236583 = -1894824.157933 nChanged 1021 SP:Iteration 5F (2010.600000 sec): 3 clusters Score: Raw -1900641.980000 + Penalty 4680.236583 = -1895961.743416 nChanged 899 SP:Iteration 6F (2010.860000 sec): 3 clusters Score: Raw -1901443.281587 + Penalty 4680.236583 = -1896763.045004 nChanged 719 SP:Iteration 7F (2011.140000 sec): 3 clusters Score: Raw -1901998.435749 + Penalty 4680.236583 = -1897318.199166 nChanged 473 SP:Iteration 8Q (2011.350000 sec): 3 clusters Score: Raw -1902249.491810 + Penalty 4680.236583 = -1897569.255227 nChanged 308 SP:Iteration 9Q (2011.630000 sec): 3 clusters Score: Raw -1902373.560868 + Penalty 4680.236583 = -1897693.324285 nChanged 188 SP:Iteration 10Q (2011.890000 sec): 3 clusters Score: Raw -1902428.454255 + Penalty 4680.236583 = -1897748.217672 nChanged 120 SP:Iteration 11Q (2012.130000 sec): 3 clusters Score: Raw -1902456.148275 + Penalty 4680.236583 = -1897775.911692 nChanged 83 SP:Iteration 12Q (2012.450000 sec): 3 clusters Score: Raw -1902473.791360 + Penalty 4680.236583 = -1897793.554777 nChanged 63 SP:Iteration 13Q (2012.670000 sec): 3 clusters Score: Raw -1902484.287385 + Penalty 4680.236583 = -1897804.050802 nChanged 44 SP:Iteration 14Q (2012.960000 sec): 3 clusters Score: Raw -1902492.025529 + Penalty 4680.236583 = -1897811.788945 nChanged 34 SP:Iteration 15Q (2013.180000 sec): 3 clusters Score: Raw -1902496.945802 + Penalty 4680.236583 = -1897816.709219 nChanged 27 SP:Iteration 16Q (2013.380000 sec): 3 clusters Score: Raw -1902500.153300 + Penalty 4680.236583 = -1897819.916717 nChanged 13 SP:Iteration 17Q (2013.670000 sec): 3 clusters Score: Raw -1902501.758388 + Penalty 4680.236583 = -1897821.521804 nChanged 8 SP:Iteration 18Q (2013.900000 sec): 3 clusters Score: Raw -1902502.581927 + Penalty 4680.236583 = -1897822.345344 nChanged 5 SP:Iteration 19Q (2014.160000 sec): 3 clusters Score: Raw -1902503.230653 + Penalty 4680.236583 = -1897822.994070 nChanged 3 SP:Iteration 20F (2014.380000 sec): 3 clusters Score: Raw -1902503.564810 + Penalty 4680.236583 = -1897823.328226 nChanged 4 SP:Iteration 21Q (2014.660000 sec): 3 clusters Score: Raw -1902504.036139 + Penalty 4680.236583 = -1897823.799556 nChanged 3 SP:Iteration 22Q (2014.900000 sec): 3 clusters Score: Raw -1902504.284135 + Penalty 4680.236583 = -1897824.047552 nChanged 1 SP:Iteration 23Q (2015.180000 sec): 3 clusters Score: Raw -1902504.370226 + Penalty 4680.236583 = -1897824.133643 nChanged 0 SP:Iteration 24F (2015.480000 sec): 3 clusters Score: Raw -1902504.370226 + Penalty 4680.236583 = -1897824.133643 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.580000 sec): 2 clusters Score: Raw -1005841.704572 + Penalty 2183.956023 = -1003657.748549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.810000 sec): 3 clusters Score: Raw -1002467.045553 + Penalty 4367.912045 = -998099.133508 nChanged 2637 SP:Iteration 1F (2016.050000 sec): 3 clusters Score: Raw -1004027.287465 + Penalty 4367.912045 = -999659.375420 nChanged 511 SP:Iteration 2F (2016.230000 sec): 3 clusters Score: Raw -1004351.867794 + Penalty 4367.912045 = -999983.955749 nChanged 396 SP:Iteration 3F (2016.430000 sec): 3 clusters Score: Raw -1004588.368896 + Penalty 4367.912045 = -1000220.456851 nChanged 313 SP:Iteration 4Q (2016.670000 sec): 3 clusters Score: Raw -1004805.657859 + Penalty 4367.912045 = -1000437.745814 nChanged 297 SP:Iteration 5Q (2016.930000 sec): 3 clusters Score: Raw -1005044.253857 + Penalty 4367.912045 = -1000676.341812 nChanged 309 SP:Iteration 6Q (2017.170000 sec): 3 clusters Score: Raw -1005288.381768 + Penalty 4367.912045 = -1000920.469723 nChanged 293 SP:Iteration 7Q (2017.400000 sec): 3 clusters Score: Raw -1005494.669673 + Penalty 4367.912045 = -1001126.757627 nChanged 267 SP:Iteration 8Q (2017.600000 sec): 3 clusters Score: Raw -1005692.129078 + Penalty 4367.912045 = -1001324.217033 nChanged 266 SP:Iteration 9Q (2017.800000 sec): 3 clusters Score: Raw -1005928.297534 + Penalty 4367.912045 = -1001560.385488 nChanged 257 SP:Iteration 10Q (2018.060000 sec): 3 clusters Score: Raw -1006144.315733 + Penalty 4367.912045 = -1001776.403688 nChanged 240 SP:Iteration 11Q (2018.290000 sec): 3 clusters Score: Raw -1006368.554743 + Penalty 4367.912045 = -1002000.642698 nChanged 208 SP:Iteration 12Q (2018.510000 sec): 3 clusters Score: Raw -1006555.973208 + Penalty 4367.912045 = -1002188.061163 nChanged 213 SP:Iteration 13Q (2018.710000 sec): 3 clusters Score: Raw -1006709.353701 + Penalty 4367.912045 = -1002341.441655 nChanged 181 SP:Iteration 14Q (2018.980000 sec): 3 clusters Score: Raw -1006820.452532 + Penalty 4367.912045 = -1002452.540486 nChanged 151 SP:Iteration 15Q (2019.230000 sec): 3 clusters Score: Raw -1006907.973030 + Penalty 4367.912045 = -1002540.060985 nChanged 123 SP:Iteration 16Q (2019.480000 sec): 3 clusters Score: Raw -1006973.353310 + Penalty 4367.912045 = -1002605.441265 nChanged 103 SP:Iteration 17Q (2019.690000 sec): 3 clusters Score: Raw -1007022.630024 + Penalty 4367.912045 = -1002654.717978 nChanged 99 SP:Iteration 18Q (2019.950000 sec): 3 clusters Score: Raw -1007076.099816 + Penalty 4367.912045 = -1002708.187771 nChanged 107 SP:Iteration 19Q (2020.190000 sec): 3 clusters Score: Raw -1007143.323412 + Penalty 4367.912045 = -1002775.411367 nChanged 112 SP:Iteration 20F (2020.380000 sec): 3 clusters Score: Raw -1007223.961388 + Penalty 4367.912045 = -1002856.049343 nChanged 113 SP:Iteration 21Q (2020.560000 sec): 3 clusters Score: Raw -1007303.464015 + Penalty 4367.912045 = -1002935.551970 nChanged 103 SP:Iteration 22Q (2020.760000 sec): 3 clusters Score: Raw -1007365.536589 + Penalty 4367.912045 = -1002997.624544 nChanged 94 SP:Iteration 23Q (2021.000000 sec): 3 clusters Score: Raw -1007424.828718 + Penalty 4367.912045 = -1003056.916673 nChanged 96 SP:Iteration 24Q (2021.210000 sec): 3 clusters Score: Raw -1007487.578086 + Penalty 4367.912045 = -1003119.666040 nChanged 91 SP:Iteration 25Q (2021.410000 sec): 3 clusters Score: Raw -1007549.312981 + Penalty 4367.912045 = -1003181.400936 nChanged 84 SP:Iteration 26Q (2021.640000 sec): 3 clusters Score: Raw -1007609.880284 + Penalty 4367.912045 = -1003241.968239 nChanged 84 SP:Iteration 27Q (2021.850000 sec): 3 clusters Score: Raw -1007673.163775 + Penalty 4367.912045 = -1003305.251730 nChanged 75 SP:Iteration 28Q (2022.050000 sec): 3 clusters Score: Raw -1007724.815227 + Penalty 4367.912045 = -1003356.903182 nChanged 58 SP:Iteration 29Q (2022.310000 sec): 3 clusters Score: Raw -1007754.716122 + Penalty 4367.912045 = -1003386.804077 nChanged 40 SP:Iteration 30Q (2022.500000 sec): 3 clusters Score: Raw -1007773.225204 + Penalty 4367.912045 = -1003405.313158 nChanged 31 SP:Iteration 31Q (2022.690000 sec): 3 clusters Score: Raw -1007785.537795 + Penalty 4367.912045 = -1003417.625750 nChanged 27 SP:Iteration 32Q (2022.930000 sec): 3 clusters Score: Raw -1007799.619924 + Penalty 4367.912045 = -1003431.707879 nChanged 25 SP:Iteration 33Q (2023.160000 sec): 3 clusters Score: Raw -1007809.646833 + Penalty 4367.912045 = -1003441.734788 nChanged 15 SP:Iteration 34Q (2023.370000 sec): 3 clusters Score: Raw -1007814.456050 + Penalty 4367.912045 = -1003446.544005 nChanged 9 SP:Iteration 35Q (2023.610000 sec): 3 clusters Score: Raw -1007817.746432 + Penalty 4367.912045 = -1003449.834387 nChanged 11 SP:Iteration 36Q (2023.820000 sec): 3 clusters Score: Raw -1007821.889090 + Penalty 4367.912045 = -1003453.977045 nChanged 15 SP:Iteration 37Q (2023.990000 sec): 3 clusters Score: Raw -1007826.270632 + Penalty 4367.912045 = -1003458.358587 nChanged 6 SP:Iteration 38Q (2024.190000 sec): 3 clusters Score: Raw -1007828.592231 + Penalty 4367.912045 = -1003460.680186 nChanged 7 SP:Iteration 39Q (2024.400000 sec): 3 clusters Score: Raw -1007830.544373 + Penalty 4367.912045 = -1003462.632328 nChanged 3 SP:Iteration 40F (2024.610000 sec): 3 clusters Score: Raw -1007831.233704 + Penalty 4367.912045 = -1003463.321659 nChanged 3 SP:Iteration 41Q (2024.780000 sec): 3 clusters Score: Raw -1007832.000709 + Penalty 4367.912045 = -1003464.088664 nChanged 3 SP:Iteration 42Q (2025.000000 sec): 3 clusters Score: Raw -1007833.044495 + Penalty 4367.912045 = -1003465.132450 nChanged 1 SP:Iteration 43Q (2025.210000 sec): 3 clusters Score: Raw -1007833.258451 + Penalty 4367.912045 = -1003465.346406 nChanged 2 SP:Iteration 44Q (2025.400000 sec): 3 clusters Score: Raw -1007833.783394 + Penalty 4367.912045 = -1003465.871348 nChanged 3 SP:Iteration 45Q (2025.640000 sec): 3 clusters Score: Raw -1007834.117725 + Penalty 4367.912045 = -1003466.205680 nChanged 1 SP:Iteration 46Q (2025.810000 sec): 3 clusters Score: Raw -1007834.230428 + Penalty 4367.912045 = -1003466.318383 nChanged 2 SP:Iteration 47Q (2026.050000 sec): 3 clusters Score: Raw -1007834.712366 + Penalty 4367.912045 = -1003466.800321 nChanged 1 SP:Iteration 48Q (2026.280000 sec): 3 clusters Score: Raw -1007834.932073 + Penalty 4367.912045 = -1003467.020027 nChanged 0 SP:Iteration 49F (2026.510000 sec): 3 clusters Score: Raw -1007834.932073 + Penalty 4367.912045 = -1003467.020027 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.600000 sec): 2 clusters Score: Raw -57153.981207 + Penalty 1503.818732 = -55650.162475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.810000 sec): 3 clusters Score: Raw -57230.731463 + Penalty 3007.637464 = -54223.094000 nChanged 66 SP:Iteration 1F (2026.980000 sec): 3 clusters Score: Raw -57421.014406 + Penalty 3007.637464 = -54413.376942 nChanged 39 SP:Iteration 2F (2027.180000 sec): 3 clusters Score: Raw -57612.490416 + Penalty 3007.637464 = -54604.852952 nChanged 33 SP:Iteration 3F (2027.400000 sec): 3 clusters Score: Raw -57788.390831 + Penalty 3007.637464 = -54780.753368 nChanged 31 SP:Iteration 4F (2027.550000 sec): 3 clusters Score: Raw -57944.191309 + Penalty 3007.637464 = -54936.553845 nChanged 20 SP:Iteration 5Q (2027.730000 sec): 3 clusters Score: Raw -58058.950866 + Penalty 3007.637464 = -55051.313403 nChanged 8 SP:Iteration 6Q (2027.940000 sec): 3 clusters Score: Raw -58133.462948 + Penalty 3007.637464 = -55125.825485 nChanged 6 SP:Iteration 7Q (2028.130000 sec): 3 clusters Score: Raw -58219.459043 + Penalty 3007.637464 = -55211.821579 nChanged 3 SP:Iteration 8Q (2028.340000 sec): 3 clusters Score: Raw -58227.201309 + Penalty 3007.637464 = -55219.563845 nChanged 1 SP:Iteration 9Q (2028.510000 sec): 3 clusters Score: Raw -58231.446908 + Penalty 3007.637464 = -55223.809445 nChanged 2 SP:Iteration 10Q (2028.650000 sec): 3 clusters Score: Raw -58241.684322 + Penalty 3007.637464 = -55234.046859 nChanged 0 SP:Iteration 11F (2028.890000 sec): 3 clusters Score: Raw -58241.684322 + Penalty 3007.637464 = -55234.046859 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (13502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.050000 sec): 2 clusters Score: Raw -2120633.269567 + Penalty 2358.627089 = -2118274.642478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.240000 sec): 3 clusters Score: Raw -2113039.288230 + Penalty 4717.254178 = -2108322.034052 nChanged 5861 SP:Iteration 1F (2029.520000 sec): 3 clusters Score: Raw -2116150.608584 + Penalty 4717.254178 = -2111433.354405 nChanged 798 SP:Iteration 2F (2029.810000 sec): 3 clusters Score: Raw -2116498.526144 + Penalty 4717.254178 = -2111781.271965 nChanged 671 SP:Iteration 3Q (2030.020000 sec): 3 clusters Score: Raw -2116776.077924 + Penalty 4717.254178 = -2112058.823746 nChanged 594 SP:Iteration 4Q (2030.270000 sec): 3 clusters Score: Raw -2117027.744842 + Penalty 4717.254178 = -2112310.490664 nChanged 581 SP:Iteration 5Q (2030.560000 sec): 3 clusters Score: Raw -2117299.522706 + Penalty 4717.254178 = -2112582.268527 nChanged 567 SP:Iteration 6Q (2030.790000 sec): 3 clusters Score: Raw -2117581.229750 + Penalty 4717.254178 = -2112863.975571 nChanged 597 SP:Iteration 7Q (2030.990000 sec): 3 clusters Score: Raw -2117887.778052 + Penalty 4717.254178 = -2113170.523874 nChanged 581 SP:Iteration 8Q (2031.230000 sec): 3 clusters Score: Raw -2118241.148210 + Penalty 4717.254178 = -2113523.894031 nChanged 630 SP:Iteration 9Q (2031.480000 sec): 3 clusters Score: Raw -2118668.904179 + Penalty 4717.254178 = -2113951.650000 nChanged 644 SP:Iteration 10Q (2031.760000 sec): 3 clusters Score: Raw -2119128.766617 + Penalty 4717.254178 = -2114411.512439 nChanged 594 SP:Iteration 11Q (2031.990000 sec): 3 clusters Score: Raw -2119599.517582 + Penalty 4717.254178 = -2114882.263404 nChanged 540 SP:Iteration 12Q (2032.290000 sec): 3 clusters Score: Raw -2120132.102932 + Penalty 4717.254178 = -2115414.848754 nChanged 513 SP:Iteration 13Q (2032.530000 sec): 3 clusters Score: Raw -2120706.795690 + Penalty 4717.254178 = -2115989.541511 nChanged 481 SP:Iteration 14Q (2032.770000 sec): 3 clusters Score: Raw -2121346.168649 + Penalty 4717.254178 = -2116628.914470 nChanged 477 SP:Iteration 15Q (2033.050000 sec): 3 clusters Score: Raw -2121859.866692 + Penalty 4717.254178 = -2117142.612514 nChanged 494 SP:Iteration 16Q (2033.290000 sec): 3 clusters Score: Raw -2122225.055101 + Penalty 4717.254178 = -2117507.800923 nChanged 458 SP:Iteration 17Q (2033.540000 sec): 3 clusters Score: Raw -2122508.854625 + Penalty 4717.254178 = -2117791.600447 nChanged 415 SP:Iteration 18Q (2033.800000 sec): 3 clusters Score: Raw -2122781.109231 + Penalty 4717.254178 = -2118063.855053 nChanged 434 SP:Iteration 19Q (2034.060000 sec): 3 clusters Score: Raw -2123127.518478 + Penalty 4717.254178 = -2118410.264300 nChanged 461 SP:Iteration 20F (2034.390000 sec): 3 clusters Score: Raw -2123594.179908 + Penalty 4717.254178 = -2118876.925729 nChanged 530 SP:Iteration 21Q (2034.620000 sec): 3 clusters Score: Raw -2124240.393467 + Penalty 4717.254178 = -2119523.139288 nChanged 488 SP:Iteration 22Q (2034.880000 sec): 3 clusters Score: Raw -2124887.109435 + Penalty 4717.254178 = -2120169.855256 nChanged 357 SP:Iteration 23Q (2035.150000 sec): 3 clusters Score: Raw -2125287.465760 + Penalty 4717.254178 = -2120570.211582 nChanged 249 SP:Iteration 24Q (2035.380000 sec): 3 clusters Score: Raw -2125524.752523 + Penalty 4717.254178 = -2120807.498344 nChanged 181 SP:Iteration 25Q (2035.630000 sec): 3 clusters Score: Raw -2125660.157726 + Penalty 4717.254178 = -2120942.903548 nChanged 132 SP:Iteration 26Q (2035.890000 sec): 3 clusters Score: Raw -2125738.494612 + Penalty 4717.254178 = -2121021.240434 nChanged 73 SP:Iteration 27Q (2036.120000 sec): 3 clusters Score: Raw -2125770.233160 + Penalty 4717.254178 = -2121052.978982 nChanged 55 SP:Iteration 28Q (2036.400000 sec): 3 clusters Score: Raw -2125790.303311 + Penalty 4717.254178 = -2121073.049133 nChanged 37 SP:Iteration 29Q (2036.610000 sec): 3 clusters Score: Raw -2125801.285179 + Penalty 4717.254178 = -2121084.031001 nChanged 19 SP:Iteration 30Q (2036.880000 sec): 3 clusters Score: Raw -2125805.322195 + Penalty 4717.254178 = -2121088.068017 nChanged 13 SP:Iteration 31Q (2037.160000 sec): 3 clusters Score: Raw -2125807.858430 + Penalty 4717.254178 = -2121090.604252 nChanged 8 SP:Iteration 32Q (2037.360000 sec): 3 clusters Score: Raw -2125809.470895 + Penalty 4717.254178 = -2121092.216716 nChanged 8 SP:Iteration 33Q (2037.600000 sec): 3 clusters Score: Raw -2125810.391818 + Penalty 4717.254178 = -2121093.137639 nChanged 3 SP:Iteration 34Q (2037.820000 sec): 3 clusters Score: Raw -2125810.923726 + Penalty 4717.254178 = -2121093.669547 nChanged 2 SP:Iteration 35Q (2038.050000 sec): 3 clusters Score: Raw -2125811.235804 + Penalty 4717.254178 = -2121093.981625 nChanged 1 SP:Iteration 36Q (2038.290000 sec): 3 clusters Score: Raw -2125811.336345 + Penalty 4717.254178 = -2121094.082167 nChanged 0 SP:Iteration 37F (2038.530000 sec): 3 clusters Score: Raw -2125811.336345 + Penalty 4717.254178 = -2121094.082167 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 6.32 GB. Trying to split cluster 6 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.640000 sec): 2 clusters Score: Raw -248945.225541 + Penalty 1848.339618 = -247096.885923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.810000 sec): 3 clusters Score: Raw -248522.571636 + Penalty 3696.679235 = -244825.892400 nChanged 567 SP:Iteration 1F (2038.970000 sec): 3 clusters Score: Raw -249520.209983 + Penalty 3696.679235 = -245823.530748 nChanged 274 SP:Iteration 2F (2039.170000 sec): 3 clusters Score: Raw -250238.272653 + Penalty 3696.679235 = -246541.593418 nChanged 170 SP:Iteration 3F (2039.340000 sec): 3 clusters Score: Raw -250690.839902 + Penalty 3696.679235 = -246994.160667 nChanged 105 SP:Iteration 4F (2039.550000 sec): 3 clusters Score: Raw -250940.345470 + Penalty 3696.679235 = -247243.666235 nChanged 60 SP:Iteration 5Q (2039.720000 sec): 3 clusters Score: Raw -251109.595830 + Penalty 3696.679235 = -247412.916594 nChanged 40 SP:Iteration 6Q (2039.910000 sec): 3 clusters Score: Raw -251212.341692 + Penalty 3696.679235 = -247515.662456 nChanged 19 SP:Iteration 7Q (2040.100000 sec): 3 clusters Score: Raw -251242.973923 + Penalty 3696.679235 = -247546.294688 nChanged 7 SP:Iteration 8Q (2040.300000 sec): 3 clusters Score: Raw -251251.440883 + Penalty 3696.679235 = -247554.761648 nChanged 3 SP:Iteration 9Q (2040.430000 sec): 3 clusters Score: Raw -251254.872922 + Penalty 3696.679235 = -247558.193686 nChanged 2 SP:Iteration 10Q (2040.590000 sec): 3 clusters Score: Raw -251255.997071 + Penalty 3696.679235 = -247559.317836 nChanged 0 SP:Iteration 11F (2040.870000 sec): 3 clusters Score: Raw -251255.997071 + Penalty 3696.679235 = -247559.317836 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 6.32 GB. Trying to split cluster 7 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2040.980000 sec): 2 clusters Score: Raw -162820.884409 + Penalty 1750.785172 = -161070.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.180000 sec): 3 clusters Score: Raw -162717.973662 + Penalty 3501.570344 = -159216.403319 nChanged 368 SP:Iteration 1F (2041.330000 sec): 3 clusters Score: Raw -164444.157608 + Penalty 3501.570344 = -160942.587264 nChanged 193 SP:Iteration 2F (2041.530000 sec): 3 clusters Score: Raw -166811.731009 + Penalty 3501.570344 = -163310.160666 nChanged 93 SP:Iteration 3F (2041.700000 sec): 3 clusters Score: Raw -167943.079114 + Penalty 3501.570344 = -164441.508770 nChanged 52 SP:Iteration 4Q (2041.900000 sec): 3 clusters Score: Raw -168497.605358 + Penalty 3501.570344 = -164996.035014 nChanged 69 SP:Iteration 5F (2042.110000 sec): 3 clusters Score: Raw -169058.102555 + Penalty 3501.570344 = -165556.532211 nChanged 84 SP:Iteration 6F (2042.250000 sec): 3 clusters Score: Raw -169954.360662 + Penalty 3501.570344 = -166452.790319 nChanged 47 SP:Iteration 7Q (2042.410000 sec): 3 clusters Score: Raw -171175.954491 + Penalty 3501.570344 = -167674.384147 nChanged 6 SP:Iteration 8Q (2042.640000 sec): 3 clusters Score: Raw -171257.770984 + Penalty 3501.570344 = -167756.200640 nChanged 1 SP:Iteration 9Q (2042.790000 sec): 3 clusters Score: Raw -171260.716760 + Penalty 3501.570344 = -167759.146416 nChanged 1 SP:Iteration 10Q (2042.950000 sec): 3 clusters Score: Raw -171261.912676 + Penalty 3501.570344 = -167760.342332 nChanged 1 SP:Iteration 11Q (2043.120000 sec): 3 clusters Score: Raw -171262.602495 + Penalty 3501.570344 = -167761.032152 nChanged 0 SP:Iteration 12F (2043.240000 sec): 3 clusters Score: Raw -171262.602495 + Penalty 3501.570344 = -167761.032152 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 6.32 GB. Trying to split cluster 8 (5138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2043.340000 sec): 2 clusters Score: Raw -782464.786097 + Penalty 2119.015956 = -780345.770141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2043.560000 sec): 3 clusters Score: Raw -780071.100680 + Penalty 4238.031912 = -775833.068768 nChanged 1960 SP:Iteration 1F (2043.740000 sec): 3 clusters Score: Raw -781332.807353 + Penalty 4238.031912 = -777094.775440 nChanged 470 SP:Iteration 2F (2043.920000 sec): 3 clusters Score: Raw -781967.275690 + Penalty 4238.031912 = -777729.243778 nChanged 503 SP:Iteration 3F (2044.100000 sec): 3 clusters Score: Raw -782953.225566 + Penalty 4238.031912 = -778715.193653 nChanged 588 SP:Iteration 4F (2044.270000 sec): 3 clusters Score: Raw -784037.479084 + Penalty 4238.031912 = -779799.447172 nChanged 473 SP:Iteration 5F (2044.490000 sec): 3 clusters Score: Raw -784703.739538 + Penalty 4238.031912 = -780465.707626 nChanged 276 SP:Iteration 6F (2044.650000 sec): 3 clusters Score: Raw -785031.416701 + Penalty 4238.031912 = -780793.384789 nChanged 137 SP:Iteration 7Q (2044.870000 sec): 3 clusters Score: Raw -785173.004792 + Penalty 4238.031912 = -780934.972880 nChanged 82 SP:Iteration 8Q (2045.040000 sec): 3 clusters Score: Raw -785242.403718 + Penalty 4238.031912 = -781004.371806 nChanged 37 SP:Iteration 9Q (2045.190000 sec): 3 clusters Score: Raw -785269.194192 + Penalty 4238.031912 = -781031.162280 nChanged 24 SP:Iteration 10Q (2045.320000 sec): 3 clusters Score: Raw -785287.427782 + Penalty 4238.031912 = -781049.395870 nChanged 19 SP:Iteration 11Q (2045.490000 sec): 3 clusters Score: Raw -785303.708302 + Penalty 4238.031912 = -781065.676390 nChanged 14 SP:Iteration 12Q (2045.680000 sec): 3 clusters Score: Raw -785312.315377 + Penalty 4238.031912 = -781074.283464 nChanged 11 SP:Iteration 13Q (2045.860000 sec): 3 clusters Score: Raw -785320.714380 + Penalty 4238.031912 = -781082.682468 nChanged 6 SP:Iteration 14Q (2046.030000 sec): 3 clusters Score: Raw -785325.845302 + Penalty 4238.031912 = -781087.813390 nChanged 6 SP:Iteration 15Q (2046.270000 sec): 3 clusters Score: Raw -785329.525297 + Penalty 4238.031912 = -781091.493385 nChanged 2 SP:Iteration 16Q (2046.490000 sec): 3 clusters Score: Raw -785330.270870 + Penalty 4238.031912 = -781092.238958 nChanged 1 SP:Iteration 17Q (2046.700000 sec): 3 clusters Score: Raw -785330.499794 + Penalty 4238.031912 = -781092.467882 nChanged 1 SP:Iteration 18Q (2046.890000 sec): 3 clusters Score: Raw -785330.720935 + Penalty 4238.031912 = -781092.689023 nChanged 0 SP:Iteration 19F (2047.080000 sec): 3 clusters Score: Raw -785330.720935 + Penalty 4238.031912 = -781092.689023 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 6.32 GB. Trying to split cluster 9 (1132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2047.190000 sec): 2 clusters Score: Raw -148283.679053 + Penalty 1743.871832 = -146539.807220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2047.320000 sec): 3 clusters Score: Raw -148215.596478 + Penalty 3487.743664 = -144727.852813 nChanged 359 SP:Iteration 1F (2047.480000 sec): 3 clusters Score: Raw -148853.843351 + Penalty 3487.743664 = -145366.099686 nChanged 137 SP:Iteration 2F (2047.640000 sec): 3 clusters Score: Raw -149269.136811 + Penalty 3487.743664 = -145781.393147 nChanged 113 SP:Iteration 3F (2047.860000 sec): 3 clusters Score: Raw -149744.580809 + Penalty 3487.743664 = -146256.837144 nChanged 94 SP:Iteration 4F (2048.020000 sec): 3 clusters Score: Raw -150262.910247 + Penalty 3487.743664 = -146775.166582 nChanged 72 SP:Iteration 5F (2048.220000 sec): 3 clusters Score: Raw -150692.489344 + Penalty 3487.743664 = -147204.745680 nChanged 60 SP:Iteration 6F (2048.380000 sec): 3 clusters Score: Raw -151095.295098 + Penalty 3487.743664 = -147607.551434 nChanged 43 SP:Iteration 7Q (2048.550000 sec): 3 clusters Score: Raw -151229.247228 + Penalty 3487.743664 = -147741.503564 nChanged 17 SP:Iteration 8Q (2048.740000 sec): 3 clusters Score: Raw -151264.148338 + Penalty 3487.743664 = -147776.404674 nChanged 11 SP:Iteration 9Q (2048.920000 sec): 3 clusters Score: Raw -151296.528009 + Penalty 3487.743664 = -147808.784345 nChanged 6 SP:Iteration 10Q (2049.120000 sec): 3 clusters Score: Raw -151309.879068 + Penalty 3487.743664 = -147822.135403 nChanged 4 SP:Iteration 11Q (2049.270000 sec): 3 clusters Score: Raw -151328.592639 + Penalty 3487.743664 = -147840.848974 nChanged 6 SP:Iteration 12Q (2049.470000 sec): 3 clusters Score: Raw -151344.764986 + Penalty 3487.743664 = -147857.021321 nChanged 5 SP:Iteration 13Q (2049.660000 sec): 3 clusters Score: Raw -151350.809471 + Penalty 3487.743664 = -147863.065806 nChanged 5 SP:Iteration 14Q (2049.790000 sec): 3 clusters Score: Raw -151358.811650 + Penalty 3487.743664 = -147871.067985 nChanged 2 SP:Iteration 15Q (2049.990000 sec): 3 clusters Score: Raw -151361.154653 + Penalty 3487.743664 = -147873.410989 nChanged 5 SP:Iteration 16Q (2050.180000 sec): 3 clusters Score: Raw -151369.981343 + Penalty 3487.743664 = -147882.237678 nChanged 7 SP:Iteration 17Q (2050.380000 sec): 3 clusters Score: Raw -151380.361548 + Penalty 3487.743664 = -147892.617884 nChanged 2 SP:Iteration 18Q (2050.530000 sec): 3 clusters Score: Raw -151383.273889 + Penalty 3487.743664 = -147895.530224 nChanged 0 SP:Iteration 19F (2050.680000 sec): 3 clusters Score: Raw -151384.169740 + Penalty 3487.743664 = -147896.426075 nChanged 1 SP:Iteration 20F (2050.920000 sec): 3 clusters Score: Raw -151385.550835 + Penalty 3487.743664 = -147897.807171 nChanged 2 SP:Iteration 21Q (2051.120000 sec): 3 clusters Score: Raw -151394.500100 + Penalty 3487.743664 = -147906.756436 nChanged 6 SP:Iteration 22Q (2051.360000 sec): 3 clusters Score: Raw -151404.655173 + Penalty 3487.743664 = -147916.911508 nChanged 3 SP:Iteration 23Q (2051.560000 sec): 3 clusters Score: Raw -151410.782041 + Penalty 3487.743664 = -147923.038377 nChanged 3 SP:Iteration 24Q (2051.750000 sec): 3 clusters Score: Raw -151415.763621 + Penalty 3487.743664 = -147928.019957 nChanged 4 SP:Iteration 25Q (2051.910000 sec): 3 clusters Score: Raw -151421.223594 + Penalty 3487.743664 = -147933.479930 nChanged 3 SP:Iteration 26Q (2052.040000 sec): 3 clusters Score: Raw -151426.515420 + Penalty 3487.743664 = -147938.771756 nChanged 2 SP:Iteration 27Q (2052.220000 sec): 3 clusters Score: Raw -151428.289092 + Penalty 3487.743664 = -147940.545427 nChanged 1 SP:Iteration 28Q (2052.440000 sec): 3 clusters Score: Raw -151430.630273 + Penalty 3487.743664 = -147942.886609 nChanged 0 SP:Iteration 29F (2052.620000 sec): 3 clusters Score: Raw -151430.630273 + Penalty 3487.743664 = -147942.886609 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 6.32 GB. Trying to split cluster 10 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.740000 sec): 2 clusters Score: Raw -151025.396625 + Penalty 1732.209647 = -149293.186978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.880000 sec): 3 clusters Score: Raw -150924.055888 + Penalty 3464.419295 = -147459.636593 nChanged 330 SP:Iteration 1F (2053.060000 sec): 3 clusters Score: Raw -151858.009384 + Penalty 3464.419295 = -148393.590090 nChanged 181 SP:Iteration 2F (2053.250000 sec): 3 clusters Score: Raw -152720.515409 + Penalty 3464.419295 = -149256.096114 nChanged 108 SP:Iteration 3F (2053.420000 sec): 3 clusters Score: Raw -153124.553004 + Penalty 3464.419295 = -149660.133709 nChanged 55 SP:Iteration 4F (2053.590000 sec): 3 clusters Score: Raw -153251.381288 + Penalty 3464.419295 = -149786.961993 nChanged 21 SP:Iteration 5Q (2053.750000 sec): 3 clusters Score: Raw -153291.155748 + Penalty 3464.419295 = -149826.736453 nChanged 9 SP:Iteration 6Q (2053.950000 sec): 3 clusters Score: Raw -153302.923801 + Penalty 3464.419295 = -149838.504506 nChanged 3 SP:Iteration 7Q (2054.130000 sec): 3 clusters Score: Raw -153307.389756 + Penalty 3464.419295 = -149842.970462 nChanged 3 SP:Iteration 8Q (2054.310000 sec): 3 clusters Score: Raw -153310.047659 + Penalty 3464.419295 = -149845.628365 nChanged 0 SP:Iteration 9F (2054.530000 sec): 3 clusters Score: Raw -153310.047659 + Penalty 3464.419295 = -149845.628365 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 6.32 GB. Trying to split cluster 11 (1670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2054.600000 sec): 2 clusters Score: Raw -220421.319587 + Penalty 1840.303569 = -218581.016019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.810000 sec): 3 clusters Score: Raw -220123.093203 + Penalty 3680.607137 = -216442.486066 nChanged 599 SP:Iteration 1F (2055.010000 sec): 3 clusters Score: Raw -223153.889600 + Penalty 3680.607137 = -219473.282463 nChanged 272 SP:Iteration 2F (2055.170000 sec): 3 clusters Score: Raw -225941.312535 + Penalty 3680.607137 = -222260.705398 nChanged 145 SP:Iteration 3F (2055.350000 sec): 3 clusters Score: Raw -228077.991829 + Penalty 3680.607137 = -224397.384692 nChanged 84 SP:Iteration 4F (2055.530000 sec): 3 clusters Score: Raw -231814.589805 + Penalty 3680.607137 = -228133.982668 nChanged 20 SP:Iteration 5Q (2055.730000 sec): 3 clusters Score: Raw -232522.977926 + Penalty 3680.607137 = -228842.370788 nChanged 8 SP:Iteration 6Q (2055.910000 sec): 3 clusters Score: Raw -232549.523301 + Penalty 3680.607137 = -228868.916164 nChanged 3 SP:Iteration 7Q (2056.120000 sec): 3 clusters Score: Raw -232565.647216 + Penalty 3680.607137 = -228885.040079 nChanged 1 SP:Iteration 8Q (2056.270000 sec): 3 clusters Score: Raw -232567.774242 + Penalty 3680.607137 = -228887.167105 nChanged 2 SP:Iteration 9Q (2056.460000 sec): 3 clusters Score: Raw -232573.445094 + Penalty 3680.607137 = -228892.837957 nChanged 5 SP:Iteration 10Q (2056.630000 sec): 3 clusters Score: Raw -232591.002341 + Penalty 3680.607137 = -228910.395204 nChanged 2 SP:Iteration 11Q (2056.820000 sec): 3 clusters Score: Raw -232593.639158 + Penalty 3680.607137 = -228913.032021 nChanged 1 SP:Iteration 12Q (2057.040000 sec): 3 clusters Score: Raw -232595.084165 + Penalty 3680.607137 = -228914.477027 nChanged 1 SP:Iteration 13Q (2057.210000 sec): 3 clusters Score: Raw -232596.636335 + Penalty 3680.607137 = -228916.029198 nChanged 0 SP:Iteration 14F (2057.380000 sec): 3 clusters Score: Raw -232596.636335 + Penalty 3680.607137 = -228916.029198 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 6.32 GB. Trying to split cluster 12 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2057.490000 sec): 2 clusters Score: Raw -101294.697367 + Penalty 1622.890138 = -99671.807229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2057.700000 sec): 3 clusters Score: Raw -101245.089515 + Penalty 3245.780275 = -97999.309239 nChanged 158 SP:Iteration 1F (2057.860000 sec): 3 clusters Score: Raw -101482.144646 + Penalty 3245.780275 = -98236.364370 nChanged 41 SP:Iteration 2F (2058.040000 sec): 3 clusters Score: Raw -101574.526765 + Penalty 3245.780275 = -98328.746490 nChanged 26 SP:Iteration 3Q (2058.260000 sec): 3 clusters Score: Raw -101684.141807 + Penalty 3245.780275 = -98438.361531 nChanged 28 SP:Iteration 4Q (2058.400000 sec): 3 clusters Score: Raw -101791.804995 + Penalty 3245.780275 = -98546.024719 nChanged 23 SP:Iteration 5Q (2058.550000 sec): 3 clusters Score: Raw -101844.744974 + Penalty 3245.780275 = -98598.964699 nChanged 15 SP:Iteration 6Q (2058.710000 sec): 3 clusters Score: Raw -101887.535140 + Penalty 3245.780275 = -98641.754865 nChanged 10 SP:Iteration 7Q (2058.900000 sec): 3 clusters Score: Raw -101909.354259 + Penalty 3245.780275 = -98663.573983 nChanged 12 SP:Iteration 8Q (2059.060000 sec): 3 clusters Score: Raw -101931.846702 + Penalty 3245.780275 = -98686.066426 nChanged 13 SP:Iteration 9Q (2059.240000 sec): 3 clusters Score: Raw -101959.823556 + Penalty 3245.780275 = -98714.043280 nChanged 9 SP:Iteration 10Q (2059.480000 sec): 3 clusters Score: Raw -101990.167946 + Penalty 3245.780275 = -98744.387671 nChanged 12 SP:Iteration 11Q (2059.670000 sec): 3 clusters Score: Raw -102036.421755 + Penalty 3245.780275 = -98790.641480 nChanged 17 SP:Iteration 12Q (2059.860000 sec): 3 clusters Score: Raw -102104.508796 + Penalty 3245.780275 = -98858.728521 nChanged 18 SP:Iteration 13Q (2060.050000 sec): 3 clusters Score: Raw -102191.782710 + Penalty 3245.780275 = -98946.002435 nChanged 19 SP:Iteration 14Q (2060.220000 sec): 3 clusters Score: Raw -102307.764686 + Penalty 3245.780275 = -99061.984411 nChanged 18 SP:Iteration 15Q (2060.400000 sec): 3 clusters Score: Raw -102380.078603 + Penalty 3245.780275 = -99134.298328 nChanged 13 SP:Iteration 16Q (2060.590000 sec): 3 clusters Score: Raw -102416.308963 + Penalty 3245.780275 = -99170.528688 nChanged 11 SP:Iteration 17Q (2060.790000 sec): 3 clusters Score: Raw -102454.863960 + Penalty 3245.780275 = -99209.083685 nChanged 7 SP:Iteration 18Q (2060.940000 sec): 3 clusters Score: Raw -102478.663284 + Penalty 3245.780275 = -99232.883008 nChanged 6 SP:Iteration 19Q (2061.100000 sec): 3 clusters Score: Raw -102492.720260 + Penalty 3245.780275 = -99246.939984 nChanged 1 SP:Iteration 20F (2061.270000 sec): 3 clusters Score: Raw -102494.238736 + Penalty 3245.780275 = -99248.458461 nChanged 2 SP:Iteration 21Q (2061.410000 sec): 3 clusters Score: Raw -102498.912753 + Penalty 3245.780275 = -99253.132478 nChanged 1 SP:Iteration 22Q (2061.590000 sec): 3 clusters Score: Raw -102501.759890 + Penalty 3245.780275 = -99255.979615 nChanged 3 SP:Iteration 23Q (2061.780000 sec): 3 clusters Score: Raw -102505.784772 + Penalty 3245.780275 = -99260.004497 nChanged 3 SP:Iteration 24Q (2061.930000 sec): 3 clusters Score: Raw -102509.438988 + Penalty 3245.780275 = -99263.658713 nChanged 1 SP:Iteration 25Q (2062.090000 sec): 3 clusters Score: Raw -102510.379369 + Penalty 3245.780275 = -99264.599094 nChanged 0 SP:Iteration 26F (2062.290000 sec): 3 clusters Score: Raw -102510.379369 + Penalty 3245.780275 = -99264.599094 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (6090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.400000 sec): 2 clusters Score: Raw -910683.622506 + Penalty 2161.172033 = -908522.450472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.680000 sec): 3 clusters Score: Raw -907758.918405 + Penalty 4322.344067 = -903436.574338 nChanged 2449 SP:Iteration 1F (2062.910000 sec): 3 clusters Score: Raw -911352.747638 + Penalty 4322.344067 = -907030.403571 nChanged 1036 SP:Iteration 2F (2063.130000 sec): 3 clusters Score: Raw -913848.908579 + Penalty 4322.344067 = -909526.564512 nChanged 883 SP:Iteration 3F (2063.360000 sec): 3 clusters Score: Raw -915249.055765 + Penalty 4322.344067 = -910926.711699 nChanged 415 SP:Iteration 4F (2063.540000 sec): 3 clusters Score: Raw -915790.145495 + Penalty 4322.344067 = -911467.801428 nChanged 177 SP:Iteration 5Q (2063.740000 sec): 3 clusters Score: Raw -915996.372348 + Penalty 4322.344067 = -911674.028281 nChanged 85 SP:Iteration 6Q (2063.960000 sec): 3 clusters Score: Raw -916084.251541 + Penalty 4322.344067 = -911761.907474 nChanged 54 SP:Iteration 7Q (2064.180000 sec): 3 clusters Score: Raw -916135.815902 + Penalty 4322.344067 = -911813.471835 nChanged 24 SP:Iteration 8Q (2064.400000 sec): 3 clusters Score: Raw -916155.677563 + Penalty 4322.344067 = -911833.333496 nChanged 19 SP:Iteration 9Q (2064.630000 sec): 3 clusters Score: Raw -916167.811656 + Penalty 4322.344067 = -911845.467589 nChanged 9 SP:Iteration 10Q (2064.880000 sec): 3 clusters Score: Raw -916172.129377 + Penalty 4322.344067 = -911849.785310 nChanged 7 SP:Iteration 11Q (2065.090000 sec): 3 clusters Score: Raw -916176.177617 + Penalty 4322.344067 = -911853.833550 nChanged 5 SP:Iteration 12Q (2065.310000 sec): 3 clusters Score: Raw -916178.369972 + Penalty 4322.344067 = -911856.025905 nChanged 2 SP:Iteration 13Q (2065.540000 sec): 3 clusters Score: Raw -916179.408114 + Penalty 4322.344067 = -911857.064047 nChanged 3 SP:Iteration 14Q (2065.770000 sec): 3 clusters Score: Raw -916180.250149 + Penalty 4322.344067 = -911857.906082 nChanged 1 SP:Iteration 15Q (2066.000000 sec): 3 clusters Score: Raw -916180.703404 + Penalty 4322.344067 = -911858.359337 nChanged 0 SP:Iteration 16F (2066.230000 sec): 3 clusters Score: Raw -916180.703404 + Penalty 4322.344067 = -911858.359337 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 6.32 GB. Trying to split cluster 14 (19372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.430000 sec): 2 clusters Score: Raw -3063062.973297 + Penalty 2448.152833 = -3060614.820464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.760000 sec): 3 clusters Score: Raw -3051840.307291 + Penalty 4896.305666 = -3046944.001625 nChanged 8538 SP:Iteration 1F (2067.040000 sec): 3 clusters Score: Raw -3056529.778278 + Penalty 4896.305666 = -3051633.472613 nChanged 1134 SP:Iteration 2F (2067.380000 sec): 3 clusters Score: Raw -3057076.848893 + Penalty 4896.305666 = -3052180.543227 nChanged 1171 SP:Iteration 3F (2067.690000 sec): 3 clusters Score: Raw -3057664.231426 + Penalty 4896.305666 = -3052767.925760 nChanged 1088 SP:Iteration 4F (2067.990000 sec): 3 clusters Score: Raw -3058323.746721 + Penalty 4896.305666 = -3053427.441055 nChanged 1156 SP:Iteration 5F (2068.330000 sec): 3 clusters Score: Raw -3059117.055006 + Penalty 4896.305666 = -3054220.749341 nChanged 1190 SP:Iteration 6F (2068.560000 sec): 3 clusters Score: Raw -3060007.205594 + Penalty 4896.305666 = -3055110.899928 nChanged 1135 SP:Iteration 7F (2068.860000 sec): 3 clusters Score: Raw -3060841.252373 + Penalty 4896.305666 = -3055944.946708 nChanged 1053 SP:Iteration 8F (2069.140000 sec): 3 clusters Score: Raw -3061602.594884 + Penalty 4896.305666 = -3056706.289218 nChanged 928 SP:Iteration 9Q (2069.410000 sec): 3 clusters Score: Raw -3062190.618307 + Penalty 4896.305666 = -3057294.312641 nChanged 794 SP:Iteration 10Q (2069.700000 sec): 3 clusters Score: Raw -3062599.046881 + Penalty 4896.305666 = -3057702.741216 nChanged 592 SP:Iteration 11Q (2070.070000 sec): 3 clusters Score: Raw -3062855.925663 + Penalty 4896.305666 = -3057959.619998 nChanged 443 SP:Iteration 12Q (2070.310000 sec): 3 clusters Score: Raw -3063021.130192 + Penalty 4896.305666 = -3058124.824526 nChanged 338 SP:Iteration 13Q (2070.630000 sec): 3 clusters Score: Raw -3063122.494732 + Penalty 4896.305666 = -3058226.189066 nChanged 246 SP:Iteration 14Q (2070.900000 sec): 3 clusters Score: Raw -3063175.953148 + Penalty 4896.305666 = -3058279.647483 nChanged 165 SP:Iteration 15Q (2071.190000 sec): 3 clusters Score: Raw -3063209.327452 + Penalty 4896.305666 = -3058313.021786 nChanged 138 SP:Iteration 16Q (2071.460000 sec): 3 clusters Score: Raw -3063242.245228 + Penalty 4896.305666 = -3058345.939563 nChanged 117 SP:Iteration 17Q (2071.760000 sec): 3 clusters Score: Raw -3063267.579729 + Penalty 4896.305666 = -3058371.274063 nChanged 113 SP:Iteration 18Q (2072.040000 sec): 3 clusters Score: Raw -3063291.243752 + Penalty 4896.305666 = -3058394.938086 nChanged 89 SP:Iteration 19Q (2072.330000 sec): 3 clusters Score: Raw -3063310.981011 + Penalty 4896.305666 = -3058414.675345 nChanged 83 SP:Iteration 20F (2072.610000 sec): 3 clusters Score: Raw -3063327.562015 + Penalty 4896.305666 = -3058431.256349 nChanged 90 SP:Iteration 21Q (2072.900000 sec): 3 clusters Score: Raw -3063347.264788 + Penalty 4896.305666 = -3058450.959122 nChanged 107 SP:Iteration 22Q (2073.150000 sec): 3 clusters Score: Raw -3063371.301570 + Penalty 4896.305666 = -3058474.995904 nChanged 103 SP:Iteration 23Q (2073.450000 sec): 3 clusters Score: Raw -3063396.688037 + Penalty 4896.305666 = -3058500.382371 nChanged 106 SP:Iteration 24Q (2073.740000 sec): 3 clusters Score: Raw -3063426.178326 + Penalty 4896.305666 = -3058529.872660 nChanged 111 SP:Iteration 25Q (2074.010000 sec): 3 clusters Score: Raw -3063452.399997 + Penalty 4896.305666 = -3058556.094331 nChanged 102 SP:Iteration 26Q (2074.260000 sec): 3 clusters Score: Raw -3063477.146284 + Penalty 4896.305666 = -3058580.840618 nChanged 98 SP:Iteration 27Q (2074.510000 sec): 3 clusters Score: Raw -3063502.673618 + Penalty 4896.305666 = -3058606.367953 nChanged 122 SP:Iteration 28Q (2074.840000 sec): 3 clusters Score: Raw -3063544.395940 + Penalty 4896.305666 = -3058648.090274 nChanged 126 SP:Iteration 29Q (2075.140000 sec): 3 clusters Score: Raw -3063579.313872 + Penalty 4896.305666 = -3058683.008207 nChanged 110 SP:Iteration 30Q (2075.420000 sec): 3 clusters Score: Raw -3063608.026720 + Penalty 4896.305666 = -3058711.721055 nChanged 91 SP:Iteration 31Q (2075.680000 sec): 3 clusters Score: Raw -3063628.875061 + Penalty 4896.305666 = -3058732.569396 nChanged 95 SP:Iteration 32Q (2075.910000 sec): 3 clusters Score: Raw -3063649.230807 + Penalty 4896.305666 = -3058752.925141 nChanged 83 SP:Iteration 33Q (2076.220000 sec): 3 clusters Score: Raw -3063668.228978 + Penalty 4896.305666 = -3058771.923312 nChanged 81 SP:Iteration 34Q (2076.500000 sec): 3 clusters Score: Raw -3063689.074471 + Penalty 4896.305666 = -3058792.768805 nChanged 94 SP:Iteration 35Q (2076.790000 sec): 3 clusters Score: Raw -3063711.841500 + Penalty 4896.305666 = -3058815.535834 nChanged 90 SP:Iteration 36Q (2077.040000 sec): 3 clusters Score: Raw -3063733.636610 + Penalty 4896.305666 = -3058837.330945 nChanged 76 SP:Iteration 37Q (2077.290000 sec): 3 clusters Score: Raw -3063749.290821 + Penalty 4896.305666 = -3058852.985156 nChanged 83 SP:Iteration 38Q (2077.560000 sec): 3 clusters Score: Raw -3063770.408396 + Penalty 4896.305666 = -3058874.102730 nChanged 85 SP:Iteration 39Q (2077.830000 sec): 3 clusters Score: Raw -3063789.921497 + Penalty 4896.305666 = -3058893.615831 nChanged 72 SP:Iteration 40F (2078.100000 sec): 3 clusters Score: Raw -3063804.035914 + Penalty 4896.305666 = -3058907.730249 nChanged 48 SP:Iteration 41Q (2078.320000 sec): 3 clusters Score: Raw -3063813.476985 + Penalty 4896.305666 = -3058917.171319 nChanged 62 SP:Iteration 42Q (2078.550000 sec): 3 clusters Score: Raw -3063824.679384 + Penalty 4896.305666 = -3058928.373719 nChanged 40 SP:Iteration 43Q (2078.830000 sec): 3 clusters Score: Raw -3063831.265439 + Penalty 4896.305666 = -3058934.959773 nChanged 34 SP:Iteration 44Q (2079.080000 sec): 3 clusters Score: Raw -3063836.546046 + Penalty 4896.305666 = -3058940.240380 nChanged 33 SP:Iteration 45Q (2079.330000 sec): 3 clusters Score: Raw -3063841.234956 + Penalty 4896.305666 = -3058944.929291 nChanged 30 SP:Iteration 46Q (2079.640000 sec): 3 clusters Score: Raw -3063845.042417 + Penalty 4896.305666 = -3058948.736751 nChanged 29 SP:Iteration 47Q (2079.910000 sec): 3 clusters Score: Raw -3063849.278557 + Penalty 4896.305666 = -3058952.972891 nChanged 24 SP:Iteration 48Q (2080.210000 sec): 3 clusters Score: Raw -3063853.064988 + Penalty 4896.305666 = -3058956.759322 nChanged 27 SP:Iteration 49Q (2080.460000 sec): 3 clusters Score: Raw -3063857.289478 + Penalty 4896.305666 = -3058960.983812 nChanged 26 SP:Iteration 50Q (2080.780000 sec): 3 clusters Score: Raw -3063860.385848 + Penalty 4896.305666 = -3058964.080182 nChanged 21 SP:Iteration 51Q (2081.130000 sec): 3 clusters Score: Raw -3063863.079105 + Penalty 4896.305666 = -3058966.773439 nChanged 15 SP:Iteration 52Q (2081.410000 sec): 3 clusters Score: Raw -3063864.559115 + Penalty 4896.305666 = -3058968.253449 nChanged 14 SP:Iteration 53Q (2081.690000 sec): 3 clusters Score: Raw -3063865.899182 + Penalty 4896.305666 = -3058969.593516 nChanged 8 SP:Iteration 54Q (2081.940000 sec): 3 clusters Score: Raw -3063866.551996 + Penalty 4896.305666 = -3058970.246330 nChanged 3 SP:Iteration 55Q (2082.250000 sec): 3 clusters Score: Raw -3063866.772752 + Penalty 4896.305666 = -3058970.467086 nChanged 3 SP:Iteration 56Q (2082.570000 sec): 3 clusters Score: Raw -3063866.968147 + Penalty 4896.305666 = -3058970.662481 nChanged 3 SP:Iteration 57Q (2082.920000 sec): 3 clusters Score: Raw -3063867.280073 + Penalty 4896.305666 = -3058970.974407 nChanged 3 SP:Iteration 58Q (2083.180000 sec): 3 clusters Score: Raw -3063867.863675 + Penalty 4896.305666 = -3058971.558009 nChanged 4 SP:Iteration 59Q (2083.480000 sec): 3 clusters Score: Raw -3063868.312167 + Penalty 4896.305666 = -3058972.006502 nChanged 8 SP:Iteration 60F (2083.780000 sec): 3 clusters Score: Raw -3063869.434196 + Penalty 4896.305666 = -3058973.128531 nChanged 5 SP:Iteration 61Q (2084.080000 sec): 3 clusters Score: Raw -3063869.981245 + Penalty 4896.305666 = -3058973.675579 nChanged 5 SP:Iteration 62Q (2084.330000 sec): 3 clusters Score: Raw -3063870.705365 + Penalty 4896.305666 = -3058974.399700 nChanged 3 SP:Iteration 63Q (2084.620000 sec): 3 clusters Score: Raw -3063870.928766 + Penalty 4896.305666 = -3058974.623101 nChanged 4 SP:Iteration 64Q (2084.870000 sec): 3 clusters Score: Raw -3063871.408149 + Penalty 4896.305666 = -3058975.102483 nChanged 5 SP:Iteration 65Q (2085.170000 sec): 3 clusters Score: Raw -3063872.270773 + Penalty 4896.305666 = -3058975.965108 nChanged 10 SP:Iteration 66Q (2085.470000 sec): 3 clusters Score: Raw -3063873.705037 + Penalty 4896.305666 = -3058977.399371 nChanged 9 SP:Iteration 67Q (2085.750000 sec): 3 clusters Score: Raw -3063874.941596 + Penalty 4896.305666 = -3058978.635930 nChanged 6 SP:Iteration 68Q (2086.080000 sec): 3 clusters Score: Raw -3063875.675178 + Penalty 4896.305666 = -3058979.369512 nChanged 9 SP:Iteration 69Q (2086.380000 sec): 3 clusters Score: Raw -3063876.829199 + Penalty 4896.305666 = -3058980.523533 nChanged 9 SP:Iteration 70Q (2086.680000 sec): 3 clusters Score: Raw -3063877.864721 + Penalty 4896.305666 = -3058981.559055 nChanged 7 SP:Iteration 71Q (2086.980000 sec): 3 clusters Score: Raw -3063878.944982 + Penalty 4896.305666 = -3058982.639316 nChanged 8 SP:Iteration 72Q (2087.240000 sec): 3 clusters Score: Raw -3063879.740576 + Penalty 4896.305666 = -3058983.434910 nChanged 7 SP:Iteration 73Q (2087.520000 sec): 3 clusters Score: Raw -3063880.669751 + Penalty 4896.305666 = -3058984.364085 nChanged 10 SP:Iteration 74Q (2087.830000 sec): 3 clusters Score: Raw -3063881.882142 + Penalty 4896.305666 = -3058985.576476 nChanged 8 SP:Iteration 75Q (2088.140000 sec): 3 clusters Score: Raw -3063882.663965 + Penalty 4896.305666 = -3058986.358299 nChanged 6 SP:Iteration 76Q (2088.430000 sec): 3 clusters Score: Raw -3063883.314604 + Penalty 4896.305666 = -3058987.008938 nChanged 4 SP:Iteration 77Q (2088.720000 sec): 3 clusters Score: Raw -3063883.758516 + Penalty 4896.305666 = -3058987.452850 nChanged 6 SP:Iteration 78Q (2088.950000 sec): 3 clusters Score: Raw -3063884.336563 + Penalty 4896.305666 = -3058988.030897 nChanged 7 SP:Iteration 79Q (2089.220000 sec): 3 clusters Score: Raw -3063884.887315 + Penalty 4896.305666 = -3058988.581649 nChanged 4 SP:Iteration 80F (2089.520000 sec): 3 clusters Score: Raw -3063885.620907 + Penalty 4896.305666 = -3058989.315241 nChanged 6 SP:Iteration 81Q (2089.850000 sec): 3 clusters Score: Raw -3063886.758910 + Penalty 4896.305666 = -3058990.453244 nChanged 11 SP:Iteration 82Q (2090.120000 sec): 3 clusters Score: Raw -3063888.490841 + Penalty 4896.305666 = -3058992.185176 nChanged 12 SP:Iteration 83Q (2090.390000 sec): 3 clusters Score: Raw -3063890.752816 + Penalty 4896.305666 = -3058994.447151 nChanged 12 SP:Iteration 84Q (2090.660000 sec): 3 clusters Score: Raw -3063892.425148 + Penalty 4896.305666 = -3058996.119482 nChanged 13 SP:Iteration 85Q (2090.960000 sec): 3 clusters Score: Raw -3063894.574697 + Penalty 4896.305666 = -3058998.269031 nChanged 8 SP:Iteration 86Q (2091.210000 sec): 3 clusters Score: Raw -3063895.999873 + Penalty 4896.305666 = -3058999.694207 nChanged 7 SP:Iteration 87Q (2091.510000 sec): 3 clusters Score: Raw -3063896.764456 + Penalty 4896.305666 = -3059000.458791 nChanged 5 SP:Iteration 88Q (2091.800000 sec): 3 clusters Score: Raw -3063897.171858 + Penalty 4896.305666 = -3059000.866192 nChanged 4 SP:Iteration 89Q (2092.040000 sec): 3 clusters Score: Raw -3063897.687043 + Penalty 4896.305666 = -3059001.381377 nChanged 7 SP:Iteration 90Q (2092.350000 sec): 3 clusters Score: Raw -3063898.533655 + Penalty 4896.305666 = -3059002.227989 nChanged 6 SP:Iteration 91Q (2092.600000 sec): 3 clusters Score: Raw -3063898.999206 + Penalty 4896.305666 = -3059002.693540 nChanged 3 SP:Iteration 92Q (2092.900000 sec): 3 clusters Score: Raw -3063899.264975 + Penalty 4896.305666 = -3059002.959309 nChanged 7 SP:Iteration 93Q (2093.160000 sec): 3 clusters Score: Raw -3063899.947099 + Penalty 4896.305666 = -3059003.641433 nChanged 8 SP:Iteration 94Q (2093.420000 sec): 3 clusters Score: Raw -3063900.779513 + Penalty 4896.305666 = -3059004.473847 nChanged 8 SP:Iteration 95Q (2093.660000 sec): 3 clusters Score: Raw -3063901.848404 + Penalty 4896.305666 = -3059005.542738 nChanged 9 SP:Iteration 96Q (2093.920000 sec): 3 clusters Score: Raw -3063902.752409 + Penalty 4896.305666 = -3059006.446743 nChanged 6 SP:Iteration 97Q (2094.220000 sec): 3 clusters Score: Raw -3063903.437303 + Penalty 4896.305666 = -3059007.131637 nChanged 8 SP:Iteration 98Q (2094.520000 sec): 3 clusters Score: Raw -3063904.641439 + Penalty 4896.305666 = -3059008.335773 nChanged 9 SP:Iteration 99Q (2094.820000 sec): 3 clusters Score: Raw -3063905.600505 + Penalty 4896.305666 = -3059009.294839 nChanged 6 SP:Iteration 100F (2095.130000 sec): 3 clusters Score: Raw -3063906.452888 + Penalty 4896.305666 = -3059010.147223 nChanged 7 SP:Iteration 101Q (2095.460000 sec): 3 clusters Score: Raw -3063907.152386 + Penalty 4896.305666 = -3059010.846720 nChanged 9 SP:Iteration 102Q (2095.790000 sec): 3 clusters Score: Raw -3063908.348435 + Penalty 4896.305666 = -3059012.042770 nChanged 8 SP:Iteration 103Q (2096.040000 sec): 3 clusters Score: Raw -3063909.346505 + Penalty 4896.305666 = -3059013.040840 nChanged 5 SP:Iteration 104Q (2096.330000 sec): 3 clusters Score: Raw -3063909.922555 + Penalty 4896.305666 = -3059013.616890 nChanged 7 SP:Iteration 105Q (2096.630000 sec): 3 clusters Score: Raw -3063910.554296 + Penalty 4896.305666 = -3059014.248630 nChanged 5 SP:Iteration 106Q (2096.940000 sec): 3 clusters Score: Raw -3063911.267523 + Penalty 4896.305666 = -3059014.961858 nChanged 9 SP:Iteration 107Q (2097.250000 sec): 3 clusters Score: Raw -3063911.859756 + Penalty 4896.305666 = -3059015.554090 nChanged 6 SP:Iteration 108Q (2097.520000 sec): 3 clusters Score: Raw -3063912.359111 + Penalty 4896.305666 = -3059016.053445 nChanged 7 SP:Iteration 109Q (2097.830000 sec): 3 clusters Score: Raw -3063912.779019 + Penalty 4896.305666 = -3059016.473353 nChanged 5 SP:Iteration 110Q (2098.150000 sec): 3 clusters Score: Raw -3063913.101085 + Penalty 4896.305666 = -3059016.795419 nChanged 3 SP:Iteration 111Q (2098.430000 sec): 3 clusters Score: Raw -3063913.407391 + Penalty 4896.305666 = -3059017.101725 nChanged 2 SP:Iteration 112Q (2098.780000 sec): 3 clusters Score: Raw -3063913.703854 + Penalty 4896.305666 = -3059017.398188 nChanged 3 SP:Iteration 113Q (2099.040000 sec): 3 clusters Score: Raw -3063913.902920 + Penalty 4896.305666 = -3059017.597254 nChanged 2 SP:Iteration 114Q (2099.280000 sec): 3 clusters Score: Raw -3063914.194851 + Penalty 4896.305666 = -3059017.889185 nChanged 1 SP:Iteration 115Q (2099.610000 sec): 3 clusters Score: Raw -3063914.226988 + Penalty 4896.305666 = -3059017.921323 nChanged 0 SP:Iteration 116F (2099.900000 sec): 3 clusters Score: Raw -3063914.226988 + Penalty 4896.305666 = -3059017.921323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2100.030000 sec): 2 clusters Score: Raw -1529777.410622 + Penalty 2273.782090 = -1527503.628533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.300000 sec): 3 clusters Score: Raw -1524653.599691 + Penalty 4547.564179 = -1520106.035512 nChanged 4011 SP:Iteration 1F (2100.510000 sec): 3 clusters Score: Raw -1526863.592988 + Penalty 4547.564179 = -1522316.028808 nChanged 694 SP:Iteration 2F (2100.750000 sec): 3 clusters Score: Raw -1527244.316180 + Penalty 4547.564179 = -1522696.752001 nChanged 551 SP:Iteration 3F (2101.010000 sec): 3 clusters Score: Raw -1527529.848810 + Penalty 4547.564179 = -1522982.284631 nChanged 439 SP:Iteration 4Q (2101.200000 sec): 3 clusters Score: Raw -1527772.865126 + Penalty 4547.564179 = -1523225.300947 nChanged 392 SP:Iteration 5Q (2101.440000 sec): 3 clusters Score: Raw -1528029.869297 + Penalty 4547.564179 = -1523482.305117 nChanged 428 SP:Iteration 6Q (2101.640000 sec): 3 clusters Score: Raw -1528287.839670 + Penalty 4547.564179 = -1523740.275491 nChanged 444 SP:Iteration 7Q (2101.850000 sec): 3 clusters Score: Raw -1528523.659423 + Penalty 4547.564179 = -1523976.095244 nChanged 443 SP:Iteration 8Q (2102.080000 sec): 3 clusters Score: Raw -1528754.170771 + Penalty 4547.564179 = -1524206.606592 nChanged 431 SP:Iteration 9Q (2102.310000 sec): 3 clusters Score: Raw -1528998.266181 + Penalty 4547.564179 = -1524450.702002 nChanged 456 SP:Iteration 10Q (2102.560000 sec): 3 clusters Score: Raw -1529290.163979 + Penalty 4547.564179 = -1524742.599799 nChanged 456 SP:Iteration 11Q (2102.740000 sec): 3 clusters Score: Raw -1529574.558252 + Penalty 4547.564179 = -1525026.994073 nChanged 423 SP:Iteration 12Q (2102.960000 sec): 3 clusters Score: Raw -1529858.816403 + Penalty 4547.564179 = -1525311.252223 nChanged 398 SP:Iteration 13Q (2103.190000 sec): 3 clusters Score: Raw -1530118.553023 + Penalty 4547.564179 = -1525570.988844 nChanged 321 SP:Iteration 14Q (2103.430000 sec): 3 clusters Score: Raw -1530310.020248 + Penalty 4547.564179 = -1525762.456068 nChanged 256 SP:Iteration 15Q (2103.650000 sec): 3 clusters Score: Raw -1530464.194551 + Penalty 4547.564179 = -1525916.630372 nChanged 239 SP:Iteration 16Q (2103.880000 sec): 3 clusters Score: Raw -1530581.986855 + Penalty 4547.564179 = -1526034.422676 nChanged 190 SP:Iteration 17Q (2104.110000 sec): 3 clusters Score: Raw -1530669.792411 + Penalty 4547.564179 = -1526122.228232 nChanged 117 SP:Iteration 18Q (2104.390000 sec): 3 clusters Score: Raw -1530716.851952 + Penalty 4547.564179 = -1526169.287772 nChanged 100 SP:Iteration 19Q (2104.570000 sec): 3 clusters Score: Raw -1530754.708707 + Penalty 4547.564179 = -1526207.144528 nChanged 78 SP:Iteration 20F (2104.810000 sec): 3 clusters Score: Raw -1530788.480370 + Penalty 4547.564179 = -1526240.916191 nChanged 71 SP:Iteration 21Q (2105.030000 sec): 3 clusters Score: Raw -1530819.778276 + Penalty 4547.564179 = -1526272.214097 nChanged 68 SP:Iteration 22Q (2105.260000 sec): 3 clusters Score: Raw -1530843.886134 + Penalty 4547.564179 = -1526296.321955 nChanged 43 SP:Iteration 23Q (2105.520000 sec): 3 clusters Score: Raw -1530857.114413 + Penalty 4547.564179 = -1526309.550233 nChanged 32 SP:Iteration 24Q (2105.760000 sec): 3 clusters Score: Raw -1530867.231893 + Penalty 4547.564179 = -1526319.667714 nChanged 28 SP:Iteration 25Q (2105.970000 sec): 3 clusters Score: Raw -1530876.595419 + Penalty 4547.564179 = -1526329.031239 nChanged 21 SP:Iteration 26Q (2106.280000 sec): 3 clusters Score: Raw -1530883.020467 + Penalty 4547.564179 = -1526335.456288 nChanged 17 SP:Iteration 27Q (2106.520000 sec): 3 clusters Score: Raw -1530889.279002 + Penalty 4547.564179 = -1526341.714823 nChanged 24 SP:Iteration 28Q (2106.720000 sec): 3 clusters Score: Raw -1530896.812747 + Penalty 4547.564179 = -1526349.248568 nChanged 20 SP:Iteration 29Q (2106.990000 sec): 3 clusters Score: Raw -1530902.717168 + Penalty 4547.564179 = -1526355.152989 nChanged 17 SP:Iteration 30Q (2107.180000 sec): 3 clusters Score: Raw -1530909.990310 + Penalty 4547.564179 = -1526362.426130 nChanged 20 SP:Iteration 31Q (2107.410000 sec): 3 clusters Score: Raw -1530916.775439 + Penalty 4547.564179 = -1526369.211260 nChanged 14 SP:Iteration 32Q (2107.660000 sec): 3 clusters Score: Raw -1530921.885221 + Penalty 4547.564179 = -1526374.321042 nChanged 13 SP:Iteration 33Q (2107.880000 sec): 3 clusters Score: Raw -1530926.383924 + Penalty 4547.564179 = -1526378.819745 nChanged 9 SP:Iteration 34Q (2108.100000 sec): 3 clusters Score: Raw -1530929.080449 + Penalty 4547.564179 = -1526381.516269 nChanged 9 SP:Iteration 35Q (2108.340000 sec): 3 clusters Score: Raw -1530931.672730 + Penalty 4547.564179 = -1526384.108550 nChanged 7 SP:Iteration 36Q (2108.570000 sec): 3 clusters Score: Raw -1530933.909734 + Penalty 4547.564179 = -1526386.345554 nChanged 7 SP:Iteration 37Q (2108.790000 sec): 3 clusters Score: Raw -1530936.257853 + Penalty 4547.564179 = -1526388.693673 nChanged 4 SP:Iteration 38Q (2109.020000 sec): 3 clusters Score: Raw -1530937.117651 + Penalty 4547.564179 = -1526389.553471 nChanged 3 SP:Iteration 39Q (2109.250000 sec): 3 clusters Score: Raw -1530937.485905 + Penalty 4547.564179 = -1526389.921726 nChanged 1 SP:Iteration 40F (2109.520000 sec): 3 clusters Score: Raw -1530937.781243 + Penalty 4547.564179 = -1526390.217064 nChanged 2 SP:Iteration 41Q (2109.760000 sec): 3 clusters Score: Raw -1530938.243602 + Penalty 4547.564179 = -1526390.679423 nChanged 1 SP:Iteration 42Q (2109.990000 sec): 3 clusters Score: Raw -1530938.704862 + Penalty 4547.564179 = -1526391.140682 nChanged 0 SP:Iteration 43F (2110.200000 sec): 3 clusters Score: Raw -1530938.704862 + Penalty 4547.564179 = -1526391.140682 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2110.310000 sec): 2 clusters Score: Raw -119913.040588 + Penalty 1657.783708 = -118255.256879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2110.530000 sec): 3 clusters Score: Raw -119815.304257 + Penalty 3315.567417 = -116499.736840 nChanged 219 SP:Iteration 1F (2110.680000 sec): 3 clusters Score: Raw -120451.307540 + Penalty 3315.567417 = -117135.740123 nChanged 113 SP:Iteration 2F (2110.870000 sec): 3 clusters Score: Raw -120958.879393 + Penalty 3315.567417 = -117643.311976 nChanged 63 SP:Iteration 3F (2111.050000 sec): 3 clusters Score: Raw -121202.528251 + Penalty 3315.567417 = -117886.960835 nChanged 48 SP:Iteration 4F (2111.230000 sec): 3 clusters Score: Raw -121551.639456 + Penalty 3315.567417 = -118236.072039 nChanged 54 SP:Iteration 5F (2111.430000 sec): 3 clusters Score: Raw -122070.651580 + Penalty 3315.567417 = -118755.084163 nChanged 30 SP:Iteration 6Q (2111.660000 sec): 3 clusters Score: Raw -122244.695231 + Penalty 3315.567417 = -118929.127814 nChanged 21 SP:Iteration 7Q (2111.820000 sec): 3 clusters Score: Raw -122371.242723 + Penalty 3315.567417 = -119055.675306 nChanged 11 SP:Iteration 8Q (2111.980000 sec): 3 clusters Score: Raw -122450.825535 + Penalty 3315.567417 = -119135.258118 nChanged 9 SP:Iteration 9Q (2112.150000 sec): 3 clusters Score: Raw -122512.255388 + Penalty 3315.567417 = -119196.687971 nChanged 7 SP:Iteration 10Q (2112.310000 sec): 3 clusters Score: Raw -122567.777969 + Penalty 3315.567417 = -119252.210552 nChanged 4 SP:Iteration 11Q (2112.510000 sec): 3 clusters Score: Raw -122606.513809 + Penalty 3315.567417 = -119290.946392 nChanged 3 SP:Iteration 12Q (2112.660000 sec): 3 clusters Score: Raw -122687.968622 + Penalty 3315.567417 = -119372.401205 nChanged 3 SP:Iteration 13Q (2112.820000 sec): 3 clusters Score: Raw -122721.305128 + Penalty 3315.567417 = -119405.737711 nChanged 0 SP:Iteration 14F (2113.030000 sec): 3 clusters Score: Raw -122767.423870 + Penalty 3315.567417 = -119451.856453 nChanged 19 SP:Iteration 15Q (2113.180000 sec): 3 clusters Score: Raw -122964.293629 + Penalty 3315.567417 = -119648.726212 nChanged 14 SP:Iteration 16Q (2113.340000 sec): 3 clusters Score: Raw -123136.676018 + Penalty 3315.567417 = -119821.108601 nChanged 7 SP:Iteration 17Q (2113.550000 sec): 3 clusters Score: Raw -123186.573450 + Penalty 3315.567417 = -119871.006033 nChanged 2 SP:Iteration 18Q (2113.740000 sec): 3 clusters Score: Raw -123202.054935 + Penalty 3315.567417 = -119886.487518 nChanged 0 SP:Iteration 19F (2113.890000 sec): 3 clusters Score: Raw -123202.054935 + Penalty 3315.567417 = -119886.487518 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 6.32 GB. Trying to split cluster 17 (11058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.090000 sec): 2 clusters Score: Raw -1769604.862572 + Penalty 2309.105538 = -1767295.757034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.310000 sec): 3 clusters Score: Raw -1763614.529931 + Penalty 4618.211076 = -1758996.318856 nChanged 4607 SP:Iteration 1F (2114.540000 sec): 3 clusters Score: Raw -1766045.871597 + Penalty 4618.211076 = -1761427.660522 nChanged 688 SP:Iteration 2F (2114.740000 sec): 3 clusters Score: Raw -1766318.105339 + Penalty 4618.211076 = -1761699.894263 nChanged 544 SP:Iteration 3Q (2114.960000 sec): 3 clusters Score: Raw -1766531.122074 + Penalty 4618.211076 = -1761912.910999 nChanged 439 SP:Iteration 4Q (2115.190000 sec): 3 clusters Score: Raw -1766696.086785 + Penalty 4618.211076 = -1762077.875709 nChanged 378 SP:Iteration 5Q (2115.460000 sec): 3 clusters Score: Raw -1766852.194805 + Penalty 4618.211076 = -1762233.983730 nChanged 392 SP:Iteration 6Q (2115.710000 sec): 3 clusters Score: Raw -1767011.502364 + Penalty 4618.211076 = -1762393.291288 nChanged 382 SP:Iteration 7Q (2115.930000 sec): 3 clusters Score: Raw -1767187.919569 + Penalty 4618.211076 = -1762569.708493 nChanged 387 SP:Iteration 8Q (2116.170000 sec): 3 clusters Score: Raw -1767369.831885 + Penalty 4618.211076 = -1762751.620810 nChanged 417 SP:Iteration 9Q (2116.430000 sec): 3 clusters Score: Raw -1767592.781450 + Penalty 4618.211076 = -1762974.570374 nChanged 441 SP:Iteration 10Q (2116.630000 sec): 3 clusters Score: Raw -1767840.232644 + Penalty 4618.211076 = -1763222.021569 nChanged 460 SP:Iteration 11Q (2116.910000 sec): 3 clusters Score: Raw -1768140.230499 + Penalty 4618.211076 = -1763522.019423 nChanged 497 SP:Iteration 12Q (2117.120000 sec): 3 clusters Score: Raw -1768520.920736 + Penalty 4618.211076 = -1763902.709661 nChanged 443 SP:Iteration 13Q (2117.390000 sec): 3 clusters Score: Raw -1768881.433711 + Penalty 4618.211076 = -1764263.222635 nChanged 357 SP:Iteration 14Q (2117.600000 sec): 3 clusters Score: Raw -1769184.619054 + Penalty 4618.211076 = -1764566.407978 nChanged 254 SP:Iteration 15Q (2117.880000 sec): 3 clusters Score: Raw -1769400.997898 + Penalty 4618.211076 = -1764782.786822 nChanged 163 SP:Iteration 16Q (2118.090000 sec): 3 clusters Score: Raw -1769539.533035 + Penalty 4618.211076 = -1764921.321960 nChanged 112 SP:Iteration 17Q (2118.320000 sec): 3 clusters Score: Raw -1769645.250438 + Penalty 4618.211076 = -1765027.039362 nChanged 82 SP:Iteration 18Q (2118.550000 sec): 3 clusters Score: Raw -1769722.714999 + Penalty 4618.211076 = -1765104.503923 nChanged 60 SP:Iteration 19Q (2118.760000 sec): 3 clusters Score: Raw -1769781.155277 + Penalty 4618.211076 = -1765162.944201 nChanged 42 SP:Iteration 20F (2119.000000 sec): 3 clusters Score: Raw -1769824.517108 + Penalty 4618.211076 = -1765206.306032 nChanged 24 SP:Iteration 21Q (2119.230000 sec): 3 clusters Score: Raw -1769850.925551 + Penalty 4618.211076 = -1765232.714476 nChanged 22 SP:Iteration 22Q (2119.470000 sec): 3 clusters Score: Raw -1769879.692010 + Penalty 4618.211076 = -1765261.480934 nChanged 23 SP:Iteration 23Q (2119.700000 sec): 3 clusters Score: Raw -1769901.914433 + Penalty 4618.211076 = -1765283.703357 nChanged 9 SP:Iteration 24Q (2119.940000 sec): 3 clusters Score: Raw -1769910.987414 + Penalty 4618.211076 = -1765292.776339 nChanged 9 SP:Iteration 25Q (2120.160000 sec): 3 clusters Score: Raw -1769918.243039 + Penalty 4618.211076 = -1765300.031963 nChanged 5 SP:Iteration 26Q (2120.370000 sec): 3 clusters Score: Raw -1769925.041638 + Penalty 4618.211076 = -1765306.830562 nChanged 3 SP:Iteration 27Q (2120.580000 sec): 3 clusters Score: Raw -1769928.522867 + Penalty 4618.211076 = -1765310.311791 nChanged 4 SP:Iteration 28Q (2120.860000 sec): 3 clusters Score: Raw -1769931.069365 + Penalty 4618.211076 = -1765312.858289 nChanged 4 SP:Iteration 29Q (2121.060000 sec): 3 clusters Score: Raw -1769934.627104 + Penalty 4618.211076 = -1765316.416028 nChanged 1 SP:Iteration 30Q (2121.280000 sec): 3 clusters Score: Raw -1769935.005297 + Penalty 4618.211076 = -1765316.794221 nChanged 2 SP:Iteration 31Q (2121.490000 sec): 3 clusters Score: Raw -1769938.546150 + Penalty 4618.211076 = -1765320.335075 nChanged 3 SP:Iteration 32Q (2121.720000 sec): 3 clusters Score: Raw -1769943.078038 + Penalty 4618.211076 = -1765324.866962 nChanged 3 SP:Iteration 33Q (2121.940000 sec): 3 clusters Score: Raw -1769946.005737 + Penalty 4618.211076 = -1765327.794661 nChanged 4 SP:Iteration 34Q (2122.180000 sec): 3 clusters Score: Raw -1769951.547223 + Penalty 4618.211076 = -1765333.336147 nChanged 5 SP:Iteration 35Q (2122.420000 sec): 3 clusters Score: Raw -1769955.913794 + Penalty 4618.211076 = -1765337.702718 nChanged 3 SP:Iteration 36Q (2122.640000 sec): 3 clusters Score: Raw -1769958.783974 + Penalty 4618.211076 = -1765340.572899 nChanged 3 SP:Iteration 37Q (2122.870000 sec): 3 clusters Score: Raw -1769962.014257 + Penalty 4618.211076 = -1765343.803181 nChanged 1 SP:Iteration 38Q (2123.100000 sec): 3 clusters Score: Raw -1769962.863884 + Penalty 4618.211076 = -1765344.652809 nChanged 1 SP:Iteration 39Q (2123.330000 sec): 3 clusters Score: Raw -1769963.453270 + Penalty 4618.211076 = -1765345.242194 nChanged 2 SP:Iteration 40F (2123.550000 sec): 3 clusters Score: Raw -1769966.476810 + Penalty 4618.211076 = -1765348.265734 nChanged 2 SP:Iteration 41Q (2123.790000 sec): 3 clusters Score: Raw -1769968.964224 + Penalty 4618.211076 = -1765350.753148 nChanged 1 SP:Iteration 42Q (2124.030000 sec): 3 clusters Score: Raw -1769969.588666 + Penalty 4618.211076 = -1765351.377591 nChanged 0 SP:Iteration 43F (2124.280000 sec): 3 clusters Score: Raw -1769969.588666 + Penalty 4618.211076 = -1765351.377591 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (78910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.720000 sec): 2 clusters Score: Raw -12757375.904613 + Penalty 2796.463684 = -12754579.440929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.300000 sec): 3 clusters Score: Raw -12707338.142119 + Penalty 5592.927368 = -12701745.214751 nChanged 37017 SP:Iteration 1F (2125.840000 sec): 3 clusters Score: Raw -12728115.544782 + Penalty 5592.927368 = -12722522.617414 nChanged 3055 SP:Iteration 2Q (2126.430000 sec): 3 clusters Score: Raw -12729138.413175 + Penalty 5592.927368 = -12723545.485807 nChanged 3712 SP:Iteration 3Q (2127.050000 sec): 3 clusters Score: Raw -12730895.066261 + Penalty 5592.927368 = -12725302.138893 nChanged 4910 SP:Iteration 4F (2127.680000 sec): 3 clusters Score: Raw -12734259.193582 + Penalty 5592.927368 = -12728666.266214 nChanged 6515 SP:Iteration 5F (2128.300000 sec): 3 clusters Score: Raw -12739765.064834 + Penalty 5592.927368 = -12734172.137467 nChanged 7278 SP:Iteration 6F (2128.910000 sec): 3 clusters Score: Raw -12746297.918746 + Penalty 5592.927368 = -12740704.991378 nChanged 6466 SP:Iteration 7F (2129.490000 sec): 3 clusters Score: Raw -12751183.501868 + Penalty 5592.927368 = -12745590.574500 nChanged 4300 SP:Iteration 8F (2130.070000 sec): 3 clusters Score: Raw -12753719.298496 + Penalty 5592.927368 = -12748126.371129 nChanged 2930 SP:Iteration 9Q (2130.690000 sec): 3 clusters Score: Raw -12755153.374072 + Penalty 5592.927368 = -12749560.446705 nChanged 2102 SP:Iteration 10Q (2131.320000 sec): 3 clusters Score: Raw -12756078.709858 + Penalty 5592.927368 = -12750485.782490 nChanged 1692 SP:Iteration 11Q (2131.890000 sec): 3 clusters Score: Raw -12756764.388513 + Penalty 5592.927368 = -12751171.461145 nChanged 1389 SP:Iteration 12Q (2132.480000 sec): 3 clusters Score: Raw -12757282.531584 + Penalty 5592.927368 = -12751689.604216 nChanged 1126 SP:Iteration 13Q (2133.110000 sec): 3 clusters Score: Raw -12757674.533268 + Penalty 5592.927368 = -12752081.605900 nChanged 948 SP:Iteration 14Q (2133.710000 sec): 3 clusters Score: Raw -12757983.739874 + Penalty 5592.927368 = -12752390.812506 nChanged 809 SP:Iteration 15Q (2134.300000 sec): 3 clusters Score: Raw -12758253.024140 + Penalty 5592.927368 = -12752660.096772 nChanged 670 SP:Iteration 16Q (2134.940000 sec): 3 clusters Score: Raw -12758461.130956 + Penalty 5592.927368 = -12752868.203589 nChanged 525 SP:Iteration 17Q (2135.540000 sec): 3 clusters Score: Raw -12758619.574024 + Penalty 5592.927368 = -12753026.646656 nChanged 440 SP:Iteration 18Q (2136.150000 sec): 3 clusters Score: Raw -12758738.033213 + Penalty 5592.927368 = -12753145.105845 nChanged 331 SP:Iteration 19Q (2136.790000 sec): 3 clusters Score: Raw -12758824.440081 + Penalty 5592.927368 = -12753231.512713 nChanged 285 SP:Iteration 20F (2137.360000 sec): 3 clusters Score: Raw -12758903.113417 + Penalty 5592.927368 = -12753310.186049 nChanged 217 SP:Iteration 21Q (2138.020000 sec): 3 clusters Score: Raw -12758965.406846 + Penalty 5592.927368 = -12753372.479478 nChanged 178 SP:Iteration 22Q (2138.620000 sec): 3 clusters Score: Raw -12759017.488984 + Penalty 5592.927368 = -12753424.561617 nChanged 173 SP:Iteration 23Q (2139.260000 sec): 3 clusters Score: Raw -12759063.986237 + Penalty 5592.927368 = -12753471.058870 nChanged 128 SP:Iteration 24Q (2139.940000 sec): 3 clusters Score: Raw -12759100.430459 + Penalty 5592.927368 = -12753507.503091 nChanged 130 SP:Iteration 25Q (2140.570000 sec): 3 clusters Score: Raw -12759133.296620 + Penalty 5592.927368 = -12753540.369252 nChanged 108 SP:Iteration 26Q (2141.210000 sec): 3 clusters Score: Raw -12759159.756210 + Penalty 5592.927368 = -12753566.828842 nChanged 92 SP:Iteration 27Q (2141.830000 sec): 3 clusters Score: Raw -12759179.378610 + Penalty 5592.927368 = -12753586.451242 nChanged 69 SP:Iteration 28Q (2142.370000 sec): 3 clusters Score: Raw -12759192.429006 + Penalty 5592.927368 = -12753599.501639 nChanged 62 SP:Iteration 29Q (2142.950000 sec): 3 clusters Score: Raw -12759203.133280 + Penalty 5592.927368 = -12753610.205912 nChanged 43 SP:Iteration 30Q (2143.530000 sec): 3 clusters Score: Raw -12759209.671825 + Penalty 5592.927368 = -12753616.744457 nChanged 36 SP:Iteration 31Q (2144.120000 sec): 3 clusters Score: Raw -12759214.797682 + Penalty 5592.927368 = -12753621.870314 nChanged 25 SP:Iteration 32Q (2144.730000 sec): 3 clusters Score: Raw -12759218.976999 + Penalty 5592.927368 = -12753626.049631 nChanged 24 SP:Iteration 33Q (2145.280000 sec): 3 clusters Score: Raw -12759222.328276 + Penalty 5592.927368 = -12753629.400908 nChanged 17 SP:Iteration 34Q (2145.830000 sec): 3 clusters Score: Raw -12759224.503993 + Penalty 5592.927368 = -12753631.576625 nChanged 14 SP:Iteration 35Q (2146.370000 sec): 3 clusters Score: Raw -12759226.705767 + Penalty 5592.927368 = -12753633.778399 nChanged 16 SP:Iteration 36Q (2146.940000 sec): 3 clusters Score: Raw -12759229.196164 + Penalty 5592.927368 = -12753636.268796 nChanged 14 SP:Iteration 37Q (2147.690000 sec): 3 clusters Score: Raw -12759231.385774 + Penalty 5592.927368 = -12753638.458406 nChanged 13 SP:Iteration 38Q (2148.330000 sec): 3 clusters Score: Raw -12759233.113407 + Penalty 5592.927368 = -12753640.186040 nChanged 9 SP:Iteration 39Q (2148.940000 sec): 3 clusters Score: Raw -12759234.254708 + Penalty 5592.927368 = -12753641.327340 nChanged 6 SP:Iteration 40F (2149.600000 sec): 3 clusters Score: Raw -12759235.074072 + Penalty 5592.927368 = -12753642.146704 nChanged 10 SP:Iteration 41Q (2150.300000 sec): 3 clusters Score: Raw -12759236.187537 + Penalty 5592.927368 = -12753643.260169 nChanged 8 SP:Iteration 42Q (2150.990000 sec): 3 clusters Score: Raw -12759237.092633 + Penalty 5592.927368 = -12753644.165265 nChanged 8 SP:Iteration 43Q (2151.560000 sec): 3 clusters Score: Raw -12759237.677277 + Penalty 5592.927368 = -12753644.749909 nChanged 5 SP:Iteration 44Q (2152.130000 sec): 3 clusters Score: Raw -12759238.142510 + Penalty 5592.927368 = -12753645.215142 nChanged 3 SP:Iteration 45Q (2152.760000 sec): 3 clusters Score: Raw -12759238.637824 + Penalty 5592.927368 = -12753645.710456 nChanged 3 SP:Iteration 46Q (2153.340000 sec): 3 clusters Score: Raw -12759238.964954 + Penalty 5592.927368 = -12753646.037587 nChanged 4 SP:Iteration 47Q (2153.940000 sec): 3 clusters Score: Raw -12759239.373465 + Penalty 5592.927368 = -12753646.446097 nChanged 4 SP:Iteration 48Q (2154.510000 sec): 3 clusters Score: Raw -12759239.873599 + Penalty 5592.927368 = -12753646.946231 nChanged 3 SP:Iteration 49Q (2155.110000 sec): 3 clusters Score: Raw -12759240.109390 + Penalty 5592.927368 = -12753647.182023 nChanged 2 SP:Iteration 50Q (2155.670000 sec): 3 clusters Score: Raw -12759240.414926 + Penalty 5592.927368 = -12753647.487558 nChanged 5 SP:Iteration 51Q (2156.230000 sec): 3 clusters Score: Raw -12759240.977620 + Penalty 5592.927368 = -12753648.050252 nChanged 5 SP:Iteration 52Q (2156.810000 sec): 3 clusters Score: Raw -12759241.375594 + Penalty 5592.927368 = -12753648.448226 nChanged 2 SP:Iteration 53Q (2157.380000 sec): 3 clusters Score: Raw -12759241.576998 + Penalty 5592.927368 = -12753648.649630 nChanged 2 SP:Iteration 54Q (2157.950000 sec): 3 clusters Score: Raw -12759242.014136 + Penalty 5592.927368 = -12753649.086768 nChanged 4 SP:Iteration 55Q (2158.540000 sec): 3 clusters Score: Raw -12759242.379032 + Penalty 5592.927368 = -12753649.451664 nChanged 2 SP:Iteration 56Q (2159.160000 sec): 3 clusters Score: Raw -12759242.517501 + Penalty 5592.927368 = -12753649.590133 nChanged 2 SP:Iteration 57Q (2159.780000 sec): 3 clusters Score: Raw -12759242.690691 + Penalty 5592.927368 = -12753649.763323 nChanged 1 SP:Iteration 58Q (2160.390000 sec): 3 clusters Score: Raw -12759242.960853 + Penalty 5592.927368 = -12753650.033485 nChanged 0 SP:Iteration 59F (2160.980000 sec): 3 clusters Score: Raw -12759242.960853 + Penalty 5592.927368 = -12753650.033485 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (13774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2161.190000 sec): 2 clusters Score: Raw -2099731.535764 + Penalty 2363.573433 = -2097367.962331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2161.430000 sec): 3 clusters Score: Raw -2092040.107611 + Penalty 4727.146866 = -2087312.960745 nChanged 5949 SP:Iteration 1F (2161.670000 sec): 3 clusters Score: Raw -2095407.323228 + Penalty 4727.146866 = -2090680.176362 nChanged 993 SP:Iteration 2F (2161.890000 sec): 3 clusters Score: Raw -2095999.737435 + Penalty 4727.146866 = -2091272.590569 nChanged 892 SP:Iteration 3F (2162.160000 sec): 3 clusters Score: Raw -2096592.279952 + Penalty 4727.146866 = -2091865.133086 nChanged 880 SP:Iteration 4F (2162.360000 sec): 3 clusters Score: Raw -2097184.815607 + Penalty 4727.146866 = -2092457.668741 nChanged 886 SP:Iteration 5F (2162.580000 sec): 3 clusters Score: Raw -2097848.449565 + Penalty 4727.146866 = -2093121.302699 nChanged 942 SP:Iteration 6F (2162.790000 sec): 3 clusters Score: Raw -2098602.222399 + Penalty 4727.146866 = -2093875.075533 nChanged 865 SP:Iteration 7F (2163.040000 sec): 3 clusters Score: Raw -2099365.373200 + Penalty 4727.146866 = -2094638.226334 nChanged 812 SP:Iteration 8F (2163.300000 sec): 3 clusters Score: Raw -2100044.697170 + Penalty 4727.146866 = -2095317.550304 nChanged 638 SP:Iteration 9Q (2163.520000 sec): 3 clusters Score: Raw -2100501.108239 + Penalty 4727.146866 = -2095773.961373 nChanged 467 SP:Iteration 10Q (2163.790000 sec): 3 clusters Score: Raw -2100791.840227 + Penalty 4727.146866 = -2096064.693361 nChanged 312 SP:Iteration 11Q (2164.050000 sec): 3 clusters Score: Raw -2100958.597963 + Penalty 4727.146866 = -2096231.451097 nChanged 204 SP:Iteration 12Q (2164.290000 sec): 3 clusters Score: Raw -2101052.670212 + Penalty 4727.146866 = -2096325.523346 nChanged 154 SP:Iteration 13Q (2164.580000 sec): 3 clusters Score: Raw -2101120.250382 + Penalty 4727.146866 = -2096393.103516 nChanged 117 SP:Iteration 14Q (2164.850000 sec): 3 clusters Score: Raw -2101175.636777 + Penalty 4727.146866 = -2096448.489911 nChanged 97 SP:Iteration 15Q (2165.090000 sec): 3 clusters Score: Raw -2101219.572502 + Penalty 4727.146866 = -2096492.425636 nChanged 82 SP:Iteration 16Q (2165.330000 sec): 3 clusters Score: Raw -2101247.987888 + Penalty 4727.146866 = -2096520.841022 nChanged 65 SP:Iteration 17Q (2165.600000 sec): 3 clusters Score: Raw -2101275.476024 + Penalty 4727.146866 = -2096548.329159 nChanged 54 SP:Iteration 18Q (2165.800000 sec): 3 clusters Score: Raw -2101298.237272 + Penalty 4727.146866 = -2096571.090406 nChanged 42 SP:Iteration 19Q (2166.070000 sec): 3 clusters Score: Raw -2101312.855823 + Penalty 4727.146866 = -2096585.708957 nChanged 39 SP:Iteration 20F (2166.320000 sec): 3 clusters Score: Raw -2101325.433792 + Penalty 4727.146866 = -2096598.286926 nChanged 35 SP:Iteration 21Q (2166.570000 sec): 3 clusters Score: Raw -2101337.770864 + Penalty 4727.146866 = -2096610.623998 nChanged 31 SP:Iteration 22Q (2166.840000 sec): 3 clusters Score: Raw -2101349.116304 + Penalty 4727.146866 = -2096621.969438 nChanged 33 SP:Iteration 23Q (2167.070000 sec): 3 clusters Score: Raw -2101359.650055 + Penalty 4727.146866 = -2096632.503189 nChanged 29 SP:Iteration 24Q (2167.310000 sec): 3 clusters Score: Raw -2101369.623746 + Penalty 4727.146866 = -2096642.476880 nChanged 28 SP:Iteration 25Q (2167.590000 sec): 3 clusters Score: Raw -2101381.493200 + Penalty 4727.146866 = -2096654.346334 nChanged 38 SP:Iteration 26Q (2167.850000 sec): 3 clusters Score: Raw -2101395.647264 + Penalty 4727.146866 = -2096668.500398 nChanged 37 SP:Iteration 27Q (2168.080000 sec): 3 clusters Score: Raw -2101409.963922 + Penalty 4727.146866 = -2096682.817056 nChanged 34 SP:Iteration 28Q (2168.270000 sec): 3 clusters Score: Raw -2101430.949401 + Penalty 4727.146866 = -2096703.802535 nChanged 39 SP:Iteration 29Q (2168.540000 sec): 3 clusters Score: Raw -2101454.958147 + Penalty 4727.146866 = -2096727.811281 nChanged 40 SP:Iteration 30Q (2168.740000 sec): 3 clusters Score: Raw -2101479.203481 + Penalty 4727.146866 = -2096752.056615 nChanged 39 SP:Iteration 31Q (2169.020000 sec): 3 clusters Score: Raw -2101495.544069 + Penalty 4727.146866 = -2096768.397203 nChanged 36 SP:Iteration 32Q (2169.300000 sec): 3 clusters Score: Raw -2101510.078996 + Penalty 4727.146866 = -2096782.932130 nChanged 21 SP:Iteration 33Q (2169.530000 sec): 3 clusters Score: Raw -2101519.268895 + Penalty 4727.146866 = -2096792.122029 nChanged 30 SP:Iteration 34Q (2169.790000 sec): 3 clusters Score: Raw -2101532.408656 + Penalty 4727.146866 = -2096805.261790 nChanged 25 SP:Iteration 35Q (2170.000000 sec): 3 clusters Score: Raw -2101541.707990 + Penalty 4727.146866 = -2096814.561124 nChanged 16 SP:Iteration 36Q (2170.300000 sec): 3 clusters Score: Raw -2101547.311507 + Penalty 4727.146866 = -2096820.164641 nChanged 22 SP:Iteration 37Q (2170.620000 sec): 3 clusters Score: Raw -2101554.642073 + Penalty 4727.146866 = -2096827.495208 nChanged 13 SP:Iteration 38Q (2170.860000 sec): 3 clusters Score: Raw -2101559.358260 + Penalty 4727.146866 = -2096832.211394 nChanged 11 SP:Iteration 39Q (2171.160000 sec): 3 clusters Score: Raw -2101563.470862 + Penalty 4727.146866 = -2096836.323996 nChanged 10 SP:Iteration 40F (2171.370000 sec): 3 clusters Score: Raw -2101567.601851 + Penalty 4727.146866 = -2096840.454985 nChanged 6 SP:Iteration 41Q (2171.600000 sec): 3 clusters Score: Raw -2101570.159496 + Penalty 4727.146866 = -2096843.012630 nChanged 9 SP:Iteration 42Q (2171.790000 sec): 3 clusters Score: Raw -2101572.559853 + Penalty 4727.146866 = -2096845.412987 nChanged 3 SP:Iteration 43Q (2172.050000 sec): 3 clusters Score: Raw -2101573.023490 + Penalty 4727.146866 = -2096845.876624 nChanged 1 SP:Iteration 44Q (2172.330000 sec): 3 clusters Score: Raw -2101573.433046 + Penalty 4727.146866 = -2096846.286180 nChanged 2 SP:Iteration 45Q (2172.570000 sec): 3 clusters Score: Raw -2101574.103281 + Penalty 4727.146866 = -2096846.956415 nChanged 1 SP:Iteration 46Q (2172.830000 sec): 3 clusters Score: Raw -2101574.831710 + Penalty 4727.146866 = -2096847.684844 nChanged 2 SP:Iteration 47Q (2173.070000 sec): 3 clusters Score: Raw -2101575.696496 + Penalty 4727.146866 = -2096848.549630 nChanged 3 SP:Iteration 48Q (2173.280000 sec): 3 clusters Score: Raw -2101576.970353 + Penalty 4727.146866 = -2096849.823487 nChanged 3 SP:Iteration 49Q (2173.520000 sec): 3 clusters Score: Raw -2101577.622067 + Penalty 4727.146866 = -2096850.475201 nChanged 2 SP:Iteration 50Q (2173.790000 sec): 3 clusters Score: Raw -2101578.302718 + Penalty 4727.146866 = -2096851.155852 nChanged 4 SP:Iteration 51Q (2174.030000 sec): 3 clusters Score: Raw -2101579.753964 + Penalty 4727.146866 = -2096852.607098 nChanged 2 SP:Iteration 52Q (2174.290000 sec): 3 clusters Score: Raw -2101580.507957 + Penalty 4727.146866 = -2096853.361091 nChanged 1 SP:Iteration 53Q (2174.510000 sec): 3 clusters Score: Raw -2101580.871590 + Penalty 4727.146866 = -2096853.724724 nChanged 2 SP:Iteration 54Q (2174.800000 sec): 3 clusters Score: Raw -2101581.130768 + Penalty 4727.146866 = -2096853.983902 nChanged 1 SP:Iteration 55Q (2175.080000 sec): 3 clusters Score: Raw -2101581.346123 + Penalty 4727.146866 = -2096854.199257 nChanged 3 SP:Iteration 56Q (2175.310000 sec): 3 clusters Score: Raw -2101582.080395 + Penalty 4727.146866 = -2096854.933529 nChanged 4 SP:Iteration 57Q (2175.530000 sec): 3 clusters Score: Raw -2101582.719591 + Penalty 4727.146866 = -2096855.572725 nChanged 0 SP:Iteration 58F (2175.790000 sec): 3 clusters Score: Raw -2101582.719591 + Penalty 4727.146866 = -2096855.572725 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.890000 sec): 2 clusters Score: Raw -157645.404005 + Penalty 1734.722796 = -155910.681208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2176.090000 sec): 3 clusters Score: Raw -157509.145733 + Penalty 3469.445593 = -154039.700140 nChanged 289 SP:Iteration 1F (2176.260000 sec): 3 clusters Score: Raw -157875.279698 + Penalty 3469.445593 = -154405.834105 nChanged 94 SP:Iteration 2F (2176.390000 sec): 3 clusters Score: Raw -158088.767302 + Penalty 3469.445593 = -154619.321709 nChanged 87 SP:Iteration 3F (2176.550000 sec): 3 clusters Score: Raw -158328.422259 + Penalty 3469.445593 = -154858.976666 nChanged 80 SP:Iteration 4F (2176.710000 sec): 3 clusters Score: Raw -158640.871283 + Penalty 3469.445593 = -155171.425690 nChanged 68 SP:Iteration 5F (2176.920000 sec): 3 clusters Score: Raw -158876.218745 + Penalty 3469.445593 = -155406.773152 nChanged 49 SP:Iteration 6Q (2177.100000 sec): 3 clusters Score: Raw -158993.526143 + Penalty 3469.445593 = -155524.080550 nChanged 26 SP:Iteration 7Q (2177.280000 sec): 3 clusters Score: Raw -159040.479479 + Penalty 3469.445593 = -155571.033886 nChanged 8 SP:Iteration 8Q (2177.440000 sec): 3 clusters Score: Raw -159052.787125 + Penalty 3469.445593 = -155583.341532 nChanged 0 SP:Iteration 9F (2177.630000 sec): 3 clusters Score: Raw -159052.787125 + Penalty 3469.445593 = -155583.341532 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2177.710000 sec): 2 clusters Score: Raw -83626.327265 + Penalty 1606.670391 = -82019.656874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2177.890000 sec): 3 clusters Score: Raw -83969.332930 + Penalty 3213.340783 = -80755.992148 nChanged 191 SP:Iteration 1F (2178.080000 sec): 3 clusters Score: Raw -85255.157405 + Penalty 3213.340783 = -82041.816622 nChanged 89 SP:Iteration 2F (2178.290000 sec): 3 clusters Score: Raw -86058.271744 + Penalty 3213.340783 = -82844.930962 nChanged 33 SP:Iteration 3F (2178.450000 sec): 3 clusters Score: Raw -86352.471898 + Penalty 3213.340783 = -83139.131115 nChanged 26 SP:Iteration 4Q (2178.630000 sec): 3 clusters Score: Raw -86514.667544 + Penalty 3213.340783 = -83301.326762 nChanged 24 SP:Iteration 5Q (2178.730000 sec): 3 clusters Score: Raw -86724.787498 + Penalty 3213.340783 = -83511.446715 nChanged 25 SP:Iteration 6Q (2178.890000 sec): 3 clusters Score: Raw -87022.596833 + Penalty 3213.340783 = -83809.256051 nChanged 12 SP:Iteration 7Q (2179.040000 sec): 3 clusters Score: Raw -87126.379359 + Penalty 3213.340783 = -83913.038576 nChanged 0 SP:Iteration 8F (2179.140000 sec): 3 clusters Score: Raw -87138.289774 + Penalty 3213.340783 = -83924.948992 nChanged 2 SP:Iteration 9Q (2179.290000 sec): 3 clusters Score: Raw -87151.721559 + Penalty 3213.340783 = -83938.380777 nChanged 0 SP:Iteration 10F (2179.450000 sec): 3 clusters Score: Raw -87151.721559 + Penalty 3213.340783 = -83938.380777 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 6.32 GB. Trying to split cluster 22 (6204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2179.550000 sec): 2 clusters Score: Raw -929822.860171 + Penalty 2165.771482 = -927657.088689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2179.750000 sec): 3 clusters Score: Raw -926880.007094 + Penalty 4331.542964 = -922548.464130 nChanged 2530 SP:Iteration 1F (2179.960000 sec): 3 clusters Score: Raw -929097.977954 + Penalty 4331.542964 = -924766.434990 nChanged 769 SP:Iteration 2F (2180.170000 sec): 3 clusters Score: Raw -930268.286059 + Penalty 4331.542964 = -925936.743095 nChanged 804 SP:Iteration 3F (2180.430000 sec): 3 clusters Score: Raw -932134.153492 + Penalty 4331.542964 = -927802.610528 nChanged 685 SP:Iteration 4F (2180.590000 sec): 3 clusters Score: Raw -934296.896433 + Penalty 4331.542964 = -929965.353469 nChanged 426 SP:Iteration 5F (2180.790000 sec): 3 clusters Score: Raw -935727.072980 + Penalty 4331.542964 = -931395.530016 nChanged 238 SP:Iteration 6Q (2181.060000 sec): 3 clusters Score: Raw -936114.121740 + Penalty 4331.542964 = -931782.578776 nChanged 164 SP:Iteration 7Q (2181.260000 sec): 3 clusters Score: Raw -936276.966500 + Penalty 4331.542964 = -931945.423536 nChanged 118 SP:Iteration 8Q (2181.510000 sec): 3 clusters Score: Raw -936378.261321 + Penalty 4331.542964 = -932046.718357 nChanged 99 SP:Iteration 9Q (2181.710000 sec): 3 clusters Score: Raw -936449.552517 + Penalty 4331.542964 = -932118.009553 nChanged 77 SP:Iteration 10Q (2181.900000 sec): 3 clusters Score: Raw -936513.841242 + Penalty 4331.542964 = -932182.298278 nChanged 86 SP:Iteration 11Q (2182.120000 sec): 3 clusters Score: Raw -936621.448561 + Penalty 4331.542964 = -932289.905597 nChanged 106 SP:Iteration 12Q (2182.330000 sec): 3 clusters Score: Raw -936834.593652 + Penalty 4331.542964 = -932503.050688 nChanged 143 SP:Iteration 13Q (2182.490000 sec): 3 clusters Score: Raw -937274.503692 + Penalty 4331.542964 = -932942.960728 nChanged 115 SP:Iteration 14Q (2182.670000 sec): 3 clusters Score: Raw -937581.462028 + Penalty 4331.542964 = -933249.919064 nChanged 53 SP:Iteration 15Q (2182.790000 sec): 3 clusters Score: Raw -937641.608338 + Penalty 4331.542964 = -933310.065374 nChanged 26 SP:Iteration 16Q (2182.910000 sec): 3 clusters Score: Raw -937659.367217 + Penalty 4331.542964 = -933327.824253 nChanged 7 SP:Iteration 17Q (2183.160000 sec): 3 clusters Score: Raw -937662.977376 + Penalty 4331.542964 = -933331.434412 nChanged 7 SP:Iteration 18Q (2183.330000 sec): 3 clusters Score: Raw -937664.919194 + Penalty 4331.542964 = -933333.376230 nChanged 5 SP:Iteration 19Q (2183.550000 sec): 3 clusters Score: Raw -937665.969274 + Penalty 4331.542964 = -933334.426310 nChanged 1 SP:Iteration 20F (2183.720000 sec): 3 clusters Score: Raw -937666.119249 + Penalty 4331.542964 = -933334.576285 nChanged 1 SP:Iteration 21Q (2183.930000 sec): 3 clusters Score: Raw -937666.372330 + Penalty 4331.542964 = -933334.829366 nChanged 0 SP:Iteration 22F (2184.140000 sec): 3 clusters Score: Raw -937666.372330 + Penalty 4331.542964 = -933334.829366 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 6.32 GB. Trying to split cluster 23 (1058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.230000 sec): 2 clusters Score: Raw -123422.521081 + Penalty 1727.105632 = -121695.415449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2184.390000 sec): 3 clusters Score: Raw -123850.587049 + Penalty 3454.211264 = -120396.375785 nChanged 361 SP:Iteration 1F (2184.550000 sec): 3 clusters Score: Raw -125825.052092 + Penalty 3454.211264 = -122370.840828 nChanged 166 SP:Iteration 2F (2184.730000 sec): 3 clusters Score: Raw -127184.709817 + Penalty 3454.211264 = -123730.498553 nChanged 74 SP:Iteration 3F (2184.920000 sec): 3 clusters Score: Raw -128370.286744 + Penalty 3454.211264 = -124916.075480 nChanged 27 SP:Iteration 4Q (2185.060000 sec): 3 clusters Score: Raw -128657.334927 + Penalty 3454.211264 = -125203.123663 nChanged 24 SP:Iteration 5Q (2185.210000 sec): 3 clusters Score: Raw -128990.298272 + Penalty 3454.211264 = -125536.087008 nChanged 26 SP:Iteration 6Q (2185.440000 sec): 3 clusters Score: Raw -129363.929861 + Penalty 3454.211264 = -125909.718597 nChanged 21 SP:Iteration 7Q (2185.580000 sec): 3 clusters Score: Raw -129609.762644 + Penalty 3454.211264 = -126155.551380 nChanged 11 SP:Iteration 8Q (2185.810000 sec): 3 clusters Score: Raw -130002.559078 + Penalty 3454.211264 = -126548.347814 nChanged 13 SP:Iteration 9Q (2185.970000 sec): 3 clusters Score: Raw -130349.576496 + Penalty 3454.211264 = -126895.365232 nChanged 16 SP:Iteration 10Q (2186.130000 sec): 3 clusters Score: Raw -130999.442029 + Penalty 3454.211264 = -127545.230765 nChanged 13 SP:Iteration 11Q (2186.310000 sec): 3 clusters Score: Raw -131918.740455 + Penalty 3454.211264 = -128464.529191 nChanged 6 SP:Iteration 12Q (2186.480000 sec): 3 clusters Score: Raw -132158.700516 + Penalty 3454.211264 = -128704.489252 nChanged 5 SP:Iteration 13Q (2186.660000 sec): 3 clusters Score: Raw -132333.700217 + Penalty 3454.211264 = -128879.488953 nChanged 7 SP:Iteration 14Q (2186.810000 sec): 3 clusters Score: Raw -132399.661352 + Penalty 3454.211264 = -128945.450088 nChanged 1 SP:Iteration 15Q (2186.990000 sec): 3 clusters Score: Raw -132422.316783 + Penalty 3454.211264 = -128968.105520 nChanged 0 SP:Iteration 16F (2187.170000 sec): 3 clusters Score: Raw -132434.091093 + Penalty 3454.211264 = -128979.879829 nChanged 5 SP:Iteration 17Q (2187.370000 sec): 3 clusters Score: Raw -132457.443578 + Penalty 3454.211264 = -129003.232314 nChanged 0 SP:Iteration 18F (2187.580000 sec): 3 clusters Score: Raw -132457.443578 + Penalty 3454.211264 = -129003.232314 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 6.32 GB. Trying to split cluster 24 (1296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.660000 sec): 2 clusters Score: Raw -162652.717434 + Penalty 1777.425393 = -160875.292041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.830000 sec): 3 clusters Score: Raw -162647.770632 + Penalty 3554.850787 = -159092.919845 nChanged 449 SP:Iteration 1F (2188.010000 sec): 3 clusters Score: Raw -164211.018144 + Penalty 3554.850787 = -160656.167357 nChanged 235 SP:Iteration 2F (2188.160000 sec): 3 clusters Score: Raw -165610.837716 + Penalty 3554.850787 = -162055.986930 nChanged 141 SP:Iteration 3F (2188.350000 sec): 3 clusters Score: Raw -167798.069786 + Penalty 3554.850787 = -164243.218999 nChanged 53 SP:Iteration 4Q (2188.490000 sec): 3 clusters Score: Raw -168886.813517 + Penalty 3554.850787 = -165331.962730 nChanged 30 SP:Iteration 5Q (2188.640000 sec): 3 clusters Score: Raw -169349.008206 + Penalty 3554.850787 = -165794.157419 nChanged 17 SP:Iteration 6Q (2188.770000 sec): 3 clusters Score: Raw -169608.163192 + Penalty 3554.850787 = -166053.312405 nChanged 15 SP:Iteration 7Q (2188.930000 sec): 3 clusters Score: Raw -169957.750172 + Penalty 3554.850787 = -166402.899385 nChanged 15 SP:Iteration 8Q (2189.100000 sec): 3 clusters Score: Raw -170443.413133 + Penalty 3554.850787 = -166888.562347 nChanged 12 SP:Iteration 9Q (2189.280000 sec): 3 clusters Score: Raw -170669.782721 + Penalty 3554.850787 = -167114.931934 nChanged 3 SP:Iteration 10Q (2189.450000 sec): 3 clusters Score: Raw -170676.110932 + Penalty 3554.850787 = -167121.260145 nChanged 1 SP:Iteration 11Q (2189.670000 sec): 3 clusters Score: Raw -170677.299464 + Penalty 3554.850787 = -167122.448677 nChanged 0 SP:Iteration 12F (2189.810000 sec): 3 clusters Score: Raw -170684.251325 + Penalty 3554.850787 = -167129.400538 nChanged 3 SP:Iteration 13Q (2190.000000 sec): 3 clusters Score: Raw -170703.897184 + Penalty 3554.850787 = -167149.046397 nChanged 4 SP:Iteration 14Q (2190.190000 sec): 3 clusters Score: Raw -170726.073996 + Penalty 3554.850787 = -167171.223210 nChanged 2 SP:Iteration 15Q (2190.330000 sec): 3 clusters Score: Raw -170751.399780 + Penalty 3554.850787 = -167196.548993 nChanged 3 SP:Iteration 16Q (2190.480000 sec): 3 clusters Score: Raw -170769.785958 + Penalty 3554.850787 = -167214.935171 nChanged 3 SP:Iteration 17Q (2190.630000 sec): 3 clusters Score: Raw -170774.031171 + Penalty 3554.850787 = -167219.180384 nChanged 0 SP:Iteration 18F (2190.820000 sec): 3 clusters Score: Raw -170774.031171 + Penalty 3554.850787 = -167219.180384 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 6.32 GB. Trying to split cluster 25 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2190.880000 sec): 2 clusters Score: Raw -282716.416571 + Penalty 1878.490504 = -280837.926067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2191.080000 sec): 3 clusters Score: Raw -282085.218430 + Penalty 3756.981008 = -278328.237422 nChanged 621 SP:Iteration 1F (2191.210000 sec): 3 clusters Score: Raw -282943.765295 + Penalty 3756.981008 = -279186.784287 nChanged 226 SP:Iteration 2F (2191.370000 sec): 3 clusters Score: Raw -283418.116017 + Penalty 3756.981008 = -279661.135009 nChanged 171 SP:Iteration 3F (2191.530000 sec): 3 clusters Score: Raw -283821.464492 + Penalty 3756.981008 = -280064.483484 nChanged 128 SP:Iteration 4F (2191.670000 sec): 3 clusters Score: Raw -284210.237078 + Penalty 3756.981008 = -280453.256070 nChanged 111 SP:Iteration 5F (2191.830000 sec): 3 clusters Score: Raw -284569.257872 + Penalty 3756.981008 = -280812.276864 nChanged 92 SP:Iteration 6Q (2192.030000 sec): 3 clusters Score: Raw -284776.142105 + Penalty 3756.981008 = -281019.161097 nChanged 85 SP:Iteration 7Q (2192.200000 sec): 3 clusters Score: Raw -285007.153066 + Penalty 3756.981008 = -281250.172058 nChanged 66 SP:Iteration 8Q (2192.400000 sec): 3 clusters Score: Raw -285195.871358 + Penalty 3756.981008 = -281438.890350 nChanged 46 SP:Iteration 9Q (2192.540000 sec): 3 clusters Score: Raw -285289.251341 + Penalty 3756.981008 = -281532.270332 nChanged 27 SP:Iteration 10Q (2192.720000 sec): 3 clusters Score: Raw -285348.650600 + Penalty 3756.981008 = -281591.669592 nChanged 18 SP:Iteration 11Q (2192.920000 sec): 3 clusters Score: Raw -285369.700434 + Penalty 3756.981008 = -281612.719426 nChanged 13 SP:Iteration 12Q (2193.080000 sec): 3 clusters Score: Raw -285395.791944 + Penalty 3756.981008 = -281638.810936 nChanged 18 SP:Iteration 13Q (2193.300000 sec): 3 clusters Score: Raw -285424.457269 + Penalty 3756.981008 = -281667.476260 nChanged 20 SP:Iteration 14Q (2193.520000 sec): 3 clusters Score: Raw -285492.223363 + Penalty 3756.981008 = -281735.242355 nChanged 18 SP:Iteration 15Q (2193.670000 sec): 3 clusters Score: Raw -285591.745124 + Penalty 3756.981008 = -281834.764116 nChanged 26 SP:Iteration 16Q (2193.840000 sec): 3 clusters Score: Raw -285724.146328 + Penalty 3756.981008 = -281967.165320 nChanged 28 SP:Iteration 17Q (2194.090000 sec): 3 clusters Score: Raw -285828.197075 + Penalty 3756.981008 = -282071.216067 nChanged 21 SP:Iteration 18Q (2194.260000 sec): 3 clusters Score: Raw -285939.582589 + Penalty 3756.981008 = -282182.601581 nChanged 27 SP:Iteration 19Q (2194.470000 sec): 3 clusters Score: Raw -286116.069740 + Penalty 3756.981008 = -282359.088732 nChanged 22 SP:Iteration 20F (2194.620000 sec): 3 clusters Score: Raw -286339.641555 + Penalty 3756.981008 = -282582.660547 nChanged 19 SP:Iteration 21Q (2194.830000 sec): 3 clusters Score: Raw -286498.592860 + Penalty 3756.981008 = -282741.611852 nChanged 8 SP:Iteration 22Q (2195.020000 sec): 3 clusters Score: Raw -286513.515277 + Penalty 3756.981008 = -282756.534269 nChanged 3 SP:Iteration 23Q (2195.210000 sec): 3 clusters Score: Raw -286517.937660 + Penalty 3756.981008 = -282760.956652 nChanged 0 SP:Iteration 24F (2195.420000 sec): 3 clusters Score: Raw -286517.937660 + Penalty 3756.981008 = -282760.956652 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 6.32 GB. Trying to split cluster 26 (198305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2196.520000 sec): 2 clusters Score: Raw -31406891.188529 + Penalty 3024.995259 = -31403866.193270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2197.730000 sec): 3 clusters Score: Raw -31276584.015773 + Penalty 6049.990518 = -31270534.025255 nChanged 95262 SP:Iteration 1F (2198.890000 sec): 3 clusters Score: Raw -31334746.540365 + Penalty 6049.990518 = -31328696.549847 nChanged 7945 SP:Iteration 2Q (2200.140000 sec): 3 clusters Score: Raw -31337983.261952 + Penalty 6049.990518 = -31331933.271434 nChanged 9392 SP:Iteration 3Q (2201.410000 sec): 3 clusters Score: Raw -31342931.497927 + Penalty 6049.990518 = -31336881.507408 nChanged 10991 SP:Iteration 4F (2202.570000 sec): 3 clusters Score: Raw -31349829.303814 + Penalty 6049.990518 = -31343779.313296 nChanged 12378 SP:Iteration 5F (2203.750000 sec): 3 clusters Score: Raw -31358323.268722 + Penalty 6049.990518 = -31352273.278203 nChanged 12729 SP:Iteration 6F (2204.950000 sec): 3 clusters Score: Raw -31367412.690114 + Penalty 6049.990518 = -31361362.699596 nChanged 12083 SP:Iteration 7F (2206.080000 sec): 3 clusters Score: Raw -31376210.188135 + Penalty 6049.990518 = -31370160.197617 nChanged 10426 SP:Iteration 8F (2207.270000 sec): 3 clusters Score: Raw -31383920.981704 + Penalty 6049.990518 = -31377870.991186 nChanged 8399 SP:Iteration 9Q (2208.400000 sec): 3 clusters Score: Raw -31389664.820469 + Penalty 6049.990518 = -31383614.829950 nChanged 6506 SP:Iteration 10Q (2209.520000 sec): 3 clusters Score: Raw -31393664.994220 + Penalty 6049.990518 = -31387615.003701 nChanged 4772 SP:Iteration 11Q (2210.690000 sec): 3 clusters Score: Raw -31396278.364338 + Penalty 6049.990518 = -31390228.373820 nChanged 3651 SP:Iteration 12Q (2211.900000 sec): 3 clusters Score: Raw -31398127.881528 + Penalty 6049.990518 = -31392077.891010 nChanged 2875 SP:Iteration 13Q (2213.140000 sec): 3 clusters Score: Raw -31399493.618347 + Penalty 6049.990518 = -31393443.627829 nChanged 2464 SP:Iteration 14Q (2214.280000 sec): 3 clusters Score: Raw -31400597.010538 + Penalty 6049.990518 = -31394547.020020 nChanged 2146 SP:Iteration 15Q (2215.340000 sec): 3 clusters Score: Raw -31401490.041408 + Penalty 6049.990518 = -31395440.050890 nChanged 1886 SP:Iteration 16Q (2216.280000 sec): 3 clusters Score: Raw -31402274.091166 + Penalty 6049.990518 = -31396224.100647 nChanged 1675 SP:Iteration 17Q (2217.260000 sec): 3 clusters Score: Raw -31402959.366533 + Penalty 6049.990518 = -31396909.376015 nChanged 1525 SP:Iteration 18Q (2218.300000 sec): 3 clusters Score: Raw -31403542.341706 + Penalty 6049.990518 = -31397492.351188 nChanged 1373 SP:Iteration 19Q (2219.300000 sec): 3 clusters Score: Raw -31404055.616146 + Penalty 6049.990518 = -31398005.625628 nChanged 1291 SP:Iteration 20F (2220.450000 sec): 3 clusters Score: Raw -31404521.462808 + Penalty 6049.990518 = -31398471.472290 nChanged 1104 SP:Iteration 21Q (2221.530000 sec): 3 clusters Score: Raw -31404912.545421 + Penalty 6049.990518 = -31398862.554903 nChanged 985 SP:Iteration 22Q (2222.590000 sec): 3 clusters Score: Raw -31405237.188069 + Penalty 6049.990518 = -31399187.197550 nChanged 853 SP:Iteration 23Q (2223.750000 sec): 3 clusters Score: Raw -31405497.556929 + Penalty 6049.990518 = -31399447.566410 nChanged 784 SP:Iteration 24Q (2224.780000 sec): 3 clusters Score: Raw -31405736.183698 + Penalty 6049.990518 = -31399686.193180 nChanged 739 SP:Iteration 25Q (2225.770000 sec): 3 clusters Score: Raw -31405963.979282 + Penalty 6049.990518 = -31399913.988764 nChanged 694 SP:Iteration 26Q (2226.730000 sec): 3 clusters Score: Raw -31406184.395662 + Penalty 6049.990518 = -31400134.405144 nChanged 627 SP:Iteration 27Q (2227.650000 sec): 3 clusters Score: Raw -31406389.209463 + Penalty 6049.990518 = -31400339.218945 nChanged 593 SP:Iteration 28Q (2228.710000 sec): 3 clusters Score: Raw -31406581.734577 + Penalty 6049.990518 = -31400531.744058 nChanged 556 SP:Iteration 29Q (2229.550000 sec): 3 clusters Score: Raw -31406745.631365 + Penalty 6049.990518 = -31400695.640847 nChanged 486 SP:Iteration 30Q (2230.440000 sec): 3 clusters Score: Raw -31406894.870512 + Penalty 6049.990518 = -31400844.879994 nChanged 482 SP:Iteration 31Q (2231.350000 sec): 3 clusters Score: Raw -31407051.148048 + Penalty 6049.990518 = -31401001.157529 nChanged 442 SP:Iteration 32Q (2232.220000 sec): 3 clusters Score: Raw -31407190.900803 + Penalty 6049.990518 = -31401140.910284 nChanged 378 SP:Iteration 33Q (2233.060000 sec): 3 clusters Score: Raw -31407301.114270 + Penalty 6049.990518 = -31401251.123752 nChanged 329 SP:Iteration 34Q (2233.930000 sec): 3 clusters Score: Raw -31407397.195329 + Penalty 6049.990518 = -31401347.204811 nChanged 329 SP:Iteration 35Q (2234.940000 sec): 3 clusters Score: Raw -31407492.754522 + Penalty 6049.990518 = -31401442.764004 nChanged 267 SP:Iteration 36Q (2235.970000 sec): 3 clusters Score: Raw -31407570.333779 + Penalty 6049.990518 = -31401520.343261 nChanged 243 SP:Iteration 37Q (2236.950000 sec): 3 clusters Score: Raw -31407636.751784 + Penalty 6049.990518 = -31401586.761266 nChanged 209 SP:Iteration 38Q (2237.880000 sec): 3 clusters Score: Raw -31407689.875117 + Penalty 6049.990518 = -31401639.884599 nChanged 183 SP:Iteration 39Q (2238.750000 sec): 3 clusters Score: Raw -31407732.713711 + Penalty 6049.990518 = -31401682.723192 nChanged 140 SP:Iteration 40F (2239.800000 sec): 3 clusters Score: Raw -31407762.358401 + Penalty 6049.990518 = -31401712.367883 nChanged 115 SP:Iteration 41Q (2240.650000 sec): 3 clusters Score: Raw -31407786.632822 + Penalty 6049.990518 = -31401736.642304 nChanged 106 SP:Iteration 42Q (2241.510000 sec): 3 clusters Score: Raw -31407811.168133 + Penalty 6049.990518 = -31401761.177614 nChanged 90 SP:Iteration 43Q (2242.410000 sec): 3 clusters Score: Raw -31407827.968548 + Penalty 6049.990518 = -31401777.978030 nChanged 83 SP:Iteration 44Q (2243.410000 sec): 3 clusters Score: Raw -31407842.383496 + Penalty 6049.990518 = -31401792.392978 nChanged 71 SP:Iteration 45Q (2244.340000 sec): 3 clusters Score: Raw -31407853.847834 + Penalty 6049.990518 = -31401803.857316 nChanged 63 SP:Iteration 46Q (2245.250000 sec): 3 clusters Score: Raw -31407864.656745 + Penalty 6049.990518 = -31401814.666227 nChanged 55 SP:Iteration 47Q (2246.170000 sec): 3 clusters Score: Raw -31407872.298859 + Penalty 6049.990518 = -31401822.308341 nChanged 45 SP:Iteration 48Q (2247.130000 sec): 3 clusters Score: Raw -31407880.003093 + Penalty 6049.990518 = -31401830.012575 nChanged 53 SP:Iteration 49Q (2248.090000 sec): 3 clusters Score: Raw -31407889.871103 + Penalty 6049.990518 = -31401839.880585 nChanged 55 SP:Iteration 50Q (2249.060000 sec): 3 clusters Score: Raw -31407899.278130 + Penalty 6049.990518 = -31401849.287612 nChanged 47 SP:Iteration 51Q (2250.050000 sec): 3 clusters Score: Raw -31407906.718172 + Penalty 6049.990518 = -31401856.727654 nChanged 50 SP:Iteration 52Q (2250.930000 sec): 3 clusters Score: Raw -31407913.960850 + Penalty 6049.990518 = -31401863.970332 nChanged 40 SP:Iteration 53Q (2251.770000 sec): 3 clusters Score: Raw -31407920.103788 + Penalty 6049.990518 = -31401870.113269 nChanged 34 SP:Iteration 54Q (2252.710000 sec): 3 clusters Score: Raw -31407925.513939 + Penalty 6049.990518 = -31401875.523421 nChanged 28 SP:Iteration 55Q (2253.720000 sec): 3 clusters Score: Raw -31407929.512628 + Penalty 6049.990518 = -31401879.522110 nChanged 25 SP:Iteration 56Q (2254.850000 sec): 3 clusters Score: Raw -31407932.902349 + Penalty 6049.990518 = -31401882.911831 nChanged 21 SP:Iteration 57Q (2255.740000 sec): 3 clusters Score: Raw -31407935.762672 + Penalty 6049.990518 = -31401885.772154 nChanged 14 SP:Iteration 58Q (2256.680000 sec): 3 clusters Score: Raw -31407937.391796 + Penalty 6049.990518 = -31401887.401278 nChanged 13 SP:Iteration 59Q (2257.590000 sec): 3 clusters Score: Raw -31407939.037662 + Penalty 6049.990518 = -31401889.047144 nChanged 14 SP:Iteration 60F (2258.720000 sec): 3 clusters Score: Raw -31407940.487358 + Penalty 6049.990518 = -31401890.496839 nChanged 8 SP:Iteration 61Q (2259.670000 sec): 3 clusters Score: Raw -31407940.976676 + Penalty 6049.990518 = -31401890.986158 nChanged 4 SP:Iteration 62Q (2260.630000 sec): 3 clusters Score: Raw -31407941.313161 + Penalty 6049.990518 = -31401891.322643 nChanged 7 SP:Iteration 63Q (2261.650000 sec): 3 clusters Score: Raw -31407942.422663 + Penalty 6049.990518 = -31401892.432145 nChanged 13 SP:Iteration 64Q (2262.670000 sec): 3 clusters Score: Raw -31407944.224685 + Penalty 6049.990518 = -31401894.234166 nChanged 10 SP:Iteration 65Q (2263.720000 sec): 3 clusters Score: Raw -31407945.225806 + Penalty 6049.990518 = -31401895.235288 nChanged 6 SP:Iteration 66Q (2264.650000 sec): 3 clusters Score: Raw -31407945.736528 + Penalty 6049.990518 = -31401895.746010 nChanged 3 SP:Iteration 67Q (2265.680000 sec): 3 clusters Score: Raw -31407945.951100 + Penalty 6049.990518 = -31401895.960582 nChanged 3 SP:Iteration 68Q (2266.670000 sec): 3 clusters Score: Raw -31407946.213102 + Penalty 6049.990518 = -31401896.222584 nChanged 4 SP:Iteration 69Q (2267.660000 sec): 3 clusters Score: Raw -31407946.504834 + Penalty 6049.990518 = -31401896.514316 nChanged 0 SP:Iteration 70F (2268.830000 sec): 3 clusters Score: Raw -31407946.504834 + Penalty 6049.990518 = -31401896.514316 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.000000 sec): 2 clusters Score: Raw -72092.904924 + Penalty 1503.241316 = -70589.663608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.220000 sec): 3 clusters Score: Raw -72163.655741 + Penalty 3006.482632 = -69157.173109 nChanged 70 SP:Iteration 1F (2269.400000 sec): 3 clusters Score: Raw -72327.755548 + Penalty 3006.482632 = -69321.272916 nChanged 21 SP:Iteration 2Q (2269.550000 sec): 3 clusters Score: Raw -72393.857493 + Penalty 3006.482632 = -69387.374861 nChanged 10 SP:Iteration 3Q (2269.740000 sec): 3 clusters Score: Raw -72409.858470 + Penalty 3006.482632 = -69403.375839 nChanged 0 SP:Iteration 4F (2269.960000 sec): 3 clusters Score: Raw -72409.858470 + Penalty 3006.482632 = -69403.375839 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (11069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.100000 sec): 2 clusters Score: Raw -1708529.058500 + Penalty 2309.352114 = -1706219.706385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.310000 sec): 3 clusters Score: Raw -1702415.597823 + Penalty 4618.704229 = -1697796.893594 nChanged 4670 SP:Iteration 1F (2270.580000 sec): 3 clusters Score: Raw -1704856.054222 + Penalty 4618.704229 = -1700237.349994 nChanged 653 SP:Iteration 2F (2270.800000 sec): 3 clusters Score: Raw -1705155.023402 + Penalty 4618.704229 = -1700536.319174 nChanged 559 SP:Iteration 3F (2271.060000 sec): 3 clusters Score: Raw -1705381.748629 + Penalty 4618.704229 = -1700763.044400 nChanged 443 SP:Iteration 4Q (2271.310000 sec): 3 clusters Score: Raw -1705560.023266 + Penalty 4618.704229 = -1700941.319038 nChanged 387 SP:Iteration 5Q (2271.480000 sec): 3 clusters Score: Raw -1705716.286039 + Penalty 4618.704229 = -1701097.581810 nChanged 356 SP:Iteration 6Q (2271.690000 sec): 3 clusters Score: Raw -1705848.058434 + Penalty 4618.704229 = -1701229.354205 nChanged 322 SP:Iteration 7Q (2271.970000 sec): 3 clusters Score: Raw -1705962.701109 + Penalty 4618.704229 = -1701343.996880 nChanged 279 SP:Iteration 8Q (2272.210000 sec): 3 clusters Score: Raw -1706062.565980 + Penalty 4618.704229 = -1701443.861751 nChanged 292 SP:Iteration 9Q (2272.490000 sec): 3 clusters Score: Raw -1706170.781845 + Penalty 4618.704229 = -1701552.077616 nChanged 298 SP:Iteration 10Q (2272.740000 sec): 3 clusters Score: Raw -1706285.636738 + Penalty 4618.704229 = -1701666.932509 nChanged 250 SP:Iteration 11Q (2272.970000 sec): 3 clusters Score: Raw -1706388.146666 + Penalty 4618.704229 = -1701769.442437 nChanged 260 SP:Iteration 12Q (2273.190000 sec): 3 clusters Score: Raw -1706493.322522 + Penalty 4618.704229 = -1701874.618293 nChanged 256 SP:Iteration 13Q (2273.430000 sec): 3 clusters Score: Raw -1706597.398445 + Penalty 4618.704229 = -1701978.694216 nChanged 252 SP:Iteration 14Q (2273.670000 sec): 3 clusters Score: Raw -1706700.444960 + Penalty 4618.704229 = -1702081.740731 nChanged 273 SP:Iteration 15Q (2273.940000 sec): 3 clusters Score: Raw -1706822.653690 + Penalty 4618.704229 = -1702203.949461 nChanged 280 SP:Iteration 16Q (2274.210000 sec): 3 clusters Score: Raw -1706952.320295 + Penalty 4618.704229 = -1702333.616066 nChanged 273 SP:Iteration 17Q (2274.480000 sec): 3 clusters Score: Raw -1707079.894208 + Penalty 4618.704229 = -1702461.189979 nChanged 278 SP:Iteration 18Q (2274.720000 sec): 3 clusters Score: Raw -1707197.025620 + Penalty 4618.704229 = -1702578.321391 nChanged 261 SP:Iteration 19Q (2274.990000 sec): 3 clusters Score: Raw -1707310.057190 + Penalty 4618.704229 = -1702691.352961 nChanged 254 SP:Iteration 20F (2275.240000 sec): 3 clusters Score: Raw -1707411.266320 + Penalty 4618.704229 = -1702792.562091 nChanged 231 SP:Iteration 21Q (2275.480000 sec): 3 clusters Score: Raw -1707507.781214 + Penalty 4618.704229 = -1702889.076985 nChanged 228 SP:Iteration 22Q (2275.660000 sec): 3 clusters Score: Raw -1707611.994300 + Penalty 4618.704229 = -1702993.290071 nChanged 230 SP:Iteration 23Q (2275.930000 sec): 3 clusters Score: Raw -1707728.864233 + Penalty 4618.704229 = -1703110.160004 nChanged 238 SP:Iteration 24Q (2276.160000 sec): 3 clusters Score: Raw -1707853.643446 + Penalty 4618.704229 = -1703234.939217 nChanged 248 SP:Iteration 25Q (2276.410000 sec): 3 clusters Score: Raw -1707985.276115 + Penalty 4618.704229 = -1703366.571886 nChanged 231 SP:Iteration 26Q (2276.660000 sec): 3 clusters Score: Raw -1708110.520784 + Penalty 4618.704229 = -1703491.816555 nChanged 185 SP:Iteration 27Q (2276.950000 sec): 3 clusters Score: Raw -1708211.712509 + Penalty 4618.704229 = -1703593.008280 nChanged 177 SP:Iteration 28Q (2277.170000 sec): 3 clusters Score: Raw -1708309.392524 + Penalty 4618.704229 = -1703690.688295 nChanged 146 SP:Iteration 29Q (2277.400000 sec): 3 clusters Score: Raw -1708387.027791 + Penalty 4618.704229 = -1703768.323562 nChanged 145 SP:Iteration 30Q (2277.680000 sec): 3 clusters Score: Raw -1708466.757864 + Penalty 4618.704229 = -1703848.053635 nChanged 146 SP:Iteration 31Q (2277.900000 sec): 3 clusters Score: Raw -1708547.487146 + Penalty 4618.704229 = -1703928.782917 nChanged 116 SP:Iteration 32Q (2278.130000 sec): 3 clusters Score: Raw -1708612.245533 + Penalty 4618.704229 = -1703993.541304 nChanged 94 SP:Iteration 33Q (2278.390000 sec): 3 clusters Score: Raw -1708662.534500 + Penalty 4618.704229 = -1704043.830271 nChanged 87 SP:Iteration 34Q (2278.630000 sec): 3 clusters Score: Raw -1708715.750932 + Penalty 4618.704229 = -1704097.046703 nChanged 87 SP:Iteration 35Q (2278.850000 sec): 3 clusters Score: Raw -1708766.942402 + Penalty 4618.704229 = -1704148.238173 nChanged 63 SP:Iteration 36Q (2279.100000 sec): 3 clusters Score: Raw -1708800.115535 + Penalty 4618.704229 = -1704181.411306 nChanged 54 SP:Iteration 37Q (2279.340000 sec): 3 clusters Score: Raw -1708826.373788 + Penalty 4618.704229 = -1704207.669559 nChanged 39 SP:Iteration 38Q (2279.610000 sec): 3 clusters Score: Raw -1708848.962891 + Penalty 4618.704229 = -1704230.258662 nChanged 50 SP:Iteration 39Q (2279.810000 sec): 3 clusters Score: Raw -1708875.984370 + Penalty 4618.704229 = -1704257.280141 nChanged 39 SP:Iteration 40F (2280.040000 sec): 3 clusters Score: Raw -1708896.382090 + Penalty 4618.704229 = -1704277.677861 nChanged 31 SP:Iteration 41Q (2280.240000 sec): 3 clusters Score: Raw -1708912.987094 + Penalty 4618.704229 = -1704294.282865 nChanged 28 SP:Iteration 42Q (2280.470000 sec): 3 clusters Score: Raw -1708929.671333 + Penalty 4618.704229 = -1704310.967104 nChanged 15 SP:Iteration 43Q (2280.720000 sec): 3 clusters Score: Raw -1708939.429031 + Penalty 4618.704229 = -1704320.724802 nChanged 13 SP:Iteration 44Q (2280.980000 sec): 3 clusters Score: Raw -1708945.810903 + Penalty 4618.704229 = -1704327.106674 nChanged 13 SP:Iteration 45Q (2281.250000 sec): 3 clusters Score: Raw -1708953.433515 + Penalty 4618.704229 = -1704334.729286 nChanged 15 SP:Iteration 46Q (2281.500000 sec): 3 clusters Score: Raw -1708961.015712 + Penalty 4618.704229 = -1704342.311483 nChanged 13 SP:Iteration 47Q (2281.730000 sec): 3 clusters Score: Raw -1708968.170891 + Penalty 4618.704229 = -1704349.466662 nChanged 11 SP:Iteration 48Q (2281.990000 sec): 3 clusters Score: Raw -1708973.293326 + Penalty 4618.704229 = -1704354.589097 nChanged 9 SP:Iteration 49Q (2282.270000 sec): 3 clusters Score: Raw -1708977.328947 + Penalty 4618.704229 = -1704358.624718 nChanged 9 SP:Iteration 50Q (2282.510000 sec): 3 clusters Score: Raw -1708982.307529 + Penalty 4618.704229 = -1704363.603300 nChanged 6 SP:Iteration 51Q (2282.710000 sec): 3 clusters Score: Raw -1708985.473177 + Penalty 4618.704229 = -1704366.768948 nChanged 9 SP:Iteration 52Q (2282.970000 sec): 3 clusters Score: Raw -1708990.393337 + Penalty 4618.704229 = -1704371.689109 nChanged 7 SP:Iteration 53Q (2283.180000 sec): 3 clusters Score: Raw -1708993.574788 + Penalty 4618.704229 = -1704374.870559 nChanged 4 SP:Iteration 54Q (2283.480000 sec): 3 clusters Score: Raw -1708996.186374 + Penalty 4618.704229 = -1704377.482145 nChanged 4 SP:Iteration 55Q (2283.680000 sec): 3 clusters Score: Raw -1708998.689033 + Penalty 4618.704229 = -1704379.984804 nChanged 4 SP:Iteration 56Q (2283.920000 sec): 3 clusters Score: Raw -1709000.418389 + Penalty 4618.704229 = -1704381.714160 nChanged 1 SP:Iteration 57Q (2284.140000 sec): 3 clusters Score: Raw -1709000.980568 + Penalty 4618.704229 = -1704382.276339 nChanged 0 SP:Iteration 58F (2284.360000 sec): 3 clusters Score: Raw -1709000.980568 + Penalty 4618.704229 = -1704382.276339 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (74365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2284.850000 sec): 2 clusters Score: Raw -11900107.817427 + Penalty 2781.751689 = -11897326.065738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2285.440000 sec): 3 clusters Score: Raw -11853069.718632 + Penalty 5563.503377 = -11847506.215255 nChanged 34917 SP:Iteration 1F (2285.990000 sec): 3 clusters Score: Raw -11872469.335414 + Penalty 5563.503377 = -11866905.832036 nChanged 2681 SP:Iteration 2Q (2286.550000 sec): 3 clusters Score: Raw -11873133.223912 + Penalty 5563.503377 = -11867569.720534 nChanged 2622 SP:Iteration 3Q (2287.140000 sec): 3 clusters Score: Raw -11873778.670872 + Penalty 5563.503377 = -11868215.167495 nChanged 2529 SP:Iteration 4Q (2287.730000 sec): 3 clusters Score: Raw -11874419.301705 + Penalty 5563.503377 = -11868855.798328 nChanged 2594 SP:Iteration 5Q (2288.310000 sec): 3 clusters Score: Raw -11875139.456424 + Penalty 5563.503377 = -11869575.953046 nChanged 2856 SP:Iteration 6Q (2288.930000 sec): 3 clusters Score: Raw -11876158.467072 + Penalty 5563.503377 = -11870594.963695 nChanged 3423 SP:Iteration 7Q (2289.560000 sec): 3 clusters Score: Raw -11877629.828996 + Penalty 5563.503377 = -11872066.325619 nChanged 4099 SP:Iteration 8F (2290.130000 sec): 3 clusters Score: Raw -11879888.115996 + Penalty 5563.503377 = -11874324.612619 nChanged 4889 SP:Iteration 9F (2290.720000 sec): 3 clusters Score: Raw -11883221.724605 + Penalty 5563.503377 = -11877658.221228 nChanged 5315 SP:Iteration 10F (2291.320000 sec): 3 clusters Score: Raw -11887392.066537 + Penalty 5563.503377 = -11881828.563160 nChanged 5024 SP:Iteration 11F (2291.880000 sec): 3 clusters Score: Raw -11891751.669824 + Penalty 5563.503377 = -11886188.166447 nChanged 3959 SP:Iteration 12F (2292.440000 sec): 3 clusters Score: Raw -11895282.352873 + Penalty 5563.503377 = -11889718.849496 nChanged 2643 SP:Iteration 13Q (2293.030000 sec): 3 clusters Score: Raw -11897615.861564 + Penalty 5563.503377 = -11892052.358187 nChanged 1577 SP:Iteration 14Q (2293.590000 sec): 3 clusters Score: Raw -11898949.879644 + Penalty 5563.503377 = -11893386.376266 nChanged 834 SP:Iteration 15Q (2294.130000 sec): 3 clusters Score: Raw -11899624.917549 + Penalty 5563.503377 = -11894061.414172 nChanged 436 SP:Iteration 16Q (2294.650000 sec): 3 clusters Score: Raw -11899972.793128 + Penalty 5563.503377 = -11894409.289750 nChanged 217 SP:Iteration 17Q (2295.140000 sec): 3 clusters Score: Raw -11900148.373612 + Penalty 5563.503377 = -11894584.870235 nChanged 127 SP:Iteration 18Q (2295.690000 sec): 3 clusters Score: Raw -11900252.150511 + Penalty 5563.503377 = -11894688.647134 nChanged 77 SP:Iteration 19Q (2296.170000 sec): 3 clusters Score: Raw -11900320.810351 + Penalty 5563.503377 = -11894757.306974 nChanged 52 SP:Iteration 20F (2296.710000 sec): 3 clusters Score: Raw -11900368.261541 + Penalty 5563.503377 = -11894804.758164 nChanged 42 SP:Iteration 21Q (2297.190000 sec): 3 clusters Score: Raw -11900403.324627 + Penalty 5563.503377 = -11894839.821250 nChanged 36 SP:Iteration 22Q (2297.690000 sec): 3 clusters Score: Raw -11900432.821881 + Penalty 5563.503377 = -11894869.318504 nChanged 29 SP:Iteration 23Q (2298.150000 sec): 3 clusters Score: Raw -11900455.656032 + Penalty 5563.503377 = -11894892.152654 nChanged 19 SP:Iteration 24Q (2298.620000 sec): 3 clusters Score: Raw -11900470.845407 + Penalty 5563.503377 = -11894907.342030 nChanged 13 SP:Iteration 25Q (2299.140000 sec): 3 clusters Score: Raw -11900482.429877 + Penalty 5563.503377 = -11894918.926500 nChanged 12 SP:Iteration 26Q (2299.620000 sec): 3 clusters Score: Raw -11900493.184470 + Penalty 5563.503377 = -11894929.681093 nChanged 11 SP:Iteration 27Q (2300.060000 sec): 3 clusters Score: Raw -11900502.805855 + Penalty 5563.503377 = -11894939.302478 nChanged 8 SP:Iteration 28Q (2300.560000 sec): 3 clusters Score: Raw -11900507.887320 + Penalty 5563.503377 = -11894944.383943 nChanged 2 SP:Iteration 29Q (2301.050000 sec): 3 clusters Score: Raw -11900509.340972 + Penalty 5563.503377 = -11894945.837595 nChanged 4 SP:Iteration 30Q (2301.510000 sec): 3 clusters Score: Raw -11900512.708823 + Penalty 5563.503377 = -11894949.205445 nChanged 3 SP:Iteration 31Q (2302.030000 sec): 3 clusters Score: Raw -11900515.125917 + Penalty 5563.503377 = -11894951.622540 nChanged 5 SP:Iteration 32Q (2302.510000 sec): 3 clusters Score: Raw -11900518.041160 + Penalty 5563.503377 = -11894954.537783 nChanged 3 SP:Iteration 33Q (2302.980000 sec): 3 clusters Score: Raw -11900519.860844 + Penalty 5563.503377 = -11894956.357466 nChanged 3 SP:Iteration 34Q (2303.450000 sec): 3 clusters Score: Raw -11900521.375018 + Penalty 5563.503377 = -11894957.871640 nChanged 2 SP:Iteration 35Q (2303.920000 sec): 3 clusters Score: Raw -11900522.852602 + Penalty 5563.503377 = -11894959.349224 nChanged 1 SP:Iteration 36Q (2304.420000 sec): 3 clusters Score: Raw -11900524.196319 + Penalty 5563.503377 = -11894960.692942 nChanged 2 SP:Iteration 37Q (2304.890000 sec): 3 clusters Score: Raw -11900526.204990 + Penalty 5563.503377 = -11894962.701613 nChanged 3 SP:Iteration 38Q (2305.360000 sec): 3 clusters Score: Raw -11900529.308720 + Penalty 5563.503377 = -11894965.805343 nChanged 4 SP:Iteration 39Q (2305.890000 sec): 3 clusters Score: Raw -11900531.617311 + Penalty 5563.503377 = -11894968.113933 nChanged 2 SP:Iteration 40F (2306.500000 sec): 3 clusters Score: Raw -11900533.471219 + Penalty 5563.503377 = -11894969.967842 nChanged 3 SP:Iteration 41Q (2306.950000 sec): 3 clusters Score: Raw -11900535.297587 + Penalty 5563.503377 = -11894971.794210 nChanged 1 SP:Iteration 42Q (2307.400000 sec): 3 clusters Score: Raw -11900536.064806 + Penalty 5563.503377 = -11894972.561429 nChanged 0 SP:Iteration 43F (2307.970000 sec): 3 clusters Score: Raw -11900536.064806 + Penalty 5563.503377 = -11894972.561429 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (31277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.220000 sec): 2 clusters Score: Raw -4874790.049933 + Penalty 2566.958294 = -4872223.091639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.530000 sec): 3 clusters Score: Raw -4855998.826378 + Penalty 5133.916588 = -4850864.909790 nChanged 14017 SP:Iteration 1F (2308.930000 sec): 3 clusters Score: Raw -4863575.758084 + Penalty 5133.916588 = -4858441.841496 nChanged 1436 SP:Iteration 2Q (2309.250000 sec): 3 clusters Score: Raw -4864095.230082 + Penalty 5133.916588 = -4858961.313494 nChanged 1364 SP:Iteration 3Q (2309.620000 sec): 3 clusters Score: Raw -4864640.511095 + Penalty 5133.916588 = -4859506.594507 nChanged 1350 SP:Iteration 4Q (2309.950000 sec): 3 clusters Score: Raw -4865247.058133 + Penalty 5133.916588 = -4860113.141545 nChanged 1356 SP:Iteration 5Q (2310.360000 sec): 3 clusters Score: Raw -4865897.177708 + Penalty 5133.916588 = -4860763.261120 nChanged 1453 SP:Iteration 6Q (2310.750000 sec): 3 clusters Score: Raw -4866692.070153 + Penalty 5133.916588 = -4861558.153565 nChanged 1581 SP:Iteration 7F (2311.110000 sec): 3 clusters Score: Raw -4867678.975580 + Penalty 5133.916588 = -4862545.058992 nChanged 1700 SP:Iteration 8F (2311.480000 sec): 3 clusters Score: Raw -4868829.433574 + Penalty 5133.916588 = -4863695.516986 nChanged 1695 SP:Iteration 9F (2311.890000 sec): 3 clusters Score: Raw -4869937.481913 + Penalty 5133.916588 = -4864803.565325 nChanged 1587 SP:Iteration 10F (2312.270000 sec): 3 clusters Score: Raw -4870888.173095 + Penalty 5133.916588 = -4865754.256507 nChanged 1323 SP:Iteration 11Q (2312.570000 sec): 3 clusters Score: Raw -4871625.034466 + Penalty 5133.916588 = -4866491.117878 nChanged 1146 SP:Iteration 12Q (2312.910000 sec): 3 clusters Score: Raw -4872220.946912 + Penalty 5133.916588 = -4867087.030324 nChanged 851 SP:Iteration 13Q (2313.210000 sec): 3 clusters Score: Raw -4872597.798143 + Penalty 5133.916588 = -4867463.881556 nChanged 674 SP:Iteration 14Q (2313.580000 sec): 3 clusters Score: Raw -4872877.491667 + Penalty 5133.916588 = -4867743.575079 nChanged 602 SP:Iteration 15Q (2313.890000 sec): 3 clusters Score: Raw -4873119.736199 + Penalty 5133.916588 = -4867985.819611 nChanged 527 SP:Iteration 16Q (2314.270000 sec): 3 clusters Score: Raw -4873326.264288 + Penalty 5133.916588 = -4868192.347700 nChanged 502 SP:Iteration 17Q (2314.560000 sec): 3 clusters Score: Raw -4873502.113317 + Penalty 5133.916588 = -4868368.196729 nChanged 413 SP:Iteration 18Q (2314.870000 sec): 3 clusters Score: Raw -4873647.391291 + Penalty 5133.916588 = -4868513.474703 nChanged 428 SP:Iteration 19Q (2315.140000 sec): 3 clusters Score: Raw -4873793.214288 + Penalty 5133.916588 = -4868659.297700 nChanged 392 SP:Iteration 20F (2315.460000 sec): 3 clusters Score: Raw -4873919.110591 + Penalty 5133.916588 = -4868785.194003 nChanged 349 SP:Iteration 21Q (2315.810000 sec): 3 clusters Score: Raw -4874038.737560 + Penalty 5133.916588 = -4868904.820972 nChanged 340 SP:Iteration 22Q (2316.150000 sec): 3 clusters Score: Raw -4874147.808437 + Penalty 5133.916588 = -4869013.891849 nChanged 283 SP:Iteration 23Q (2316.520000 sec): 3 clusters Score: Raw -4874234.201148 + Penalty 5133.916588 = -4869100.284560 nChanged 279 SP:Iteration 24Q (2316.810000 sec): 3 clusters Score: Raw -4874318.372227 + Penalty 5133.916588 = -4869184.455639 nChanged 257 SP:Iteration 25Q (2317.210000 sec): 3 clusters Score: Raw -4874392.722564 + Penalty 5133.916588 = -4869258.805976 nChanged 223 SP:Iteration 26Q (2317.560000 sec): 3 clusters Score: Raw -4874457.390193 + Penalty 5133.916588 = -4869323.473606 nChanged 205 SP:Iteration 27Q (2317.890000 sec): 3 clusters Score: Raw -4874524.095325 + Penalty 5133.916588 = -4869390.178737 nChanged 207 SP:Iteration 28Q (2318.240000 sec): 3 clusters Score: Raw -4874595.796194 + Penalty 5133.916588 = -4869461.879606 nChanged 192 SP:Iteration 29Q (2318.590000 sec): 3 clusters Score: Raw -4874657.848204 + Penalty 5133.916588 = -4869523.931616 nChanged 189 SP:Iteration 30Q (2318.960000 sec): 3 clusters Score: Raw -4874716.950535 + Penalty 5133.916588 = -4869583.033947 nChanged 174 SP:Iteration 31Q (2319.300000 sec): 3 clusters Score: Raw -4874770.546862 + Penalty 5133.916588 = -4869636.630274 nChanged 154 SP:Iteration 32Q (2319.620000 sec): 3 clusters Score: Raw -4874826.308501 + Penalty 5133.916588 = -4869692.391913 nChanged 172 SP:Iteration 33Q (2319.960000 sec): 3 clusters Score: Raw -4874882.921896 + Penalty 5133.916588 = -4869749.005308 nChanged 147 SP:Iteration 34Q (2320.320000 sec): 3 clusters Score: Raw -4874926.405109 + Penalty 5133.916588 = -4869792.488522 nChanged 124 SP:Iteration 35Q (2320.690000 sec): 3 clusters Score: Raw -4874962.609741 + Penalty 5133.916588 = -4869828.693153 nChanged 126 SP:Iteration 36Q (2321.000000 sec): 3 clusters Score: Raw -4875003.827849 + Penalty 5133.916588 = -4869869.911262 nChanged 109 SP:Iteration 37Q (2321.420000 sec): 3 clusters Score: Raw -4875036.842169 + Penalty 5133.916588 = -4869902.925581 nChanged 96 SP:Iteration 38Q (2321.730000 sec): 3 clusters Score: Raw -4875060.470907 + Penalty 5133.916588 = -4869926.554319 nChanged 86 SP:Iteration 39Q (2322.130000 sec): 3 clusters Score: Raw -4875083.906607 + Penalty 5133.916588 = -4869949.990019 nChanged 80 SP:Iteration 40F (2322.490000 sec): 3 clusters Score: Raw -4875105.432201 + Penalty 5133.916588 = -4869971.515613 nChanged 74 SP:Iteration 41Q (2322.850000 sec): 3 clusters Score: Raw -4875126.840820 + Penalty 5133.916588 = -4869992.924232 nChanged 78 SP:Iteration 42Q (2323.190000 sec): 3 clusters Score: Raw -4875151.088419 + Penalty 5133.916588 = -4870017.171831 nChanged 78 SP:Iteration 43Q (2323.540000 sec): 3 clusters Score: Raw -4875177.378493 + Penalty 5133.916588 = -4870043.461905 nChanged 74 SP:Iteration 44Q (2323.890000 sec): 3 clusters Score: Raw -4875202.795965 + Penalty 5133.916588 = -4870068.879377 nChanged 75 SP:Iteration 45Q (2324.190000 sec): 3 clusters Score: Raw -4875226.185663 + Penalty 5133.916588 = -4870092.269075 nChanged 63 SP:Iteration 46Q (2324.540000 sec): 3 clusters Score: Raw -4875245.000845 + Penalty 5133.916588 = -4870111.084257 nChanged 62 SP:Iteration 47Q (2324.840000 sec): 3 clusters Score: Raw -4875265.700184 + Penalty 5133.916588 = -4870131.783596 nChanged 63 SP:Iteration 48Q (2325.130000 sec): 3 clusters Score: Raw -4875285.521730 + Penalty 5133.916588 = -4870151.605142 nChanged 50 SP:Iteration 49Q (2325.480000 sec): 3 clusters Score: Raw -4875302.268071 + Penalty 5133.916588 = -4870168.351483 nChanged 50 SP:Iteration 50Q (2325.810000 sec): 3 clusters Score: Raw -4875321.513696 + Penalty 5133.916588 = -4870187.597108 nChanged 52 SP:Iteration 51Q (2326.140000 sec): 3 clusters Score: Raw -4875337.137069 + Penalty 5133.916588 = -4870203.220481 nChanged 34 SP:Iteration 52Q (2326.460000 sec): 3 clusters Score: Raw -4875345.992227 + Penalty 5133.916588 = -4870212.075639 nChanged 28 SP:Iteration 53Q (2326.790000 sec): 3 clusters Score: Raw -4875354.645170 + Penalty 5133.916588 = -4870220.728582 nChanged 28 SP:Iteration 54Q (2327.120000 sec): 3 clusters Score: Raw -4875362.633765 + Penalty 5133.916588 = -4870228.717177 nChanged 23 SP:Iteration 55Q (2327.420000 sec): 3 clusters Score: Raw -4875368.888035 + Penalty 5133.916588 = -4870234.971447 nChanged 22 SP:Iteration 56Q (2327.750000 sec): 3 clusters Score: Raw -4875375.664373 + Penalty 5133.916588 = -4870241.747786 nChanged 19 SP:Iteration 57Q (2328.080000 sec): 3 clusters Score: Raw -4875381.186244 + Penalty 5133.916588 = -4870247.269656 nChanged 16 SP:Iteration 58Q (2328.450000 sec): 3 clusters Score: Raw -4875385.721675 + Penalty 5133.916588 = -4870251.805087 nChanged 11 SP:Iteration 59Q (2328.800000 sec): 3 clusters Score: Raw -4875389.922430 + Penalty 5133.916588 = -4870256.005842 nChanged 12 SP:Iteration 60F (2329.140000 sec): 3 clusters Score: Raw -4875392.135742 + Penalty 5133.916588 = -4870258.219154 nChanged 7 SP:Iteration 61Q (2329.490000 sec): 3 clusters Score: Raw -4875393.747334 + Penalty 5133.916588 = -4870259.830746 nChanged 3 SP:Iteration 62Q (2329.830000 sec): 3 clusters Score: Raw -4875394.323084 + Penalty 5133.916588 = -4870260.406497 nChanged 1 SP:Iteration 63Q (2330.160000 sec): 3 clusters Score: Raw -4875394.672376 + Penalty 5133.916588 = -4870260.755788 nChanged 1 SP:Iteration 64Q (2330.480000 sec): 3 clusters Score: Raw -4875394.923140 + Penalty 5133.916588 = -4870261.006552 nChanged 2 SP:Iteration 65Q (2330.790000 sec): 3 clusters Score: Raw -4875395.607592 + Penalty 5133.916588 = -4870261.691004 nChanged 3 SP:Iteration 66Q (2331.140000 sec): 3 clusters Score: Raw -4875396.568994 + Penalty 5133.916588 = -4870262.652406 nChanged 7 SP:Iteration 67Q (2331.470000 sec): 3 clusters Score: Raw -4875398.284788 + Penalty 5133.916588 = -4870264.368200 nChanged 7 SP:Iteration 68Q (2331.770000 sec): 3 clusters Score: Raw -4875399.475727 + Penalty 5133.916588 = -4870265.559139 nChanged 4 SP:Iteration 69Q (2332.090000 sec): 3 clusters Score: Raw -4875400.244904 + Penalty 5133.916588 = -4870266.328316 nChanged 2 SP:Iteration 70Q (2332.380000 sec): 3 clusters Score: Raw -4875400.579564 + Penalty 5133.916588 = -4870266.662976 nChanged 1 SP:Iteration 71Q (2332.690000 sec): 3 clusters Score: Raw -4875400.743599 + Penalty 5133.916588 = -4870266.827011 nChanged 0 SP:Iteration 72F (2333.020000 sec): 3 clusters Score: Raw -4875400.743599 + Penalty 5133.916588 = -4870266.827011 nChanged 0 Iteration 59Q (2367.720000 sec): 45 clusters Score: Raw -120113099.519241 + Penalty 147993.540665 = -119965105.978576 nChanged 3862 Iteration 60F (2438.430000 sec): 45 clusters Score: Raw -120122628.702785 + Penalty 147993.540665 = -119974635.162120 nChanged 5076 Iteration 61Q (2468.320000 sec): 45 clusters Score: Raw -120129834.063082 + Penalty 147993.540665 = -119981840.522416 nChanged 4313 Iteration 62Q (2499.230000 sec): 45 clusters Score: Raw -120132632.855052 + Penalty 147993.540665 = -119984639.314387 nChanged 3557 Iteration 63Q (2528.590000 sec): 45 clusters Score: Raw -120134164.031581 + Penalty 147993.540665 = -119986170.490916 nChanged 3143 Iteration 64Q (2557.430000 sec): 45 clusters Score: Raw -120134970.076336 + Penalty 147993.540665 = -119986976.535671 nChanged 2740 Iteration 65Q (2586.360000 sec): 45 clusters Score: Raw -120135499.138654 + Penalty 147993.540665 = -119987505.597988 nChanged 2531 Iteration 66Q (2621.390000 sec): 45 clusters Score: Raw -120135961.120321 + Penalty 147993.540665 = -119987967.579656 nChanged 2457 Iteration 67Q (2657.140000 sec): 45 clusters Score: Raw -120136385.709144 + Penalty 147993.540665 = -119988392.168479 nChanged 2296 Iteration 68Q (2693.300000 sec): 45 clusters Score: Raw -120136731.752551 + Penalty 147993.540665 = -119988738.211886 nChanged 2122 Iteration 69Q (2729.060000 sec): 45 clusters Score: Raw -120137007.160923 + Penalty 147993.540665 = -119989013.620257 nChanged 1946 Iteration 70Q (2764.350000 sec): 45 clusters Score: Raw -120137212.698659 + Penalty 147993.540665 = -119989219.157993 nChanged 1760 Iteration 71Q (2800.320000 sec): 45 clusters Score: Raw -120137377.620469 + Penalty 147993.540665 = -119989384.079804 nChanged 1596 Iteration 72Q (2836.390000 sec): 45 clusters Score: Raw -120137508.040954 + Penalty 147993.540665 = -119989514.500288 nChanged 1466 Iteration 73Q (2865.920000 sec): 45 clusters Score: Raw -120137629.575969 + Penalty 147993.540665 = -119989636.035303 nChanged 1344 Iteration 74Q (2900.750000 sec): 45 clusters Score: Raw -120137733.163417 + Penalty 147993.540665 = -119989739.622751 nChanged 1315 Iteration 75Q (2931.510000 sec): 45 clusters Score: Raw -120137829.020351 + Penalty 147993.540665 = -119989835.479686 nChanged 1271 Iteration 76Q (2964.090000 sec): 45 clusters Score: Raw -120137924.278049 + Penalty 147993.540665 = -119989930.737384 nChanged 1199 Iteration 77Q (2994.220000 sec): 45 clusters Score: Raw -120138012.233531 + Penalty 147993.540665 = -119990018.692865 nChanged 1174 Iteration 78Q (3023.220000 sec): 45 clusters Score: Raw -120138094.513068 + Penalty 147993.540665 = -119990100.972403 nChanged 1076 Iteration 79Q (3051.410000 sec): 45 clusters Score: Raw -120138170.886113 + Penalty 147993.540665 = -119990177.345448 nChanged 1028 Deleting Class 34 (370 points): Lose 3300.529480 but Gain 3363.489561 Iteration 80F (3124.210000 sec): 44 clusters Score: Raw -120138887.051921 + Penalty 144630.051105 = -119994257.000816 nChanged 1628 Iteration 81Q (3154.710000 sec): 44 clusters Score: Raw -120146156.168375 + Penalty 144630.051105 = -120001526.117270 nChanged 1266 Iteration 82Q (3186.780000 sec): 44 clusters Score: Raw -120146899.026580 + Penalty 144630.051105 = -120002268.975475 nChanged 1120 Iteration 83Q (3218.290000 sec): 44 clusters Score: Raw -120147080.010769 + Penalty 144630.051105 = -120002449.959664 nChanged 1015 Iteration 84Q (3249.470000 sec): 44 clusters Score: Raw -120147177.215706 + Penalty 144630.051105 = -120002547.164601 nChanged 962 Iteration 85Q (3281.290000 sec): 44 clusters Score: Raw -120147251.883318 + Penalty 144630.051105 = -120002621.832213 nChanged 890 Iteration 86Q (3310.710000 sec): 44 clusters Score: Raw -120147350.796053 + Penalty 144630.051105 = -120002720.744948 nChanged 818 Iteration 87Q (3340.600000 sec): 44 clusters Score: Raw -120147430.736827 + Penalty 144630.051105 = -120002800.685722 nChanged 753 Iteration 88Q (3371.150000 sec): 44 clusters Score: Raw -120147507.370177 + Penalty 144630.051105 = -120002877.319072 nChanged 735 Iteration 89Q (3402.120000 sec): 44 clusters Score: Raw -120147605.925797 + Penalty 144630.051105 = -120002975.874692 nChanged 704 Iteration 90Q (3433.750000 sec): 44 clusters Score: Raw -120147665.074441 + Penalty 144630.051105 = -120003035.023336 nChanged 657 Iteration 91Q (3464.650000 sec): 44 clusters Score: Raw -120147723.033006 + Penalty 144630.051105 = -120003092.981901 nChanged 615 Iteration 92Q (3496.010000 sec): 44 clusters Score: Raw -120147795.456097 + Penalty 144630.051105 = -120003165.404992 nChanged 537 Iteration 93Q (3525.560000 sec): 44 clusters Score: Raw -120147851.124141 + Penalty 144630.051105 = -120003221.073036 nChanged 504 Iteration 94Q (3555.160000 sec): 44 clusters Score: Raw -120147881.051929 + Penalty 144630.051105 = -120003251.000824 nChanged 476 Iteration 95Q (3585.120000 sec): 44 clusters Score: Raw -120147906.482475 + Penalty 144630.051105 = -120003276.431370 nChanged 476 Iteration 96Q (3616.530000 sec): 44 clusters Score: Raw -120147933.544684 + Penalty 144630.051105 = -120003303.493579 nChanged 462 Iteration 97Q (3644.690000 sec): 44 clusters Score: Raw -120147956.924616 + Penalty 144630.051105 = -120003326.873511 nChanged 421 Iteration 98Q (3673.800000 sec): 44 clusters Score: Raw -120147979.105480 + Penalty 144630.051105 = -120003349.054375 nChanged 433 Writing temp clu file Because OldScore, -120003326.873511, is greater than current (better) Score,-120003349.054375 Compute initial score before splitting: Score: Raw -120147979.105480 + Penalty 144630.051105 = -120003349.054375 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (251597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3675.550000 sec): 2 clusters Score: Raw -39737393.419473 + Penalty 3084.024802 = -39734309.394671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3676.980000 sec): 3 clusters Score: Raw -39571644.000759 + Penalty 6168.049605 = -39565475.951154 nChanged 121301 SP:Iteration 1F (3678.440000 sec): 3 clusters Score: Raw -39643394.992879 + Penalty 6168.049605 = -39637226.943275 nChanged 6857 SP:Iteration 2Q (3679.920000 sec): 3 clusters Score: Raw -39644846.386001 + Penalty 6168.049605 = -39638678.336397 nChanged 7577 SP:Iteration 3Q (3681.630000 sec): 3 clusters Score: Raw -39646723.052703 + Penalty 6168.049605 = -39640555.003098 nChanged 8813 SP:Iteration 4Q (3683.080000 sec): 3 clusters Score: Raw -39649495.445305 + Penalty 6168.049605 = -39643327.395701 nChanged 11084 SP:Iteration 5Q (3684.530000 sec): 3 clusters Score: Raw -39653963.167938 + Penalty 6168.049605 = -39647795.118334 nChanged 14184 SP:Iteration 6F (3685.920000 sec): 3 clusters Score: Raw -39661463.393061 + Penalty 6168.049605 = -39655295.343457 nChanged 18073 SP:Iteration 7F (3687.350000 sec): 3 clusters Score: Raw -39674013.715904 + Penalty 6168.049605 = -39667845.666299 nChanged 21276 SP:Iteration 8F (3688.770000 sec): 3 clusters Score: Raw -39692351.601397 + Penalty 6168.049605 = -39686183.551792 nChanged 20709 SP:Iteration 9F (3690.140000 sec): 3 clusters Score: Raw -39712424.037785 + Penalty 6168.049605 = -39706255.988181 nChanged 14963 SP:Iteration 10F (3691.560000 sec): 3 clusters Score: Raw -39727180.729000 + Penalty 6168.049605 = -39721012.679395 nChanged 7558 SP:Iteration 11Q (3693.050000 sec): 3 clusters Score: Raw -39734160.147934 + Penalty 6168.049605 = -39727992.098329 nChanged 2794 SP:Iteration 12Q (3694.430000 sec): 3 clusters Score: Raw -39736540.086923 + Penalty 6168.049605 = -39730372.037319 nChanged 930 SP:Iteration 13Q (3695.820000 sec): 3 clusters Score: Raw -39737351.873475 + Penalty 6168.049605 = -39731183.823871 nChanged 356 SP:Iteration 14Q (3697.160000 sec): 3 clusters Score: Raw -39737694.112180 + Penalty 6168.049605 = -39731526.062576 nChanged 148 SP:Iteration 15Q (3698.390000 sec): 3 clusters Score: Raw -39737836.360159 + Penalty 6168.049605 = -39731668.310554 nChanged 78 SP:Iteration 16Q (3699.810000 sec): 3 clusters Score: Raw -39737919.977255 + Penalty 6168.049605 = -39731751.927650 nChanged 54 SP:Iteration 17Q (3701.120000 sec): 3 clusters Score: Raw -39737975.461502 + Penalty 6168.049605 = -39731807.411897 nChanged 37 SP:Iteration 18Q (3702.320000 sec): 3 clusters Score: Raw -39738009.692686 + Penalty 6168.049605 = -39731841.643082 nChanged 22 SP:Iteration 19Q (3703.690000 sec): 3 clusters Score: Raw -39738032.287783 + Penalty 6168.049605 = -39731864.238178 nChanged 20 SP:Iteration 20F (3705.140000 sec): 3 clusters Score: Raw -39738053.905650 + Penalty 6168.049605 = -39731885.856046 nChanged 11 SP:Iteration 21Q (3706.460000 sec): 3 clusters Score: Raw -39738064.706852 + Penalty 6168.049605 = -39731896.657247 nChanged 11 SP:Iteration 22Q (3707.820000 sec): 3 clusters Score: Raw -39738075.675146 + Penalty 6168.049605 = -39731907.625541 nChanged 7 SP:Iteration 23Q (3709.180000 sec): 3 clusters Score: Raw -39738083.312162 + Penalty 6168.049605 = -39731915.262558 nChanged 6 SP:Iteration 24Q (3710.730000 sec): 3 clusters Score: Raw -39738091.503621 + Penalty 6168.049605 = -39731923.454016 nChanged 8 SP:Iteration 25Q (3712.110000 sec): 3 clusters Score: Raw -39738102.407418 + Penalty 6168.049605 = -39731934.357814 nChanged 10 SP:Iteration 26Q (3713.470000 sec): 3 clusters Score: Raw -39738111.379687 + Penalty 6168.049605 = -39731943.330082 nChanged 6 SP:Iteration 27Q (3714.750000 sec): 3 clusters Score: Raw -39738118.084928 + Penalty 6168.049605 = -39731950.035324 nChanged 11 SP:Iteration 28Q (3716.040000 sec): 3 clusters Score: Raw -39738133.022658 + Penalty 6168.049605 = -39731964.973053 nChanged 15 SP:Iteration 29Q (3717.150000 sec): 3 clusters Score: Raw -39738146.910022 + Penalty 6168.049605 = -39731978.860417 nChanged 9 SP:Iteration 30Q (3718.240000 sec): 3 clusters Score: Raw -39738161.238561 + Penalty 6168.049605 = -39731993.188956 nChanged 10 SP:Iteration 31Q (3719.460000 sec): 3 clusters Score: Raw -39738168.029630 + Penalty 6168.049605 = -39731999.980026 nChanged 6 SP:Iteration 32Q (3720.660000 sec): 3 clusters Score: Raw -39738172.663135 + Penalty 6168.049605 = -39732004.613530 nChanged 2 SP:Iteration 33Q (3721.830000 sec): 3 clusters Score: Raw -39738173.777265 + Penalty 6168.049605 = -39732005.727660 nChanged 1 SP:Iteration 34Q (3723.020000 sec): 3 clusters Score: Raw -39738174.112357 + Penalty 6168.049605 = -39732006.062752 nChanged 2 SP:Iteration 35Q (3724.280000 sec): 3 clusters Score: Raw -39738175.631687 + Penalty 6168.049605 = -39732007.582082 nChanged 1 SP:Iteration 36Q (3725.560000 sec): 3 clusters Score: Raw -39738176.648397 + Penalty 6168.049605 = -39732008.598792 nChanged 0 SP:Iteration 37F (3727.110000 sec): 3 clusters Score: Raw -39738176.648397 + Penalty 6168.049605 = -39732008.598792 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3727.370000 sec): 2 clusters Score: Raw -1967501.732822 + Penalty 2348.523897 = -1965153.208925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3727.620000 sec): 3 clusters Score: Raw -1960205.133745 + Penalty 4697.047795 = -1955508.085951 nChanged 5510 SP:Iteration 1F (3727.890000 sec): 3 clusters Score: Raw -1963533.420385 + Penalty 4697.047795 = -1958836.372591 nChanged 1071 SP:Iteration 2F (3728.150000 sec): 3 clusters Score: Raw -1964630.882362 + Penalty 4697.047795 = -1959933.834568 nChanged 1152 SP:Iteration 3F (3728.390000 sec): 3 clusters Score: Raw -1965845.588272 + Penalty 4697.047795 = -1961148.540477 nChanged 1089 SP:Iteration 4F (3728.640000 sec): 3 clusters Score: Raw -1966805.420251 + Penalty 4697.047795 = -1962108.372457 nChanged 859 SP:Iteration 5F (3728.830000 sec): 3 clusters Score: Raw -1967484.501819 + Penalty 4697.047795 = -1962787.454025 nChanged 679 SP:Iteration 6F (3729.080000 sec): 3 clusters Score: Raw -1968018.887428 + Penalty 4697.047795 = -1963321.839634 nChanged 539 SP:Iteration 7Q (3729.320000 sec): 3 clusters Score: Raw -1968382.831092 + Penalty 4697.047795 = -1963685.783298 nChanged 386 SP:Iteration 8Q (3729.570000 sec): 3 clusters Score: Raw -1968625.865675 + Penalty 4697.047795 = -1963928.817880 nChanged 313 SP:Iteration 9Q (3729.810000 sec): 3 clusters Score: Raw -1968822.869478 + Penalty 4697.047795 = -1964125.821683 nChanged 277 SP:Iteration 10Q (3730.040000 sec): 3 clusters Score: Raw -1969012.739154 + Penalty 4697.047795 = -1964315.691359 nChanged 244 SP:Iteration 11Q (3730.280000 sec): 3 clusters Score: Raw -1969174.505792 + Penalty 4697.047795 = -1964477.457997 nChanged 211 SP:Iteration 12Q (3730.520000 sec): 3 clusters Score: Raw -1969300.261887 + Penalty 4697.047795 = -1964603.214092 nChanged 147 SP:Iteration 13Q (3730.750000 sec): 3 clusters Score: Raw -1969380.122045 + Penalty 4697.047795 = -1964683.074251 nChanged 123 SP:Iteration 14Q (3730.980000 sec): 3 clusters Score: Raw -1969437.553571 + Penalty 4697.047795 = -1964740.505776 nChanged 93 SP:Iteration 15Q (3731.170000 sec): 3 clusters Score: Raw -1969484.607902 + Penalty 4697.047795 = -1964787.560107 nChanged 76 SP:Iteration 16Q (3731.410000 sec): 3 clusters Score: Raw -1969519.868282 + Penalty 4697.047795 = -1964822.820487 nChanged 63 SP:Iteration 17Q (3731.640000 sec): 3 clusters Score: Raw -1969551.587813 + Penalty 4697.047795 = -1964854.540018 nChanged 74 SP:Iteration 18Q (3731.830000 sec): 3 clusters Score: Raw -1969588.364100 + Penalty 4697.047795 = -1964891.316305 nChanged 63 SP:Iteration 19Q (3732.080000 sec): 3 clusters Score: Raw -1969610.699949 + Penalty 4697.047795 = -1964913.652155 nChanged 41 SP:Iteration 20F (3732.350000 sec): 3 clusters Score: Raw -1969622.670368 + Penalty 4697.047795 = -1964925.622573 nChanged 35 SP:Iteration 21Q (3732.580000 sec): 3 clusters Score: Raw -1969630.567041 + Penalty 4697.047795 = -1964933.519246 nChanged 28 SP:Iteration 22Q (3732.800000 sec): 3 clusters Score: Raw -1969636.949183 + Penalty 4697.047795 = -1964939.901389 nChanged 24 SP:Iteration 23Q (3733.050000 sec): 3 clusters Score: Raw -1969642.150371 + Penalty 4697.047795 = -1964945.102577 nChanged 13 SP:Iteration 24Q (3733.270000 sec): 3 clusters Score: Raw -1969644.990283 + Penalty 4697.047795 = -1964947.942488 nChanged 13 SP:Iteration 25Q (3733.570000 sec): 3 clusters Score: Raw -1969647.562599 + Penalty 4697.047795 = -1964950.514805 nChanged 11 SP:Iteration 26Q (3733.780000 sec): 3 clusters Score: Raw -1969649.834819 + Penalty 4697.047795 = -1964952.787024 nChanged 4 SP:Iteration 27Q (3734.050000 sec): 3 clusters Score: Raw -1969650.562236 + Penalty 4697.047795 = -1964953.514441 nChanged 4 SP:Iteration 28Q (3734.290000 sec): 3 clusters Score: Raw -1969651.431013 + Penalty 4697.047795 = -1964954.383218 nChanged 6 SP:Iteration 29Q (3734.540000 sec): 3 clusters Score: Raw -1969653.087124 + Penalty 4697.047795 = -1964956.039330 nChanged 7 SP:Iteration 30Q (3734.770000 sec): 3 clusters Score: Raw -1969654.434875 + Penalty 4697.047795 = -1964957.387081 nChanged 5 SP:Iteration 31Q (3735.050000 sec): 3 clusters Score: Raw -1969655.642888 + Penalty 4697.047795 = -1964958.595094 nChanged 6 SP:Iteration 32Q (3735.310000 sec): 3 clusters Score: Raw -1969656.501046 + Penalty 4697.047795 = -1964959.453252 nChanged 2 SP:Iteration 33Q (3735.530000 sec): 3 clusters Score: Raw -1969656.748385 + Penalty 4697.047795 = -1964959.700590 nChanged 2 SP:Iteration 34Q (3735.840000 sec): 3 clusters Score: Raw -1969657.065010 + Penalty 4697.047795 = -1964960.017215 nChanged 0 SP:Iteration 35F (3736.090000 sec): 3 clusters Score: Raw -1969657.065010 + Penalty 4697.047795 = -1964960.017215 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3736.210000 sec): 2 clusters Score: Raw -863285.011983 + Penalty 2146.449984 = -861138.561999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3736.390000 sec): 3 clusters Score: Raw -860523.992658 + Penalty 4292.899968 = -856231.092690 nChanged 2185 SP:Iteration 1F (3736.650000 sec): 3 clusters Score: Raw -861839.666037 + Penalty 4292.899968 = -857546.766068 nChanged 458 SP:Iteration 2F (3736.860000 sec): 3 clusters Score: Raw -862216.571767 + Penalty 4292.899968 = -857923.671799 nChanged 368 SP:Iteration 3F (3737.080000 sec): 3 clusters Score: Raw -862586.391095 + Penalty 4292.899968 = -858293.491127 nChanged 337 SP:Iteration 4F (3737.320000 sec): 3 clusters Score: Raw -862926.720098 + Penalty 4292.899968 = -858633.820130 nChanged 296 SP:Iteration 5F (3737.500000 sec): 3 clusters Score: Raw -863128.927172 + Penalty 4292.899968 = -858836.027204 nChanged 243 SP:Iteration 6Q (3737.750000 sec): 3 clusters Score: Raw -863267.341927 + Penalty 4292.899968 = -858974.441959 nChanged 175 SP:Iteration 7Q (3737.960000 sec): 3 clusters Score: Raw -863353.401692 + Penalty 4292.899968 = -859060.501724 nChanged 132 SP:Iteration 8Q (3738.170000 sec): 3 clusters Score: Raw -863423.243124 + Penalty 4292.899968 = -859130.343156 nChanged 137 SP:Iteration 9Q (3738.370000 sec): 3 clusters Score: Raw -863492.270056 + Penalty 4292.899968 = -859199.370088 nChanged 133 SP:Iteration 10Q (3738.640000 sec): 3 clusters Score: Raw -863556.685783 + Penalty 4292.899968 = -859263.785815 nChanged 106 SP:Iteration 11Q (3738.840000 sec): 3 clusters Score: Raw -863611.877035 + Penalty 4292.899968 = -859318.977067 nChanged 96 SP:Iteration 12Q (3739.060000 sec): 3 clusters Score: Raw -863661.774546 + Penalty 4292.899968 = -859368.874578 nChanged 95 SP:Iteration 13Q (3739.280000 sec): 3 clusters Score: Raw -863723.619828 + Penalty 4292.899968 = -859430.719860 nChanged 106 SP:Iteration 14Q (3739.480000 sec): 3 clusters Score: Raw -863778.346099 + Penalty 4292.899968 = -859485.446131 nChanged 96 SP:Iteration 15Q (3739.680000 sec): 3 clusters Score: Raw -863835.466133 + Penalty 4292.899968 = -859542.566165 nChanged 94 SP:Iteration 16Q (3739.900000 sec): 3 clusters Score: Raw -863889.376884 + Penalty 4292.899968 = -859596.476916 nChanged 103 SP:Iteration 17Q (3740.110000 sec): 3 clusters Score: Raw -863947.004538 + Penalty 4292.899968 = -859654.104570 nChanged 93 SP:Iteration 18Q (3740.380000 sec): 3 clusters Score: Raw -864003.269076 + Penalty 4292.899968 = -859710.369108 nChanged 103 SP:Iteration 19Q (3740.580000 sec): 3 clusters Score: Raw -864053.321180 + Penalty 4292.899968 = -859760.421212 nChanged 81 SP:Iteration 20F (3740.820000 sec): 3 clusters Score: Raw -864091.426660 + Penalty 4292.899968 = -859798.526692 nChanged 84 SP:Iteration 21Q (3741.040000 sec): 3 clusters Score: Raw -864134.887386 + Penalty 4292.899968 = -859841.987418 nChanged 72 SP:Iteration 22Q (3741.280000 sec): 3 clusters Score: Raw -864171.690711 + Penalty 4292.899968 = -859878.790743 nChanged 77 SP:Iteration 23Q (3741.430000 sec): 3 clusters Score: Raw -864217.692931 + Penalty 4292.899968 = -859924.792963 nChanged 87 SP:Iteration 24Q (3741.590000 sec): 3 clusters Score: Raw -864268.553368 + Penalty 4292.899968 = -859975.653400 nChanged 81 SP:Iteration 25Q (3741.790000 sec): 3 clusters Score: Raw -864318.944955 + Penalty 4292.899968 = -860026.044987 nChanged 66 SP:Iteration 26Q (3741.980000 sec): 3 clusters Score: Raw -864353.898346 + Penalty 4292.899968 = -860060.998378 nChanged 56 SP:Iteration 27Q (3742.120000 sec): 3 clusters Score: Raw -864380.445592 + Penalty 4292.899968 = -860087.545624 nChanged 41 SP:Iteration 28Q (3742.300000 sec): 3 clusters Score: Raw -864394.042791 + Penalty 4292.899968 = -860101.142823 nChanged 27 SP:Iteration 29Q (3742.460000 sec): 3 clusters Score: Raw -864402.226056 + Penalty 4292.899968 = -860109.326088 nChanged 25 SP:Iteration 30Q (3742.670000 sec): 3 clusters Score: Raw -864409.728155 + Penalty 4292.899968 = -860116.828187 nChanged 18 SP:Iteration 31Q (3742.870000 sec): 3 clusters Score: Raw -864415.710969 + Penalty 4292.899968 = -860122.811001 nChanged 18 SP:Iteration 32Q (3743.040000 sec): 3 clusters Score: Raw -864421.254116 + Penalty 4292.899968 = -860128.354148 nChanged 15 SP:Iteration 33Q (3743.240000 sec): 3 clusters Score: Raw -864425.635470 + Penalty 4292.899968 = -860132.735502 nChanged 21 SP:Iteration 34Q (3743.540000 sec): 3 clusters Score: Raw -864432.800716 + Penalty 4292.899968 = -860139.900748 nChanged 17 SP:Iteration 35Q (3743.780000 sec): 3 clusters Score: Raw -864438.137247 + Penalty 4292.899968 = -860145.237279 nChanged 6 SP:Iteration 36Q (3744.030000 sec): 3 clusters Score: Raw -864440.409405 + Penalty 4292.899968 = -860147.509437 nChanged 9 SP:Iteration 37Q (3744.260000 sec): 3 clusters Score: Raw -864442.773245 + Penalty 4292.899968 = -860149.873277 nChanged 9 SP:Iteration 38Q (3744.450000 sec): 3 clusters Score: Raw -864445.547353 + Penalty 4292.899968 = -860152.647385 nChanged 5 SP:Iteration 39Q (3744.630000 sec): 3 clusters Score: Raw -864447.889651 + Penalty 4292.899968 = -860154.989683 nChanged 10 SP:Iteration 40F (3744.900000 sec): 3 clusters Score: Raw -864450.517531 + Penalty 4292.899968 = -860157.617563 nChanged 7 SP:Iteration 41Q (3745.100000 sec): 3 clusters Score: Raw -864452.959865 + Penalty 4292.899968 = -860160.059897 nChanged 8 SP:Iteration 42Q (3745.320000 sec): 3 clusters Score: Raw -864455.888067 + Penalty 4292.899968 = -860162.988099 nChanged 7 SP:Iteration 43Q (3745.510000 sec): 3 clusters Score: Raw -864459.180831 + Penalty 4292.899968 = -860166.280863 nChanged 11 SP:Iteration 44Q (3745.780000 sec): 3 clusters Score: Raw -864462.669817 + Penalty 4292.899968 = -860169.769849 nChanged 8 SP:Iteration 45Q (3746.040000 sec): 3 clusters Score: Raw -864465.814039 + Penalty 4292.899968 = -860172.914071 nChanged 11 SP:Iteration 46Q (3746.200000 sec): 3 clusters Score: Raw -864473.782884 + Penalty 4292.899968 = -860180.882916 nChanged 17 SP:Iteration 47Q (3746.430000 sec): 3 clusters Score: Raw -864480.242252 + Penalty 4292.899968 = -860187.342284 nChanged 13 SP:Iteration 48Q (3746.660000 sec): 3 clusters Score: Raw -864483.618517 + Penalty 4292.899968 = -860190.718548 nChanged 11 SP:Iteration 49Q (3746.850000 sec): 3 clusters Score: Raw -864486.605141 + Penalty 4292.899968 = -860193.705173 nChanged 15 SP:Iteration 50Q (3747.110000 sec): 3 clusters Score: Raw -864489.257992 + Penalty 4292.899968 = -860196.358024 nChanged 11 SP:Iteration 51Q (3747.280000 sec): 3 clusters Score: Raw -864491.559001 + Penalty 4292.899968 = -860198.659033 nChanged 11 SP:Iteration 52Q (3747.520000 sec): 3 clusters Score: Raw -864495.893849 + Penalty 4292.899968 = -860202.993881 nChanged 6 SP:Iteration 53Q (3747.680000 sec): 3 clusters Score: Raw -864497.263610 + Penalty 4292.899968 = -860204.363642 nChanged 6 SP:Iteration 54Q (3747.900000 sec): 3 clusters Score: Raw -864498.951075 + Penalty 4292.899968 = -860206.051106 nChanged 8 SP:Iteration 55Q (3748.080000 sec): 3 clusters Score: Raw -864501.848844 + Penalty 4292.899968 = -860208.948876 nChanged 12 SP:Iteration 56Q (3748.310000 sec): 3 clusters Score: Raw -864506.002322 + Penalty 4292.899968 = -860213.102353 nChanged 13 SP:Iteration 57Q (3748.490000 sec): 3 clusters Score: Raw -864510.338892 + Penalty 4292.899968 = -860217.438924 nChanged 13 SP:Iteration 58Q (3748.700000 sec): 3 clusters Score: Raw -864514.987232 + Penalty 4292.899968 = -860222.087264 nChanged 10 SP:Iteration 59Q (3748.910000 sec): 3 clusters Score: Raw -864517.693284 + Penalty 4292.899968 = -860224.793316 nChanged 14 SP:Iteration 60F (3749.120000 sec): 3 clusters Score: Raw -864522.326090 + Penalty 4292.899968 = -860229.426122 nChanged 14 SP:Iteration 61Q (3749.380000 sec): 3 clusters Score: Raw -864528.707670 + Penalty 4292.899968 = -860235.807702 nChanged 16 SP:Iteration 62Q (3749.540000 sec): 3 clusters Score: Raw -864534.196333 + Penalty 4292.899968 = -860241.296365 nChanged 16 SP:Iteration 63Q (3749.770000 sec): 3 clusters Score: Raw -864541.468285 + Penalty 4292.899968 = -860248.568316 nChanged 16 SP:Iteration 64Q (3750.000000 sec): 3 clusters Score: Raw -864546.558165 + Penalty 4292.899968 = -860253.658197 nChanged 14 SP:Iteration 65Q (3750.210000 sec): 3 clusters Score: Raw -864551.021294 + Penalty 4292.899968 = -860258.121326 nChanged 8 SP:Iteration 66Q (3750.400000 sec): 3 clusters Score: Raw -864552.916381 + Penalty 4292.899968 = -860260.016413 nChanged 12 SP:Iteration 67Q (3750.580000 sec): 3 clusters Score: Raw -864555.870734 + Penalty 4292.899968 = -860262.970766 nChanged 8 SP:Iteration 68Q (3750.790000 sec): 3 clusters Score: Raw -864557.584873 + Penalty 4292.899968 = -860264.684904 nChanged 7 SP:Iteration 69Q (3750.990000 sec): 3 clusters Score: Raw -864559.816386 + Penalty 4292.899968 = -860266.916418 nChanged 8 SP:Iteration 70Q (3751.230000 sec): 3 clusters Score: Raw -864562.056496 + Penalty 4292.899968 = -860269.156528 nChanged 8 SP:Iteration 71Q (3751.420000 sec): 3 clusters Score: Raw -864564.403822 + Penalty 4292.899968 = -860271.503854 nChanged 7 SP:Iteration 72Q (3751.650000 sec): 3 clusters Score: Raw -864566.665067 + Penalty 4292.899968 = -860273.765099 nChanged 6 SP:Iteration 73Q (3751.870000 sec): 3 clusters Score: Raw -864569.274321 + Penalty 4292.899968 = -860276.374353 nChanged 3 SP:Iteration 74Q (3752.080000 sec): 3 clusters Score: Raw -864570.556777 + Penalty 4292.899968 = -860277.656809 nChanged 4 SP:Iteration 75Q (3752.300000 sec): 3 clusters Score: Raw -864571.843255 + Penalty 4292.899968 = -860278.943287 nChanged 3 SP:Iteration 76Q (3752.510000 sec): 3 clusters Score: Raw -864572.503312 + Penalty 4292.899968 = -860279.603344 nChanged 2 SP:Iteration 77Q (3752.700000 sec): 3 clusters Score: Raw -864572.805284 + Penalty 4292.899968 = -860279.905316 nChanged 0 SP:Iteration 78F (3752.850000 sec): 3 clusters Score: Raw -864572.805284 + Penalty 4292.899968 = -860279.905316 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3752.940000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3753.090000 sec): 3 clusters Score: Raw -57883.121779 + Penalty 3012.230089 = -54870.891690 nChanged 83 SP:Iteration 1F (3753.320000 sec): 3 clusters Score: Raw -58170.702519 + Penalty 3012.230089 = -55158.472430 nChanged 33 SP:Iteration 2F (3753.490000 sec): 3 clusters Score: Raw -58360.323239 + Penalty 3012.230089 = -55348.093150 nChanged 33 SP:Iteration 3F (3753.660000 sec): 3 clusters Score: Raw -58559.548465 + Penalty 3012.230089 = -55547.318377 nChanged 22 SP:Iteration 4F (3753.820000 sec): 3 clusters Score: Raw -58693.509075 + Penalty 3012.230089 = -55681.278986 nChanged 10 SP:Iteration 5Q (3753.980000 sec): 3 clusters Score: Raw -58779.740774 + Penalty 3012.230089 = -55767.510685 nChanged 8 SP:Iteration 6Q (3754.140000 sec): 3 clusters Score: Raw -58878.279864 + Penalty 3012.230089 = -55866.049775 nChanged 8 SP:Iteration 7Q (3754.330000 sec): 3 clusters Score: Raw -58914.068427 + Penalty 3012.230089 = -55901.838338 nChanged 6 SP:Iteration 8Q (3754.500000 sec): 3 clusters Score: Raw -58942.216509 + Penalty 3012.230089 = -55929.986420 nChanged 5 SP:Iteration 9Q (3754.670000 sec): 3 clusters Score: Raw -58991.773946 + Penalty 3012.230089 = -55979.543857 nChanged 3 SP:Iteration 10Q (3754.900000 sec): 3 clusters Score: Raw -59015.741098 + Penalty 3012.230089 = -56003.511009 nChanged 2 SP:Iteration 11Q (3755.080000 sec): 3 clusters Score: Raw -59027.226457 + Penalty 3012.230089 = -56014.996368 nChanged 5 SP:Iteration 12Q (3755.280000 sec): 3 clusters Score: Raw -59056.066803 + Penalty 3012.230089 = -56043.836714 nChanged 3 SP:Iteration 13Q (3755.430000 sec): 3 clusters Score: Raw -59068.317595 + Penalty 3012.230089 = -56056.087506 nChanged 4 SP:Iteration 14Q (3755.660000 sec): 3 clusters Score: Raw -59095.646790 + Penalty 3012.230089 = -56083.416701 nChanged 3 SP:Iteration 15Q (3755.830000 sec): 3 clusters Score: Raw -59115.966747 + Penalty 3012.230089 = -56103.736658 nChanged 3 SP:Iteration 16Q (3756.020000 sec): 3 clusters Score: Raw -59130.277858 + Penalty 3012.230089 = -56118.047769 nChanged 1 SP:Iteration 17Q (3756.180000 sec): 3 clusters Score: Raw -59145.005426 + Penalty 3012.230089 = -56132.775337 nChanged 3 SP:Iteration 18Q (3756.380000 sec): 3 clusters Score: Raw -59163.496767 + Penalty 3012.230089 = -56151.266678 nChanged 2 SP:Iteration 19Q (3756.540000 sec): 3 clusters Score: Raw -59178.431224 + Penalty 3012.230089 = -56166.201135 nChanged 3 SP:Iteration 20F (3756.720000 sec): 3 clusters Score: Raw -59197.264878 + Penalty 3012.230089 = -56185.034789 nChanged 4 SP:Iteration 21Q (3756.930000 sec): 3 clusters Score: Raw -59214.663155 + Penalty 3012.230089 = -56202.433066 nChanged 0 SP:Iteration 22F (3757.050000 sec): 3 clusters Score: Raw -59214.663155 + Penalty 3012.230089 = -56202.433066 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3757.170000 sec): 2 clusters Score: Raw -950039.392535 + Penalty 2157.396977 = -947881.995558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3757.320000 sec): 3 clusters Score: Raw -947018.906225 + Penalty 4314.793954 = -942704.112271 nChanged 2379 SP:Iteration 1F (3757.480000 sec): 3 clusters Score: Raw -948268.145273 + Penalty 4314.793954 = -943953.351319 nChanged 475 SP:Iteration 2F (3757.730000 sec): 3 clusters Score: Raw -948537.159089 + Penalty 4314.793954 = -944222.365135 nChanged 342 SP:Iteration 3F (3757.930000 sec): 3 clusters Score: Raw -948733.787715 + Penalty 4314.793954 = -944418.993761 nChanged 257 SP:Iteration 4Q (3758.160000 sec): 3 clusters Score: Raw -948883.335091 + Penalty 4314.793954 = -944568.541137 nChanged 237 SP:Iteration 5Q (3758.410000 sec): 3 clusters Score: Raw -949016.151749 + Penalty 4314.793954 = -944701.357794 nChanged 190 SP:Iteration 6Q (3758.660000 sec): 3 clusters Score: Raw -949104.308792 + Penalty 4314.793954 = -944789.514838 nChanged 158 SP:Iteration 7Q (3758.860000 sec): 3 clusters Score: Raw -949175.898915 + Penalty 4314.793954 = -944861.104961 nChanged 136 SP:Iteration 8Q (3759.130000 sec): 3 clusters Score: Raw -949236.895549 + Penalty 4314.793954 = -944922.101595 nChanged 116 SP:Iteration 9Q (3759.310000 sec): 3 clusters Score: Raw -949289.550064 + Penalty 4314.793954 = -944974.756109 nChanged 92 SP:Iteration 10Q (3759.530000 sec): 3 clusters Score: Raw -949326.532037 + Penalty 4314.793954 = -945011.738082 nChanged 88 SP:Iteration 11Q (3759.770000 sec): 3 clusters Score: Raw -949361.436593 + Penalty 4314.793954 = -945046.642638 nChanged 70 SP:Iteration 12Q (3759.970000 sec): 3 clusters Score: Raw -949381.385603 + Penalty 4314.793954 = -945066.591649 nChanged 43 SP:Iteration 13Q (3760.170000 sec): 3 clusters Score: Raw -949397.787867 + Penalty 4314.793954 = -945082.993913 nChanged 46 SP:Iteration 14Q (3760.410000 sec): 3 clusters Score: Raw -949415.432075 + Penalty 4314.793954 = -945100.638121 nChanged 57 SP:Iteration 15Q (3760.620000 sec): 3 clusters Score: Raw -949440.577474 + Penalty 4314.793954 = -945125.783520 nChanged 60 SP:Iteration 16Q (3760.860000 sec): 3 clusters Score: Raw -949460.717020 + Penalty 4314.793954 = -945145.923065 nChanged 44 SP:Iteration 17Q (3761.070000 sec): 3 clusters Score: Raw -949474.690379 + Penalty 4314.793954 = -945159.896424 nChanged 39 SP:Iteration 18Q (3761.270000 sec): 3 clusters Score: Raw -949485.012090 + Penalty 4314.793954 = -945170.218136 nChanged 32 SP:Iteration 19Q (3761.440000 sec): 3 clusters Score: Raw -949494.833486 + Penalty 4314.793954 = -945180.039532 nChanged 32 SP:Iteration 20F (3761.640000 sec): 3 clusters Score: Raw -949505.240242 + Penalty 4314.793954 = -945190.446288 nChanged 35 SP:Iteration 21Q (3761.860000 sec): 3 clusters Score: Raw -949517.124820 + Penalty 4314.793954 = -945202.330866 nChanged 35 SP:Iteration 22Q (3762.080000 sec): 3 clusters Score: Raw -949528.496568 + Penalty 4314.793954 = -945213.702614 nChanged 26 SP:Iteration 23Q (3762.270000 sec): 3 clusters Score: Raw -949534.884902 + Penalty 4314.793954 = -945220.090947 nChanged 20 SP:Iteration 24Q (3762.470000 sec): 3 clusters Score: Raw -949541.458219 + Penalty 4314.793954 = -945226.664265 nChanged 26 SP:Iteration 25Q (3762.660000 sec): 3 clusters Score: Raw -949548.529135 + Penalty 4314.793954 = -945233.735181 nChanged 23 SP:Iteration 26Q (3762.860000 sec): 3 clusters Score: Raw -949554.981178 + Penalty 4314.793954 = -945240.187224 nChanged 14 SP:Iteration 27Q (3763.050000 sec): 3 clusters Score: Raw -949558.761770 + Penalty 4314.793954 = -945243.967815 nChanged 15 SP:Iteration 28Q (3763.240000 sec): 3 clusters Score: Raw -949562.399192 + Penalty 4314.793954 = -945247.605238 nChanged 14 SP:Iteration 29Q (3763.450000 sec): 3 clusters Score: Raw -949565.712660 + Penalty 4314.793954 = -945250.918706 nChanged 13 SP:Iteration 30Q (3763.650000 sec): 3 clusters Score: Raw -949568.683806 + Penalty 4314.793954 = -945253.889851 nChanged 13 SP:Iteration 31Q (3763.840000 sec): 3 clusters Score: Raw -949573.154233 + Penalty 4314.793954 = -945258.360279 nChanged 18 SP:Iteration 32Q (3764.050000 sec): 3 clusters Score: Raw -949578.772249 + Penalty 4314.793954 = -945263.978295 nChanged 16 SP:Iteration 33Q (3764.290000 sec): 3 clusters Score: Raw -949583.024455 + Penalty 4314.793954 = -945268.230500 nChanged 18 SP:Iteration 34Q (3764.460000 sec): 3 clusters Score: Raw -949589.239592 + Penalty 4314.793954 = -945274.445638 nChanged 28 SP:Iteration 35Q (3764.660000 sec): 3 clusters Score: Raw -949596.826956 + Penalty 4314.793954 = -945282.033002 nChanged 21 SP:Iteration 36Q (3764.840000 sec): 3 clusters Score: Raw -949602.276298 + Penalty 4314.793954 = -945287.482344 nChanged 18 SP:Iteration 37Q (3764.990000 sec): 3 clusters Score: Raw -949606.722804 + Penalty 4314.793954 = -945291.928850 nChanged 11 SP:Iteration 38Q (3765.190000 sec): 3 clusters Score: Raw -949609.365813 + Penalty 4314.793954 = -945294.571859 nChanged 9 SP:Iteration 39Q (3765.400000 sec): 3 clusters Score: Raw -949611.287268 + Penalty 4314.793954 = -945296.493313 nChanged 6 SP:Iteration 40F (3765.590000 sec): 3 clusters Score: Raw -949613.337004 + Penalty 4314.793954 = -945298.543050 nChanged 12 SP:Iteration 41Q (3765.780000 sec): 3 clusters Score: Raw -949617.073496 + Penalty 4314.793954 = -945302.279542 nChanged 18 SP:Iteration 42Q (3765.950000 sec): 3 clusters Score: Raw -949622.184715 + Penalty 4314.793954 = -945307.390761 nChanged 17 SP:Iteration 43Q (3766.150000 sec): 3 clusters Score: Raw -949625.854597 + Penalty 4314.793954 = -945311.060643 nChanged 13 SP:Iteration 44Q (3766.350000 sec): 3 clusters Score: Raw -949629.078208 + Penalty 4314.793954 = -945314.284254 nChanged 13 SP:Iteration 45Q (3766.550000 sec): 3 clusters Score: Raw -949631.973131 + Penalty 4314.793954 = -945317.179177 nChanged 11 SP:Iteration 46Q (3766.750000 sec): 3 clusters Score: Raw -949634.262213 + Penalty 4314.793954 = -945319.468259 nChanged 9 SP:Iteration 47Q (3766.970000 sec): 3 clusters Score: Raw -949636.189308 + Penalty 4314.793954 = -945321.395354 nChanged 9 SP:Iteration 48Q (3767.150000 sec): 3 clusters Score: Raw -949638.600654 + Penalty 4314.793954 = -945323.806699 nChanged 7 SP:Iteration 49Q (3767.380000 sec): 3 clusters Score: Raw -949640.125064 + Penalty 4314.793954 = -945325.331110 nChanged 2 SP:Iteration 50Q (3767.610000 sec): 3 clusters Score: Raw -949640.590412 + Penalty 4314.793954 = -945325.796458 nChanged 2 SP:Iteration 51Q (3767.790000 sec): 3 clusters Score: Raw -949641.085215 + Penalty 4314.793954 = -945326.291261 nChanged 7 SP:Iteration 52Q (3767.960000 sec): 3 clusters Score: Raw -949642.915883 + Penalty 4314.793954 = -945328.121928 nChanged 6 SP:Iteration 53Q (3768.170000 sec): 3 clusters Score: Raw -949644.769010 + Penalty 4314.793954 = -945329.975056 nChanged 7 SP:Iteration 54Q (3768.340000 sec): 3 clusters Score: Raw -949646.048809 + Penalty 4314.793954 = -945331.254855 nChanged 11 SP:Iteration 55Q (3768.500000 sec): 3 clusters Score: Raw -949648.056220 + Penalty 4314.793954 = -945333.262266 nChanged 6 SP:Iteration 56Q (3768.690000 sec): 3 clusters Score: Raw -949649.290346 + Penalty 4314.793954 = -945334.496392 nChanged 6 SP:Iteration 57Q (3768.920000 sec): 3 clusters Score: Raw -949650.345629 + Penalty 4314.793954 = -945335.551674 nChanged 7 SP:Iteration 58Q (3769.040000 sec): 3 clusters Score: Raw -949651.427189 + Penalty 4314.793954 = -945336.633235 nChanged 5 SP:Iteration 59Q (3769.230000 sec): 3 clusters Score: Raw -949652.900522 + Penalty 4314.793954 = -945338.106568 nChanged 9 SP:Iteration 60F (3769.450000 sec): 3 clusters Score: Raw -949656.487543 + Penalty 4314.793954 = -945341.693588 nChanged 15 SP:Iteration 61Q (3769.650000 sec): 3 clusters Score: Raw -949660.861118 + Penalty 4314.793954 = -945346.067163 nChanged 8 SP:Iteration 62Q (3769.870000 sec): 3 clusters Score: Raw -949662.944251 + Penalty 4314.793954 = -945348.150297 nChanged 12 SP:Iteration 63Q (3770.070000 sec): 3 clusters Score: Raw -949665.613710 + Penalty 4314.793954 = -945350.819756 nChanged 8 SP:Iteration 64Q (3770.290000 sec): 3 clusters Score: Raw -949667.359247 + Penalty 4314.793954 = -945352.565293 nChanged 8 SP:Iteration 65Q (3770.500000 sec): 3 clusters Score: Raw -949669.174316 + Penalty 4314.793954 = -945354.380361 nChanged 6 SP:Iteration 66Q (3770.700000 sec): 3 clusters Score: Raw -949670.733138 + Penalty 4314.793954 = -945355.939184 nChanged 5 SP:Iteration 67Q (3770.880000 sec): 3 clusters Score: Raw -949672.012856 + Penalty 4314.793954 = -945357.218902 nChanged 7 SP:Iteration 68Q (3771.070000 sec): 3 clusters Score: Raw -949673.888252 + Penalty 4314.793954 = -945359.094297 nChanged 12 SP:Iteration 69Q (3771.280000 sec): 3 clusters Score: Raw -949677.531191 + Penalty 4314.793954 = -945362.737237 nChanged 14 SP:Iteration 70Q (3771.490000 sec): 3 clusters Score: Raw -949681.550794 + Penalty 4314.793954 = -945366.756840 nChanged 14 SP:Iteration 71Q (3771.690000 sec): 3 clusters Score: Raw -949685.829919 + Penalty 4314.793954 = -945371.035964 nChanged 21 SP:Iteration 72Q (3771.880000 sec): 3 clusters Score: Raw -949692.278340 + Penalty 4314.793954 = -945377.484386 nChanged 18 SP:Iteration 73Q (3772.010000 sec): 3 clusters Score: Raw -949696.508856 + Penalty 4314.793954 = -945381.714902 nChanged 20 SP:Iteration 74Q (3772.240000 sec): 3 clusters Score: Raw -949701.262517 + Penalty 4314.793954 = -945386.468563 nChanged 17 SP:Iteration 75Q (3772.440000 sec): 3 clusters Score: Raw -949705.599586 + Penalty 4314.793954 = -945390.805632 nChanged 7 SP:Iteration 76Q (3772.630000 sec): 3 clusters Score: Raw -949707.762541 + Penalty 4314.793954 = -945392.968587 nChanged 7 SP:Iteration 77Q (3772.820000 sec): 3 clusters Score: Raw -949709.383924 + Penalty 4314.793954 = -945394.589970 nChanged 4 SP:Iteration 78Q (3773.040000 sec): 3 clusters Score: Raw -949710.662195 + Penalty 4314.793954 = -945395.868241 nChanged 6 SP:Iteration 79Q (3773.210000 sec): 3 clusters Score: Raw -949712.263647 + Penalty 4314.793954 = -945397.469693 nChanged 8 SP:Iteration 80F (3773.490000 sec): 3 clusters Score: Raw -949714.083452 + Penalty 4314.793954 = -945399.289497 nChanged 6 SP:Iteration 81Q (3773.660000 sec): 3 clusters Score: Raw -949715.617398 + Penalty 4314.793954 = -945400.823444 nChanged 9 SP:Iteration 82Q (3773.890000 sec): 3 clusters Score: Raw -949717.784591 + Penalty 4314.793954 = -945402.990637 nChanged 6 SP:Iteration 83Q (3774.080000 sec): 3 clusters Score: Raw -949719.538513 + Penalty 4314.793954 = -945404.744559 nChanged 4 SP:Iteration 84Q (3774.290000 sec): 3 clusters Score: Raw -949720.080996 + Penalty 4314.793954 = -945405.287041 nChanged 2 SP:Iteration 85Q (3774.520000 sec): 3 clusters Score: Raw -949720.474232 + Penalty 4314.793954 = -945405.680278 nChanged 5 SP:Iteration 86Q (3774.730000 sec): 3 clusters Score: Raw -949721.348649 + Penalty 4314.793954 = -945406.554695 nChanged 5 SP:Iteration 87Q (3774.970000 sec): 3 clusters Score: Raw -949722.106127 + Penalty 4314.793954 = -945407.312173 nChanged 3 SP:Iteration 88Q (3775.190000 sec): 3 clusters Score: Raw -949722.545949 + Penalty 4314.793954 = -945407.751995 nChanged 1 SP:Iteration 89Q (3775.430000 sec): 3 clusters Score: Raw -949722.671808 + Penalty 4314.793954 = -945407.877854 nChanged 1 SP:Iteration 90Q (3775.630000 sec): 3 clusters Score: Raw -949722.877374 + Penalty 4314.793954 = -945408.083420 nChanged 1 SP:Iteration 91Q (3775.880000 sec): 3 clusters Score: Raw -949723.030108 + Penalty 4314.793954 = -945408.236154 nChanged 0 SP:Iteration 92F (3776.080000 sec): 3 clusters Score: Raw -949723.030108 + Penalty 4314.793954 = -945408.236154 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3776.190000 sec): 2 clusters Score: Raw -264748.927205 + Penalty 1856.680102 = -262892.247103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3776.400000 sec): 3 clusters Score: Raw -264225.729869 + Penalty 3713.360203 = -260512.369666 nChanged 574 SP:Iteration 1F (3776.590000 sec): 3 clusters Score: Raw -264823.098134 + Penalty 3713.360203 = -261109.737930 nChanged 151 SP:Iteration 2F (3776.780000 sec): 3 clusters Score: Raw -265073.303069 + Penalty 3713.360203 = -261359.942865 nChanged 128 SP:Iteration 3F (3776.980000 sec): 3 clusters Score: Raw -265323.581940 + Penalty 3713.360203 = -261610.221737 nChanged 110 SP:Iteration 4F (3777.130000 sec): 3 clusters Score: Raw -265599.238898 + Penalty 3713.360203 = -261885.878695 nChanged 109 SP:Iteration 5F (3777.340000 sec): 3 clusters Score: Raw -265836.862610 + Penalty 3713.360203 = -262123.502407 nChanged 96 SP:Iteration 6F (3777.540000 sec): 3 clusters Score: Raw -266072.035682 + Penalty 3713.360203 = -262358.675479 nChanged 87 SP:Iteration 7Q (3777.750000 sec): 3 clusters Score: Raw -266296.028263 + Penalty 3713.360203 = -262582.668060 nChanged 59 SP:Iteration 8Q (3777.960000 sec): 3 clusters Score: Raw -266425.177560 + Penalty 3713.360203 = -262711.817357 nChanged 44 SP:Iteration 9Q (3778.150000 sec): 3 clusters Score: Raw -266516.306583 + Penalty 3713.360203 = -262802.946380 nChanged 40 SP:Iteration 10Q (3778.370000 sec): 3 clusters Score: Raw -266587.857679 + Penalty 3713.360203 = -262874.497475 nChanged 38 SP:Iteration 11Q (3778.570000 sec): 3 clusters Score: Raw -266685.685399 + Penalty 3713.360203 = -262972.325196 nChanged 40 SP:Iteration 12Q (3778.770000 sec): 3 clusters Score: Raw -266762.850075 + Penalty 3713.360203 = -263049.489872 nChanged 33 SP:Iteration 13Q (3778.940000 sec): 3 clusters Score: Raw -266824.159724 + Penalty 3713.360203 = -263110.799521 nChanged 20 SP:Iteration 14Q (3779.130000 sec): 3 clusters Score: Raw -266853.660696 + Penalty 3713.360203 = -263140.300492 nChanged 15 SP:Iteration 15Q (3779.360000 sec): 3 clusters Score: Raw -266874.200793 + Penalty 3713.360203 = -263160.840590 nChanged 17 SP:Iteration 16Q (3779.520000 sec): 3 clusters Score: Raw -266900.469984 + Penalty 3713.360203 = -263187.109780 nChanged 14 SP:Iteration 17Q (3779.700000 sec): 3 clusters Score: Raw -266925.295266 + Penalty 3713.360203 = -263211.935062 nChanged 10 SP:Iteration 18Q (3779.900000 sec): 3 clusters Score: Raw -266939.261407 + Penalty 3713.360203 = -263225.901203 nChanged 8 SP:Iteration 19Q (3780.080000 sec): 3 clusters Score: Raw -266948.875854 + Penalty 3713.360203 = -263235.515651 nChanged 1 SP:Iteration 20F (3780.240000 sec): 3 clusters Score: Raw -266950.539997 + Penalty 3713.360203 = -263237.179794 nChanged 1 SP:Iteration 21Q (3780.400000 sec): 3 clusters Score: Raw -266951.987100 + Penalty 3713.360203 = -263238.626897 nChanged 1 SP:Iteration 22Q (3780.570000 sec): 3 clusters Score: Raw -266952.857449 + Penalty 3713.360203 = -263239.497246 nChanged 3 SP:Iteration 23Q (3780.740000 sec): 3 clusters Score: Raw -266956.326418 + Penalty 3713.360203 = -263242.966215 nChanged 0 SP:Iteration 24F (3780.930000 sec): 3 clusters Score: Raw -266956.326418 + Penalty 3713.360203 = -263242.966215 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 6.32 GB. Trying to split cluster 7 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3780.980000 sec): 2 clusters Score: Raw -87379.874974 + Penalty 1583.109645 = -85796.765329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3781.140000 sec): 3 clusters Score: Raw -87440.966393 + Penalty 3166.219291 = -84274.747103 nChanged 167 SP:Iteration 1F (3781.320000 sec): 3 clusters Score: Raw -88055.584602 + Penalty 3166.219291 = -84889.365311 nChanged 77 SP:Iteration 2F (3781.490000 sec): 3 clusters Score: Raw -88511.539390 + Penalty 3166.219291 = -85345.320099 nChanged 40 SP:Iteration 3F (3781.660000 sec): 3 clusters Score: Raw -88856.796395 + Penalty 3166.219291 = -85690.577104 nChanged 33 SP:Iteration 4F (3781.790000 sec): 3 clusters Score: Raw -89138.933579 + Penalty 3166.219291 = -85972.714288 nChanged 16 SP:Iteration 5Q (3781.940000 sec): 3 clusters Score: Raw -89304.793463 + Penalty 3166.219291 = -86138.574172 nChanged 11 SP:Iteration 6Q (3782.100000 sec): 3 clusters Score: Raw -89420.254385 + Penalty 3166.219291 = -86254.035094 nChanged 9 SP:Iteration 7Q (3782.270000 sec): 3 clusters Score: Raw -89521.421483 + Penalty 3166.219291 = -86355.202192 nChanged 4 SP:Iteration 8Q (3782.430000 sec): 3 clusters Score: Raw -89734.989968 + Penalty 3166.219291 = -86568.770677 nChanged 6 SP:Iteration 9Q (3782.610000 sec): 3 clusters Score: Raw -89977.230186 + Penalty 3166.219291 = -86811.010896 nChanged 4 SP:Iteration 10Q (3782.770000 sec): 3 clusters Score: Raw -90188.552640 + Penalty 3166.219291 = -87022.333350 nChanged 5 SP:Iteration 11Q (3782.920000 sec): 3 clusters Score: Raw -90219.716131 + Penalty 3166.219291 = -87053.496841 nChanged 3 SP:Iteration 12Q (3783.120000 sec): 3 clusters Score: Raw -90249.376116 + Penalty 3166.219291 = -87083.156825 nChanged 4 SP:Iteration 13Q (3783.300000 sec): 3 clusters Score: Raw -90282.578178 + Penalty 3166.219291 = -87116.358887 nChanged 5 SP:Iteration 14Q (3783.430000 sec): 3 clusters Score: Raw -90336.685216 + Penalty 3166.219291 = -87170.465925 nChanged 3 SP:Iteration 15Q (3783.580000 sec): 3 clusters Score: Raw -90367.849268 + Penalty 3166.219291 = -87201.629977 nChanged 1 SP:Iteration 16Q (3783.740000 sec): 3 clusters Score: Raw -90377.792211 + Penalty 3166.219291 = -87211.572920 nChanged 1 SP:Iteration 17Q (3783.880000 sec): 3 clusters Score: Raw -90443.543681 + Penalty 3166.219291 = -87277.324390 nChanged 5 SP:Iteration 18Q (3783.980000 sec): 3 clusters Score: Raw -90562.667566 + Penalty 3166.219291 = -87396.448275 nChanged 3 SP:Iteration 19Q (3784.170000 sec): 3 clusters Score: Raw -90670.520140 + Penalty 3166.219291 = -87504.300849 nChanged 4 SP:Iteration 20F (3784.320000 sec): 3 clusters Score: Raw -90939.479486 + Penalty 3166.219291 = -87773.260195 nChanged 13 SP:Iteration 21Q (3784.430000 sec): 3 clusters Score: Raw -91305.965359 + Penalty 3166.219291 = -88139.746068 nChanged 7 SP:Iteration 22Q (3784.600000 sec): 3 clusters Score: Raw -91833.006987 + Penalty 3166.219291 = -88666.787696 nChanged 2 SP:Iteration 23Q (3784.760000 sec): 3 clusters Score: Raw -91894.122138 + Penalty 3166.219291 = -88727.902847 nChanged 3 SP:Iteration 24Q (3784.920000 sec): 3 clusters Score: Raw -92033.306676 + Penalty 3166.219291 = -88867.087385 nChanged 1 SP:Iteration 25Q (3785.080000 sec): 3 clusters Score: Raw -92067.972513 + Penalty 3166.219291 = -88901.753222 nChanged 1 SP:Iteration 26Q (3785.250000 sec): 3 clusters Score: Raw -92108.303479 + Penalty 3166.219291 = -88942.084188 nChanged 1 SP:Iteration 27Q (3785.410000 sec): 3 clusters Score: Raw -92126.390201 + Penalty 3166.219291 = -88960.170910 nChanged 0 SP:Iteration 28F (3785.590000 sec): 3 clusters Score: Raw -92126.390201 + Penalty 3166.219291 = -88960.170910 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 6.32 GB. Trying to split cluster 8 (6277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.750000 sec): 2 clusters Score: Raw -961542.557562 + Penalty 2168.672565 = -959373.884997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.970000 sec): 3 clusters Score: Raw -958375.271211 + Penalty 4337.345129 = -954037.926082 nChanged 2459 SP:Iteration 1F (3786.230000 sec): 3 clusters Score: Raw -959619.918256 + Penalty 4337.345129 = -955282.573126 nChanged 391 SP:Iteration 2F (3786.410000 sec): 3 clusters Score: Raw -959817.977798 + Penalty 4337.345129 = -955480.632669 nChanged 299 SP:Iteration 3Q (3786.630000 sec): 3 clusters Score: Raw -959950.979956 + Penalty 4337.345129 = -955613.634827 nChanged 212 SP:Iteration 4Q (3786.890000 sec): 3 clusters Score: Raw -960055.301405 + Penalty 4337.345129 = -955717.956276 nChanged 191 SP:Iteration 5Q (3787.110000 sec): 3 clusters Score: Raw -960149.463173 + Penalty 4337.345129 = -955812.118043 nChanged 195 SP:Iteration 6Q (3787.370000 sec): 3 clusters Score: Raw -960268.077527 + Penalty 4337.345129 = -955930.732397 nChanged 236 SP:Iteration 7Q (3787.540000 sec): 3 clusters Score: Raw -960444.294716 + Penalty 4337.345129 = -956106.949586 nChanged 296 SP:Iteration 8Q (3787.750000 sec): 3 clusters Score: Raw -960683.499490 + Penalty 4337.345129 = -956346.154360 nChanged 336 SP:Iteration 9F (3787.960000 sec): 3 clusters Score: Raw -960947.161632 + Penalty 4337.345129 = -956609.816503 nChanged 369 SP:Iteration 10F (3788.160000 sec): 3 clusters Score: Raw -961269.487808 + Penalty 4337.345129 = -956932.142678 nChanged 362 SP:Iteration 11F (3788.430000 sec): 3 clusters Score: Raw -961589.076242 + Penalty 4337.345129 = -957251.731113 nChanged 320 SP:Iteration 12F (3788.600000 sec): 3 clusters Score: Raw -961848.406779 + Penalty 4337.345129 = -957511.061649 nChanged 242 SP:Iteration 13Q (3788.820000 sec): 3 clusters Score: Raw -962022.651162 + Penalty 4337.345129 = -957685.306033 nChanged 190 SP:Iteration 14Q (3789.030000 sec): 3 clusters Score: Raw -962165.774892 + Penalty 4337.345129 = -957828.429762 nChanged 140 SP:Iteration 15Q (3789.220000 sec): 3 clusters Score: Raw -962253.745208 + Penalty 4337.345129 = -957916.400078 nChanged 97 SP:Iteration 16Q (3789.470000 sec): 3 clusters Score: Raw -962317.729782 + Penalty 4337.345129 = -957980.384652 nChanged 69 SP:Iteration 17Q (3789.640000 sec): 3 clusters Score: Raw -962360.616008 + Penalty 4337.345129 = -958023.270879 nChanged 50 SP:Iteration 18Q (3789.860000 sec): 3 clusters Score: Raw -962388.192951 + Penalty 4337.345129 = -958050.847821 nChanged 37 SP:Iteration 19Q (3790.080000 sec): 3 clusters Score: Raw -962405.124328 + Penalty 4337.345129 = -958067.779198 nChanged 27 SP:Iteration 20F (3790.300000 sec): 3 clusters Score: Raw -962417.664011 + Penalty 4337.345129 = -958080.318881 nChanged 21 SP:Iteration 21Q (3790.540000 sec): 3 clusters Score: Raw -962426.303840 + Penalty 4337.345129 = -958088.958710 nChanged 21 SP:Iteration 22Q (3790.710000 sec): 3 clusters Score: Raw -962436.233152 + Penalty 4337.345129 = -958098.888022 nChanged 22 SP:Iteration 23Q (3790.980000 sec): 3 clusters Score: Raw -962446.986972 + Penalty 4337.345129 = -958109.641843 nChanged 18 SP:Iteration 24Q (3791.160000 sec): 3 clusters Score: Raw -962455.100679 + Penalty 4337.345129 = -958117.755549 nChanged 15 SP:Iteration 25Q (3791.320000 sec): 3 clusters Score: Raw -962463.285034 + Penalty 4337.345129 = -958125.939904 nChanged 11 SP:Iteration 26Q (3791.540000 sec): 3 clusters Score: Raw -962467.697292 + Penalty 4337.345129 = -958130.352163 nChanged 6 SP:Iteration 27Q (3791.740000 sec): 3 clusters Score: Raw -962470.739045 + Penalty 4337.345129 = -958133.393915 nChanged 3 SP:Iteration 28Q (3791.960000 sec): 3 clusters Score: Raw -962472.165786 + Penalty 4337.345129 = -958134.820657 nChanged 3 SP:Iteration 29Q (3792.130000 sec): 3 clusters Score: Raw -962472.987995 + Penalty 4337.345129 = -958135.642865 nChanged 3 SP:Iteration 30Q (3792.400000 sec): 3 clusters Score: Raw -962474.833486 + Penalty 4337.345129 = -958137.488357 nChanged 4 SP:Iteration 31Q (3792.620000 sec): 3 clusters Score: Raw -962476.819461 + Penalty 4337.345129 = -958139.474332 nChanged 2 SP:Iteration 32Q (3792.800000 sec): 3 clusters Score: Raw -962477.625238 + Penalty 4337.345129 = -958140.280109 nChanged 0 SP:Iteration 33F (3793.020000 sec): 3 clusters Score: Raw -962477.625238 + Penalty 4337.345129 = -958140.280109 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3793.180000 sec): 2 clusters Score: Raw -41409.995827 + Penalty 1438.174978 = -39971.820849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3793.340000 sec): 3 clusters Score: Raw -41636.809108 + Penalty 2876.349957 = -38760.459152 nChanged 60 SP:Iteration 1F (3793.530000 sec): 3 clusters Score: Raw -41874.690478 + Penalty 2876.349957 = -38998.340522 nChanged 26 SP:Iteration 2F (3793.710000 sec): 3 clusters Score: Raw -42028.596612 + Penalty 2876.349957 = -39152.246655 nChanged 10 SP:Iteration 3Q (3793.910000 sec): 3 clusters Score: Raw -42121.410274 + Penalty 2876.349957 = -39245.060317 nChanged 8 SP:Iteration 4Q (3794.060000 sec): 3 clusters Score: Raw -42176.791038 + Penalty 2876.349957 = -39300.441081 nChanged 7 SP:Iteration 5Q (3794.240000 sec): 3 clusters Score: Raw -42208.792383 + Penalty 2876.349957 = -39332.442426 nChanged 8 SP:Iteration 6Q (3794.390000 sec): 3 clusters Score: Raw -42337.049884 + Penalty 2876.349957 = -39460.699927 nChanged 2 SP:Iteration 7Q (3794.540000 sec): 3 clusters Score: Raw -42374.698659 + Penalty 2876.349957 = -39498.348703 nChanged 0 SP:Iteration 8F (3794.750000 sec): 3 clusters Score: Raw -42374.698659 + Penalty 2876.349957 = -39498.348703 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3794.810000 sec): 2 clusters Score: Raw -44069.606842 + Penalty 1432.088783 = -42637.518058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3795.020000 sec): 3 clusters Score: Raw -44237.273008 + Penalty 2864.177567 = -41373.095441 nChanged 45 SP:Iteration 1F (3795.180000 sec): 3 clusters Score: Raw -44349.879578 + Penalty 2864.177567 = -41485.702011 nChanged 8 SP:Iteration 2Q (3795.350000 sec): 3 clusters Score: Raw -44375.347428 + Penalty 2864.177567 = -41511.169862 nChanged 2 SP:Iteration 3Q (3795.530000 sec): 3 clusters Score: Raw -44382.399973 + Penalty 2864.177567 = -41518.222406 nChanged 2 SP:Iteration 4Q (3795.740000 sec): 3 clusters Score: Raw -44387.156447 + Penalty 2864.177567 = -41522.978880 nChanged 3 SP:Iteration 5Q (3795.890000 sec): 3 clusters Score: Raw -44398.334932 + Penalty 2864.177567 = -41534.157366 nChanged 1 SP:Iteration 6Q (3796.090000 sec): 3 clusters Score: Raw -44403.372061 + Penalty 2864.177567 = -41539.194495 nChanged 0 SP:Iteration 7F (3796.260000 sec): 3 clusters Score: Raw -44403.372061 + Penalty 2864.177567 = -41539.194495 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3796.310000 sec): 2 clusters Score: Raw -74240.946774 + Penalty 1550.472163 = -72690.474610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3796.490000 sec): 3 clusters Score: Raw -74343.439973 + Penalty 3100.944326 = -71242.495647 nChanged 104 SP:Iteration 1F (3796.680000 sec): 3 clusters Score: Raw -74794.010212 + Penalty 3100.944326 = -71693.065886 nChanged 41 SP:Iteration 2F (3796.820000 sec): 3 clusters Score: Raw -75100.457584 + Penalty 3100.944326 = -71999.513258 nChanged 46 SP:Iteration 3F (3796.970000 sec): 3 clusters Score: Raw -75541.571587 + Penalty 3100.944326 = -72440.627261 nChanged 44 SP:Iteration 4F (3797.170000 sec): 3 clusters Score: Raw -75791.580777 + Penalty 3100.944326 = -72690.636451 nChanged 32 SP:Iteration 5F (3797.310000 sec): 3 clusters Score: Raw -76027.789026 + Penalty 3100.944326 = -72926.844700 nChanged 27 SP:Iteration 6F (3797.490000 sec): 3 clusters Score: Raw -76428.818900 + Penalty 3100.944326 = -73327.874574 nChanged 20 SP:Iteration 7Q (3797.660000 sec): 3 clusters Score: Raw -77056.530547 + Penalty 3100.944326 = -73955.586221 nChanged 20 SP:Iteration 8Q (3797.780000 sec): 3 clusters Score: Raw -77507.111128 + Penalty 3100.944326 = -74406.166802 nChanged 12 SP:Iteration 9Q (3797.870000 sec): 3 clusters Score: Raw -77917.706024 + Penalty 3100.944326 = -74816.761698 nChanged 6 SP:Iteration 10Q (3797.980000 sec): 3 clusters Score: Raw -78150.251309 + Penalty 3100.944326 = -75049.306983 nChanged 4 SP:Iteration 11Q (3798.090000 sec): 3 clusters Score: Raw -78556.567685 + Penalty 3100.944326 = -75455.623359 nChanged 0 SP:Iteration 12F (3798.200000 sec): 3 clusters Score: Raw -78556.567685 + Penalty 3100.944326 = -75455.623359 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 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3798.290000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3798.440000 sec): 3 clusters Score: Raw -100987.884749 + Penalty 3244.350880 = -97743.533870 nChanged 155 SP:Iteration 1F (3798.580000 sec): 3 clusters Score: Raw -101279.140604 + Penalty 3244.350880 = -98034.789725 nChanged 47 SP:Iteration 2F (3798.730000 sec): 3 clusters Score: Raw -101413.174706 + Penalty 3244.350880 = -98168.823827 nChanged 38 SP:Iteration 3F (3798.870000 sec): 3 clusters Score: Raw -101514.622995 + Penalty 3244.350880 = -98270.272115 nChanged 21 SP:Iteration 4Q (3798.980000 sec): 3 clusters Score: Raw -101574.795400 + Penalty 3244.350880 = -98330.444520 nChanged 23 SP:Iteration 5Q (3799.120000 sec): 3 clusters Score: Raw -101625.755092 + Penalty 3244.350880 = -98381.404212 nChanged 19 SP:Iteration 6Q (3799.280000 sec): 3 clusters Score: Raw -101677.588004 + Penalty 3244.350880 = -98433.237124 nChanged 19 SP:Iteration 7Q (3799.420000 sec): 3 clusters Score: Raw -101756.435095 + Penalty 3244.350880 = -98512.084215 nChanged 24 SP:Iteration 8Q (3799.600000 sec): 3 clusters Score: Raw -101835.793667 + Penalty 3244.350880 = -98591.442787 nChanged 15 SP:Iteration 9Q (3799.770000 sec): 3 clusters Score: Raw -101883.824583 + Penalty 3244.350880 = -98639.473704 nChanged 14 SP:Iteration 10Q (3799.970000 sec): 3 clusters Score: Raw -101927.609091 + Penalty 3244.350880 = -98683.258211 nChanged 16 SP:Iteration 11Q (3800.160000 sec): 3 clusters Score: Raw -101986.087438 + Penalty 3244.350880 = -98741.736559 nChanged 12 SP:Iteration 12Q (3800.340000 sec): 3 clusters Score: Raw -102018.071919 + Penalty 3244.350880 = -98773.721039 nChanged 9 SP:Iteration 13Q (3800.480000 sec): 3 clusters Score: Raw -102046.628331 + Penalty 3244.350880 = -98802.277451 nChanged 8 SP:Iteration 14Q (3800.680000 sec): 3 clusters Score: Raw -102076.913070 + Penalty 3244.350880 = -98832.562190 nChanged 7 SP:Iteration 15Q (3800.870000 sec): 3 clusters Score: Raw -102094.624474 + Penalty 3244.350880 = -98850.273594 nChanged 6 SP:Iteration 16Q (3801.080000 sec): 3 clusters Score: Raw -102106.038538 + Penalty 3244.350880 = -98861.687658 nChanged 4 SP:Iteration 17Q (3801.180000 sec): 3 clusters Score: Raw -102114.518274 + Penalty 3244.350880 = -98870.167395 nChanged 1 SP:Iteration 18Q (3801.340000 sec): 3 clusters Score: Raw -102118.441813 + Penalty 3244.350880 = -98874.090933 nChanged 2 SP:Iteration 19Q (3801.480000 sec): 3 clusters Score: Raw -102124.721190 + Penalty 3244.350880 = -98880.370310 nChanged 1 SP:Iteration 20F (3801.690000 sec): 3 clusters Score: Raw -102126.240369 + Penalty 3244.350880 = -98881.889489 nChanged 3 SP:Iteration 21Q (3801.830000 sec): 3 clusters Score: Raw -102135.242493 + Penalty 3244.350880 = -98890.891613 nChanged 6 SP:Iteration 22Q (3801.960000 sec): 3 clusters Score: Raw -102155.393350 + Penalty 3244.350880 = -98911.042471 nChanged 5 SP:Iteration 23Q (3802.100000 sec): 3 clusters Score: Raw -102177.902931 + Penalty 3244.350880 = -98933.552052 nChanged 7 SP:Iteration 24Q (3802.290000 sec): 3 clusters Score: Raw -102200.979812 + Penalty 3244.350880 = -98956.628933 nChanged 7 SP:Iteration 25Q (3802.470000 sec): 3 clusters Score: Raw -102226.258724 + Penalty 3244.350880 = -98981.907844 nChanged 4 SP:Iteration 26Q (3802.660000 sec): 3 clusters Score: Raw -102236.705768 + Penalty 3244.350880 = -98992.354888 nChanged 2 SP:Iteration 27Q (3802.870000 sec): 3 clusters Score: Raw -102246.619671 + Penalty 3244.350880 = -99002.268792 nChanged 5 SP:Iteration 28Q (3803.110000 sec): 3 clusters Score: Raw -102268.392848 + Penalty 3244.350880 = -99024.041969 nChanged 4 SP:Iteration 29Q (3803.290000 sec): 3 clusters Score: Raw -102280.193867 + Penalty 3244.350880 = -99035.842987 nChanged 7 SP:Iteration 30Q (3803.470000 sec): 3 clusters Score: Raw -102304.243161 + Penalty 3244.350880 = -99059.892282 nChanged 6 SP:Iteration 31Q (3803.660000 sec): 3 clusters Score: Raw -102347.041390 + Penalty 3244.350880 = -99102.690510 nChanged 4 SP:Iteration 32Q (3803.830000 sec): 3 clusters Score: Raw -102360.195791 + Penalty 3244.350880 = -99115.844911 nChanged 4 SP:Iteration 33Q (3804.060000 sec): 3 clusters Score: Raw -102371.763618 + Penalty 3244.350880 = -99127.412738 nChanged 2 SP:Iteration 34Q (3804.200000 sec): 3 clusters Score: Raw -102375.966251 + Penalty 3244.350880 = -99131.615372 nChanged 1 SP:Iteration 35Q (3804.300000 sec): 3 clusters Score: Raw -102378.377836 + Penalty 3244.350880 = -99134.026956 nChanged 0 SP:Iteration 36F (3804.530000 sec): 3 clusters Score: Raw -102378.377836 + Penalty 3244.350880 = -99134.026956 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (5205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.600000 sec): 2 clusters Score: Raw -787680.240531 + Penalty 2122.228995 = -785558.011536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3804.770000 sec): 3 clusters Score: Raw -785230.973510 + Penalty 4244.457991 = -780986.515519 nChanged 1980 SP:Iteration 1F (3804.950000 sec): 3 clusters Score: Raw -786361.862389 + Penalty 4244.457991 = -782117.404398 nChanged 404 SP:Iteration 2F (3805.180000 sec): 3 clusters Score: Raw -786686.401057 + Penalty 4244.457991 = -782441.943066 nChanged 310 SP:Iteration 3F (3805.300000 sec): 3 clusters Score: Raw -786919.107478 + Penalty 4244.457991 = -782674.649487 nChanged 255 SP:Iteration 4Q (3805.500000 sec): 3 clusters Score: Raw -787059.136020 + Penalty 4244.457991 = -782814.678030 nChanged 196 SP:Iteration 5Q (3805.730000 sec): 3 clusters Score: Raw -787155.721457 + Penalty 4244.457991 = -782911.263466 nChanged 159 SP:Iteration 6Q (3805.930000 sec): 3 clusters Score: Raw -787235.806876 + Penalty 4244.457991 = -782991.348885 nChanged 145 SP:Iteration 7Q (3806.120000 sec): 3 clusters Score: Raw -787327.887255 + Penalty 4244.457991 = -783083.429264 nChanged 154 SP:Iteration 8Q (3806.330000 sec): 3 clusters Score: Raw -787422.331123 + Penalty 4244.457991 = -783177.873133 nChanged 155 SP:Iteration 9Q (3806.520000 sec): 3 clusters Score: Raw -787508.756290 + Penalty 4244.457991 = -783264.298299 nChanged 149 SP:Iteration 10Q (3806.660000 sec): 3 clusters Score: Raw -787596.912287 + Penalty 4244.457991 = -783352.454297 nChanged 165 SP:Iteration 11Q (3806.820000 sec): 3 clusters Score: Raw -787700.720351 + Penalty 4244.457991 = -783456.262360 nChanged 148 SP:Iteration 12Q (3807.010000 sec): 3 clusters Score: Raw -787800.240308 + Penalty 4244.457991 = -783555.782318 nChanged 146 SP:Iteration 13Q (3807.230000 sec): 3 clusters Score: Raw -787902.762313 + Penalty 4244.457991 = -783658.304322 nChanged 132 SP:Iteration 14Q (3807.480000 sec): 3 clusters Score: Raw -787996.652134 + Penalty 4244.457991 = -783752.194143 nChanged 109 SP:Iteration 15Q (3807.700000 sec): 3 clusters Score: Raw -788068.209449 + Penalty 4244.457991 = -783823.751459 nChanged 92 SP:Iteration 16Q (3807.880000 sec): 3 clusters Score: Raw -788130.421346 + Penalty 4244.457991 = -783885.963355 nChanged 84 SP:Iteration 17Q (3808.060000 sec): 3 clusters Score: Raw -788181.860565 + Penalty 4244.457991 = -783937.402574 nChanged 74 SP:Iteration 18Q (3808.270000 sec): 3 clusters Score: Raw -788234.397941 + Penalty 4244.457991 = -783989.939950 nChanged 67 SP:Iteration 19Q (3808.450000 sec): 3 clusters Score: Raw -788280.221415 + Penalty 4244.457991 = -784035.763425 nChanged 52 SP:Iteration 20F (3808.630000 sec): 3 clusters Score: Raw -788316.384583 + Penalty 4244.457991 = -784071.926592 nChanged 55 SP:Iteration 21Q (3808.800000 sec): 3 clusters Score: Raw -788349.325818 + Penalty 4244.457991 = -784104.867828 nChanged 42 SP:Iteration 22Q (3809.010000 sec): 3 clusters Score: Raw -788377.076996 + Penalty 4244.457991 = -784132.619006 nChanged 31 SP:Iteration 23Q (3809.190000 sec): 3 clusters Score: Raw -788399.771832 + Penalty 4244.457991 = -784155.313842 nChanged 28 SP:Iteration 24Q (3809.450000 sec): 3 clusters Score: Raw -788420.542943 + Penalty 4244.457991 = -784176.084952 nChanged 21 SP:Iteration 25Q (3809.650000 sec): 3 clusters Score: Raw -788432.558215 + Penalty 4244.457991 = -784188.100224 nChanged 19 SP:Iteration 26Q (3809.840000 sec): 3 clusters Score: Raw -788444.181437 + Penalty 4244.457991 = -784199.723446 nChanged 9 SP:Iteration 27Q (3810.060000 sec): 3 clusters Score: Raw -788449.140466 + Penalty 4244.457991 = -784204.682475 nChanged 9 SP:Iteration 28Q (3810.220000 sec): 3 clusters Score: Raw -788456.181309 + Penalty 4244.457991 = -784211.723319 nChanged 17 SP:Iteration 29Q (3810.380000 sec): 3 clusters Score: Raw -788466.736716 + Penalty 4244.457991 = -784222.278726 nChanged 11 SP:Iteration 30Q (3810.630000 sec): 3 clusters Score: Raw -788477.701479 + Penalty 4244.457991 = -784233.243488 nChanged 15 SP:Iteration 31Q (3810.840000 sec): 3 clusters Score: Raw -788486.993678 + Penalty 4244.457991 = -784242.535688 nChanged 11 SP:Iteration 32Q (3811.050000 sec): 3 clusters Score: Raw -788494.091540 + Penalty 4244.457991 = -784249.633549 nChanged 12 SP:Iteration 33Q (3811.210000 sec): 3 clusters Score: Raw -788499.819587 + Penalty 4244.457991 = -784255.361597 nChanged 10 SP:Iteration 34Q (3811.430000 sec): 3 clusters Score: Raw -788504.333472 + Penalty 4244.457991 = -784259.875481 nChanged 10 SP:Iteration 35Q (3811.620000 sec): 3 clusters Score: Raw -788510.776935 + Penalty 4244.457991 = -784266.318944 nChanged 8 SP:Iteration 36Q (3811.870000 sec): 3 clusters Score: Raw -788516.477260 + Penalty 4244.457991 = -784272.019269 nChanged 6 SP:Iteration 37Q (3812.100000 sec): 3 clusters Score: Raw -788519.691316 + Penalty 4244.457991 = -784275.233326 nChanged 2 SP:Iteration 38Q (3812.320000 sec): 3 clusters Score: Raw -788520.838870 + Penalty 4244.457991 = -784276.380879 nChanged 3 SP:Iteration 39Q (3812.480000 sec): 3 clusters Score: Raw -788523.200588 + Penalty 4244.457991 = -784278.742597 nChanged 3 SP:Iteration 40F (3812.650000 sec): 3 clusters Score: Raw -788527.056518 + Penalty 4244.457991 = -784282.598527 nChanged 3 SP:Iteration 41Q (3812.870000 sec): 3 clusters Score: Raw -788529.204666 + Penalty 4244.457991 = -784284.746676 nChanged 3 SP:Iteration 42Q (3813.080000 sec): 3 clusters Score: Raw -788530.584310 + Penalty 4244.457991 = -784286.126319 nChanged 1 SP:Iteration 43Q (3813.340000 sec): 3 clusters Score: Raw -788530.988134 + Penalty 4244.457991 = -784286.530144 nChanged 2 SP:Iteration 44Q (3813.570000 sec): 3 clusters Score: Raw -788532.541328 + Penalty 4244.457991 = -784288.083338 nChanged 1 SP:Iteration 45Q (3813.790000 sec): 3 clusters Score: Raw -788532.827411 + Penalty 4244.457991 = -784288.369421 nChanged 1 SP:Iteration 46Q (3814.010000 sec): 3 clusters Score: Raw -788533.174297 + Penalty 4244.457991 = -784288.716306 nChanged 2 SP:Iteration 47Q (3814.240000 sec): 3 clusters Score: Raw -788534.752308 + Penalty 4244.457991 = -784290.294317 nChanged 1 SP:Iteration 48Q (3814.440000 sec): 3 clusters Score: Raw -788535.068222 + Penalty 4244.457991 = -784290.610232 nChanged 0 SP:Iteration 49F (3814.610000 sec): 3 clusters Score: Raw -788535.068222 + Penalty 4244.457991 = -784290.610232 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (35740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3814.970000 sec): 2 clusters Score: Raw -5654285.757539 + Penalty 2600.038396 = -5651685.719143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3815.320000 sec): 3 clusters Score: Raw -5632655.019620 + Penalty 5200.076791 = -5627454.942829 nChanged 16197 SP:Iteration 1F (3815.670000 sec): 3 clusters Score: Raw -5641498.452674 + Penalty 5200.076791 = -5636298.375883 nChanged 1807 SP:Iteration 2F (3816.090000 sec): 3 clusters Score: Raw -5642165.242057 + Penalty 5200.076791 = -5636965.165266 nChanged 1746 SP:Iteration 3Q (3816.450000 sec): 3 clusters Score: Raw -5642907.238897 + Penalty 5200.076791 = -5637707.162106 nChanged 1824 SP:Iteration 4F (3816.790000 sec): 3 clusters Score: Raw -5643798.364846 + Penalty 5200.076791 = -5638598.288054 nChanged 1879 SP:Iteration 5F (3817.190000 sec): 3 clusters Score: Raw -5644851.963699 + Penalty 5200.076791 = -5639651.886908 nChanged 2040 SP:Iteration 6F (3817.560000 sec): 3 clusters Score: Raw -5646074.915592 + Penalty 5200.076791 = -5640874.838800 nChanged 2185 SP:Iteration 7F (3817.900000 sec): 3 clusters Score: Raw -5647499.822477 + Penalty 5200.076791 = -5642299.745686 nChanged 2186 SP:Iteration 8F (3818.290000 sec): 3 clusters Score: Raw -5649010.451312 + Penalty 5200.076791 = -5643810.374521 nChanged 1941 SP:Iteration 9F (3818.660000 sec): 3 clusters Score: Raw -5650534.167201 + Penalty 5200.076791 = -5645334.090410 nChanged 1656 SP:Iteration 10Q (3819.040000 sec): 3 clusters Score: Raw -5652025.275703 + Penalty 5200.076791 = -5646825.198912 nChanged 1263 SP:Iteration 11Q (3819.470000 sec): 3 clusters Score: Raw -5653189.933352 + Penalty 5200.076791 = -5647989.856560 nChanged 885 SP:Iteration 12Q (3819.830000 sec): 3 clusters Score: Raw -5654011.525679 + Penalty 5200.076791 = -5648811.448888 nChanged 627 SP:Iteration 13Q (3820.170000 sec): 3 clusters Score: Raw -5654587.667399 + Penalty 5200.076791 = -5649387.590608 nChanged 438 SP:Iteration 14Q (3820.560000 sec): 3 clusters Score: Raw -5654898.599473 + Penalty 5200.076791 = -5649698.522682 nChanged 315 SP:Iteration 15Q (3820.950000 sec): 3 clusters Score: Raw -5655044.496116 + Penalty 5200.076791 = -5649844.419325 nChanged 232 SP:Iteration 16Q (3821.320000 sec): 3 clusters Score: Raw -5655134.950820 + Penalty 5200.076791 = -5649934.874029 nChanged 180 SP:Iteration 17Q (3821.650000 sec): 3 clusters Score: Raw -5655190.223166 + Penalty 5200.076791 = -5649990.146374 nChanged 126 SP:Iteration 18Q (3821.930000 sec): 3 clusters Score: Raw -5655231.985150 + Penalty 5200.076791 = -5650031.908359 nChanged 115 SP:Iteration 19Q (3822.300000 sec): 3 clusters Score: Raw -5655263.104180 + Penalty 5200.076791 = -5650063.027389 nChanged 110 SP:Iteration 20F (3822.700000 sec): 3 clusters Score: Raw -5655288.344896 + Penalty 5200.076791 = -5650088.268104 nChanged 83 SP:Iteration 21Q (3823.050000 sec): 3 clusters Score: Raw -5655307.334993 + Penalty 5200.076791 = -5650107.258202 nChanged 77 SP:Iteration 22Q (3823.370000 sec): 3 clusters Score: Raw -5655323.646512 + Penalty 5200.076791 = -5650123.569721 nChanged 62 SP:Iteration 23Q (3823.670000 sec): 3 clusters Score: Raw -5655334.629586 + Penalty 5200.076791 = -5650134.552795 nChanged 44 SP:Iteration 24Q (3823.990000 sec): 3 clusters Score: Raw -5655340.898364 + Penalty 5200.076791 = -5650140.821573 nChanged 35 SP:Iteration 25Q (3824.330000 sec): 3 clusters Score: Raw -5655345.152780 + Penalty 5200.076791 = -5650145.075989 nChanged 28 SP:Iteration 26Q (3824.650000 sec): 3 clusters Score: Raw -5655349.825750 + Penalty 5200.076791 = -5650149.748959 nChanged 15 SP:Iteration 27Q (3825.010000 sec): 3 clusters Score: Raw -5655351.731895 + Penalty 5200.076791 = -5650151.655104 nChanged 11 SP:Iteration 28Q (3825.350000 sec): 3 clusters Score: Raw -5655353.495521 + Penalty 5200.076791 = -5650153.418729 nChanged 18 SP:Iteration 29Q (3825.650000 sec): 3 clusters Score: Raw -5655355.624438 + Penalty 5200.076791 = -5650155.547647 nChanged 10 SP:Iteration 30Q (3826.100000 sec): 3 clusters Score: Raw -5655356.554314 + Penalty 5200.076791 = -5650156.477523 nChanged 8 SP:Iteration 31Q (3826.430000 sec): 3 clusters Score: Raw -5655357.534455 + Penalty 5200.076791 = -5650157.457664 nChanged 8 SP:Iteration 32Q (3826.790000 sec): 3 clusters Score: Raw -5655358.787952 + Penalty 5200.076791 = -5650158.711161 nChanged 9 SP:Iteration 33Q (3827.100000 sec): 3 clusters Score: Raw -5655359.954563 + Penalty 5200.076791 = -5650159.877771 nChanged 8 SP:Iteration 34Q (3827.440000 sec): 3 clusters Score: Raw -5655361.215542 + Penalty 5200.076791 = -5650161.138751 nChanged 12 SP:Iteration 35Q (3827.780000 sec): 3 clusters Score: Raw -5655363.114292 + Penalty 5200.076791 = -5650163.037500 nChanged 13 SP:Iteration 36Q (3828.130000 sec): 3 clusters Score: Raw -5655364.795138 + Penalty 5200.076791 = -5650164.718347 nChanged 17 SP:Iteration 37Q (3828.450000 sec): 3 clusters Score: Raw -5655366.783104 + Penalty 5200.076791 = -5650166.706313 nChanged 16 SP:Iteration 38Q (3828.800000 sec): 3 clusters Score: Raw -5655368.723282 + Penalty 5200.076791 = -5650168.646490 nChanged 14 SP:Iteration 39Q (3829.090000 sec): 3 clusters Score: Raw -5655370.434496 + Penalty 5200.076791 = -5650170.357704 nChanged 20 SP:Iteration 40F (3829.480000 sec): 3 clusters Score: Raw -5655372.773406 + Penalty 5200.076791 = -5650172.696615 nChanged 15 SP:Iteration 41Q (3829.940000 sec): 3 clusters Score: Raw -5655374.654258 + Penalty 5200.076791 = -5650174.577466 nChanged 10 SP:Iteration 42Q (3830.340000 sec): 3 clusters Score: Raw -5655375.966375 + Penalty 5200.076791 = -5650175.889583 nChanged 11 SP:Iteration 43Q (3830.720000 sec): 3 clusters Score: Raw -5655377.519211 + Penalty 5200.076791 = -5650177.442420 nChanged 15 SP:Iteration 44Q (3831.050000 sec): 3 clusters Score: Raw -5655379.691147 + Penalty 5200.076791 = -5650179.614356 nChanged 16 SP:Iteration 45Q (3831.410000 sec): 3 clusters Score: Raw -5655381.912976 + Penalty 5200.076791 = -5650181.836184 nChanged 14 SP:Iteration 46Q (3831.700000 sec): 3 clusters Score: Raw -5655383.854530 + Penalty 5200.076791 = -5650183.777739 nChanged 14 SP:Iteration 47Q (3832.050000 sec): 3 clusters Score: Raw -5655385.813693 + Penalty 5200.076791 = -5650185.736901 nChanged 16 SP:Iteration 48Q (3832.360000 sec): 3 clusters Score: Raw -5655387.804859 + Penalty 5200.076791 = -5650187.728068 nChanged 10 SP:Iteration 49Q (3832.690000 sec): 3 clusters Score: Raw -5655389.304088 + Penalty 5200.076791 = -5650189.227297 nChanged 10 SP:Iteration 50Q (3833.060000 sec): 3 clusters Score: Raw -5655391.076269 + Penalty 5200.076791 = -5650190.999477 nChanged 12 SP:Iteration 51Q (3833.390000 sec): 3 clusters Score: Raw -5655392.929151 + Penalty 5200.076791 = -5650192.852360 nChanged 11 SP:Iteration 52Q (3833.780000 sec): 3 clusters Score: Raw -5655394.382090 + Penalty 5200.076791 = -5650194.305299 nChanged 14 SP:Iteration 53Q (3834.200000 sec): 3 clusters Score: Raw -5655396.452871 + Penalty 5200.076791 = -5650196.376080 nChanged 13 SP:Iteration 54Q (3834.570000 sec): 3 clusters Score: Raw -5655398.749474 + Penalty 5200.076791 = -5650198.672683 nChanged 18 SP:Iteration 55Q (3834.890000 sec): 3 clusters Score: Raw -5655401.155099 + Penalty 5200.076791 = -5650201.078308 nChanged 12 SP:Iteration 56Q (3835.230000 sec): 3 clusters Score: Raw -5655402.738762 + Penalty 5200.076791 = -5650202.661971 nChanged 16 SP:Iteration 57Q (3835.600000 sec): 3 clusters Score: Raw -5655404.529588 + Penalty 5200.076791 = -5650204.452797 nChanged 4 SP:Iteration 58Q (3835.950000 sec): 3 clusters Score: Raw -5655404.661015 + Penalty 5200.076791 = -5650204.584224 nChanged 2 SP:Iteration 59Q (3836.290000 sec): 3 clusters Score: Raw -5655404.884024 + Penalty 5200.076791 = -5650204.807232 nChanged 2 SP:Iteration 60F (3836.680000 sec): 3 clusters Score: Raw -5655405.059176 + Penalty 5200.076791 = -5650204.982385 nChanged 5 SP:Iteration 61Q (3836.960000 sec): 3 clusters Score: Raw -5655405.482717 + Penalty 5200.076791 = -5650205.405926 nChanged 5 SP:Iteration 62Q (3837.330000 sec): 3 clusters Score: Raw -5655405.858647 + Penalty 5200.076791 = -5650205.781856 nChanged 4 SP:Iteration 63Q (3837.690000 sec): 3 clusters Score: Raw -5655406.377209 + Penalty 5200.076791 = -5650206.300417 nChanged 5 SP:Iteration 64Q (3838.030000 sec): 3 clusters Score: Raw -5655406.821566 + Penalty 5200.076791 = -5650206.744774 nChanged 5 SP:Iteration 65Q (3838.380000 sec): 3 clusters Score: Raw -5655407.229216 + Penalty 5200.076791 = -5650207.152425 nChanged 3 SP:Iteration 66Q (3838.750000 sec): 3 clusters Score: Raw -5655407.438923 + Penalty 5200.076791 = -5650207.362132 nChanged 3 SP:Iteration 67Q (3839.150000 sec): 3 clusters Score: Raw -5655407.758229 + Penalty 5200.076791 = -5650207.681437 nChanged 4 SP:Iteration 68Q (3839.490000 sec): 3 clusters Score: Raw -5655408.147306 + Penalty 5200.076791 = -5650208.070515 nChanged 3 SP:Iteration 69Q (3839.860000 sec): 3 clusters Score: Raw -5655408.678022 + Penalty 5200.076791 = -5650208.601231 nChanged 5 SP:Iteration 70Q (3840.190000 sec): 3 clusters Score: Raw -5655409.459017 + Penalty 5200.076791 = -5650209.382226 nChanged 6 SP:Iteration 71Q (3840.500000 sec): 3 clusters Score: Raw -5655410.293260 + Penalty 5200.076791 = -5650210.216469 nChanged 4 SP:Iteration 72Q (3840.860000 sec): 3 clusters Score: Raw -5655410.595134 + Penalty 5200.076791 = -5650210.518343 nChanged 3 SP:Iteration 73Q (3841.240000 sec): 3 clusters Score: Raw -5655410.870520 + Penalty 5200.076791 = -5650210.793729 nChanged 3 SP:Iteration 74Q (3841.570000 sec): 3 clusters Score: Raw -5655411.263835 + Penalty 5200.076791 = -5650211.187044 nChanged 4 SP:Iteration 75Q (3841.910000 sec): 3 clusters Score: Raw -5655411.786023 + Penalty 5200.076791 = -5650211.709231 nChanged 4 SP:Iteration 76Q (3842.190000 sec): 3 clusters Score: Raw -5655412.482032 + Penalty 5200.076791 = -5650212.405241 nChanged 5 SP:Iteration 77Q (3842.520000 sec): 3 clusters Score: Raw -5655413.064920 + Penalty 5200.076791 = -5650212.988129 nChanged 4 SP:Iteration 78Q (3842.850000 sec): 3 clusters Score: Raw -5655413.434379 + Penalty 5200.076791 = -5650213.357588 nChanged 1 SP:Iteration 79Q (3843.200000 sec): 3 clusters Score: Raw -5655413.566506 + Penalty 5200.076791 = -5650213.489714 nChanged 1 SP:Iteration 80F (3843.600000 sec): 3 clusters Score: Raw -5655413.792927 + Penalty 5200.076791 = -5650213.716135 nChanged 3 SP:Iteration 81Q (3843.930000 sec): 3 clusters Score: Raw -5655414.132945 + Penalty 5200.076791 = -5650214.056153 nChanged 3 SP:Iteration 82Q (3844.270000 sec): 3 clusters Score: Raw -5655414.514616 + Penalty 5200.076791 = -5650214.437825 nChanged 1 SP:Iteration 83Q (3844.700000 sec): 3 clusters Score: Raw -5655414.709223 + Penalty 5200.076791 = -5650214.632432 nChanged 1 SP:Iteration 84Q (3845.050000 sec): 3 clusters Score: Raw -5655414.743609 + Penalty 5200.076791 = -5650214.666817 nChanged 0 SP:Iteration 85F (3845.500000 sec): 3 clusters Score: Raw -5655414.743609 + Penalty 5200.076791 = -5650214.666817 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3845.590000 sec): 2 clusters Score: Raw -1486719.782285 + Penalty 2266.246868 = -1484453.535418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3845.820000 sec): 3 clusters Score: Raw -1481710.124991 + Penalty 4532.493735 = -1477177.631256 nChanged 3862 SP:Iteration 1F (3846.080000 sec): 3 clusters Score: Raw -1483737.131945 + Penalty 4532.493735 = -1479204.638210 nChanged 634 SP:Iteration 2F (3846.290000 sec): 3 clusters Score: Raw -1484023.070920 + Penalty 4532.493735 = -1479490.577185 nChanged 464 SP:Iteration 3Q (3846.530000 sec): 3 clusters Score: Raw -1484221.285252 + Penalty 4532.493735 = -1479688.791517 nChanged 357 SP:Iteration 4Q (3846.750000 sec): 3 clusters Score: Raw -1484371.963540 + Penalty 4532.493735 = -1479839.469805 nChanged 330 SP:Iteration 5Q (3847.000000 sec): 3 clusters Score: Raw -1484509.934637 + Penalty 4532.493735 = -1479977.440902 nChanged 309 SP:Iteration 6Q (3847.210000 sec): 3 clusters Score: Raw -1484637.065542 + Penalty 4532.493735 = -1480104.571807 nChanged 280 SP:Iteration 7Q (3847.440000 sec): 3 clusters Score: Raw -1484753.400005 + Penalty 4532.493735 = -1480220.906270 nChanged 302 SP:Iteration 8Q (3847.670000 sec): 3 clusters Score: Raw -1484885.417516 + Penalty 4532.493735 = -1480352.923781 nChanged 308 SP:Iteration 9Q (3847.920000 sec): 3 clusters Score: Raw -1485041.444969 + Penalty 4532.493735 = -1480508.951234 nChanged 371 SP:Iteration 10Q (3848.160000 sec): 3 clusters Score: Raw -1485246.718484 + Penalty 4532.493735 = -1480714.224749 nChanged 404 SP:Iteration 11Q (3848.390000 sec): 3 clusters Score: Raw -1485480.152299 + Penalty 4532.493735 = -1480947.658563 nChanged 417 SP:Iteration 12Q (3848.610000 sec): 3 clusters Score: Raw -1485748.327583 + Penalty 4532.493735 = -1481215.833848 nChanged 428 SP:Iteration 13Q (3848.820000 sec): 3 clusters Score: Raw -1486030.186708 + Penalty 4532.493735 = -1481497.692973 nChanged 381 SP:Iteration 14Q (3849.070000 sec): 3 clusters Score: Raw -1486294.352385 + Penalty 4532.493735 = -1481761.858650 nChanged 311 SP:Iteration 15Q (3849.270000 sec): 3 clusters Score: Raw -1486499.109295 + Penalty 4532.493735 = -1481966.615560 nChanged 290 SP:Iteration 16Q (3849.490000 sec): 3 clusters Score: Raw -1486693.587910 + Penalty 4532.493735 = -1482161.094175 nChanged 218 SP:Iteration 17Q (3849.720000 sec): 3 clusters Score: Raw -1486821.242528 + Penalty 4532.493735 = -1482288.748793 nChanged 169 SP:Iteration 18Q (3850.020000 sec): 3 clusters Score: Raw -1486914.336577 + Penalty 4532.493735 = -1482381.842842 nChanged 117 SP:Iteration 19Q (3850.200000 sec): 3 clusters Score: Raw -1486981.343605 + Penalty 4532.493735 = -1482448.849870 nChanged 100 SP:Iteration 20F (3850.480000 sec): 3 clusters Score: Raw -1487032.822240 + Penalty 4532.493735 = -1482500.328505 nChanged 76 SP:Iteration 21Q (3850.710000 sec): 3 clusters Score: Raw -1487073.639517 + Penalty 4532.493735 = -1482541.145782 nChanged 76 SP:Iteration 22Q (3850.970000 sec): 3 clusters Score: Raw -1487119.407429 + Penalty 4532.493735 = -1482586.913694 nChanged 70 SP:Iteration 23Q (3851.190000 sec): 3 clusters Score: Raw -1487164.364005 + Penalty 4532.493735 = -1482631.870270 nChanged 76 SP:Iteration 24Q (3851.420000 sec): 3 clusters Score: Raw -1487207.874684 + Penalty 4532.493735 = -1482675.380949 nChanged 49 SP:Iteration 25Q (3851.680000 sec): 3 clusters Score: Raw -1487232.476870 + Penalty 4532.493735 = -1482699.983135 nChanged 32 SP:Iteration 26Q (3851.910000 sec): 3 clusters Score: Raw -1487251.725666 + Penalty 4532.493735 = -1482719.231931 nChanged 25 SP:Iteration 27Q (3852.150000 sec): 3 clusters Score: Raw -1487265.192156 + Penalty 4532.493735 = -1482732.698421 nChanged 16 SP:Iteration 28Q (3852.350000 sec): 3 clusters Score: Raw -1487271.549105 + Penalty 4532.493735 = -1482739.055370 nChanged 8 SP:Iteration 29Q (3852.580000 sec): 3 clusters Score: Raw -1487276.028864 + Penalty 4532.493735 = -1482743.535129 nChanged 9 SP:Iteration 30Q (3852.810000 sec): 3 clusters Score: Raw -1487279.553359 + Penalty 4532.493735 = -1482747.059624 nChanged 9 SP:Iteration 31Q (3853.040000 sec): 3 clusters Score: Raw -1487283.928167 + Penalty 4532.493735 = -1482751.434432 nChanged 8 SP:Iteration 32Q (3853.290000 sec): 3 clusters Score: Raw -1487288.035165 + Penalty 4532.493735 = -1482755.541430 nChanged 12 SP:Iteration 33Q (3853.530000 sec): 3 clusters Score: Raw -1487291.547159 + Penalty 4532.493735 = -1482759.053424 nChanged 5 SP:Iteration 34Q (3853.710000 sec): 3 clusters Score: Raw -1487293.230721 + Penalty 4532.493735 = -1482760.736986 nChanged 3 SP:Iteration 35Q (3853.920000 sec): 3 clusters Score: Raw -1487294.394896 + Penalty 4532.493735 = -1482761.901161 nChanged 2 SP:Iteration 36Q (3854.140000 sec): 3 clusters Score: Raw -1487295.999509 + Penalty 4532.493735 = -1482763.505774 nChanged 5 SP:Iteration 37Q (3854.390000 sec): 3 clusters Score: Raw -1487298.873823 + Penalty 4532.493735 = -1482766.380088 nChanged 5 SP:Iteration 38Q (3854.640000 sec): 3 clusters Score: Raw -1487301.429987 + Penalty 4532.493735 = -1482768.936252 nChanged 8 SP:Iteration 39Q (3854.860000 sec): 3 clusters Score: Raw -1487305.053863 + Penalty 4532.493735 = -1482772.560128 nChanged 9 SP:Iteration 40F (3855.100000 sec): 3 clusters Score: Raw -1487309.229181 + Penalty 4532.493735 = -1482776.735446 nChanged 6 SP:Iteration 41Q (3855.310000 sec): 3 clusters Score: Raw -1487312.384619 + Penalty 4532.493735 = -1482779.890883 nChanged 8 SP:Iteration 42Q (3855.540000 sec): 3 clusters Score: Raw -1487317.208084 + Penalty 4532.493735 = -1482784.714348 nChanged 6 SP:Iteration 43Q (3855.740000 sec): 3 clusters Score: Raw -1487320.416505 + Penalty 4532.493735 = -1482787.922770 nChanged 4 SP:Iteration 44Q (3855.990000 sec): 3 clusters Score: Raw -1487321.643900 + Penalty 4532.493735 = -1482789.150165 nChanged 2 SP:Iteration 45Q (3856.250000 sec): 3 clusters Score: Raw -1487322.371098 + Penalty 4532.493735 = -1482789.877363 nChanged 1 SP:Iteration 46Q (3856.500000 sec): 3 clusters Score: Raw -1487322.845077 + Penalty 4532.493735 = -1482790.351342 nChanged 3 SP:Iteration 47Q (3856.790000 sec): 3 clusters Score: Raw -1487323.912657 + Penalty 4532.493735 = -1482791.418922 nChanged 0 SP:Iteration 48F (3856.970000 sec): 3 clusters Score: Raw -1487323.912657 + Penalty 4532.493735 = -1482791.418922 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.070000 sec): 2 clusters Score: Raw -110922.199745 + Penalty 1631.654301 = -109290.545444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.280000 sec): 3 clusters Score: Raw -110855.026427 + Penalty 3263.308601 = -107591.717826 nChanged 146 SP:Iteration 1F (3857.470000 sec): 3 clusters Score: Raw -111111.081611 + Penalty 3263.308601 = -107847.773010 nChanged 45 SP:Iteration 2F (3857.600000 sec): 3 clusters Score: Raw -111181.158023 + Penalty 3263.308601 = -107917.849422 nChanged 16 SP:Iteration 3Q (3857.770000 sec): 3 clusters Score: Raw -111208.968257 + Penalty 3263.308601 = -107945.659656 nChanged 9 SP:Iteration 4Q (3857.970000 sec): 3 clusters Score: Raw -111225.798654 + Penalty 3263.308601 = -107962.490053 nChanged 4 SP:Iteration 5Q (3858.120000 sec): 3 clusters Score: Raw -111238.110451 + Penalty 3263.308601 = -107974.801850 nChanged 5 SP:Iteration 6Q (3858.290000 sec): 3 clusters Score: Raw -111246.338874 + Penalty 3263.308601 = -107983.030273 nChanged 2 SP:Iteration 7Q (3858.520000 sec): 3 clusters Score: Raw -111249.395788 + Penalty 3263.308601 = -107986.087187 nChanged 2 SP:Iteration 8Q (3858.660000 sec): 3 clusters Score: Raw -111253.508462 + Penalty 3263.308601 = -107990.199861 nChanged 4 SP:Iteration 9Q (3858.860000 sec): 3 clusters Score: Raw -111261.093128 + Penalty 3263.308601 = -107997.784527 nChanged 7 SP:Iteration 10Q (3859.080000 sec): 3 clusters Score: Raw -111280.995283 + Penalty 3263.308601 = -108017.686682 nChanged 9 SP:Iteration 11Q (3859.230000 sec): 3 clusters Score: Raw -111298.060334 + Penalty 3263.308601 = -108034.751733 nChanged 8 SP:Iteration 12Q (3859.370000 sec): 3 clusters Score: Raw -111310.973819 + Penalty 3263.308601 = -108047.665218 nChanged 3 SP:Iteration 13Q (3859.560000 sec): 3 clusters Score: Raw -111319.971597 + Penalty 3263.308601 = -108056.662996 nChanged 1 SP:Iteration 14Q (3859.750000 sec): 3 clusters Score: Raw -111323.434073 + Penalty 3263.308601 = -108060.125472 nChanged 2 SP:Iteration 15Q (3859.960000 sec): 3 clusters Score: Raw -111326.073271 + Penalty 3263.308601 = -108062.764670 nChanged 0 SP:Iteration 16F (3860.130000 sec): 3 clusters Score: Raw -111326.073271 + Penalty 3263.308601 = -108062.764670 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3860.310000 sec): 2 clusters Score: Raw -1537279.707439 + Penalty 2274.118046 = -1535005.589393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3860.540000 sec): 3 clusters Score: Raw -1532237.178200 + Penalty 4548.236091 = -1527688.942109 nChanged 3877 SP:Iteration 1F (3860.740000 sec): 3 clusters Score: Raw -1534260.762766 + Penalty 4548.236091 = -1529712.526675 nChanged 593 SP:Iteration 2F (3860.980000 sec): 3 clusters Score: Raw -1534521.955219 + Penalty 4548.236091 = -1529973.719128 nChanged 466 SP:Iteration 3Q (3861.220000 sec): 3 clusters Score: Raw -1534720.457045 + Penalty 4548.236091 = -1530172.220954 nChanged 392 SP:Iteration 4Q (3861.440000 sec): 3 clusters Score: Raw -1534883.954153 + Penalty 4548.236091 = -1530335.718062 nChanged 379 SP:Iteration 5Q (3861.670000 sec): 3 clusters Score: Raw -1535047.526701 + Penalty 4548.236091 = -1530499.290610 nChanged 347 SP:Iteration 6Q (3861.890000 sec): 3 clusters Score: Raw -1535199.449341 + Penalty 4548.236091 = -1530651.213250 nChanged 330 SP:Iteration 7Q (3862.080000 sec): 3 clusters Score: Raw -1535354.986503 + Penalty 4548.236091 = -1530806.750412 nChanged 351 SP:Iteration 8Q (3862.310000 sec): 3 clusters Score: Raw -1535513.466908 + Penalty 4548.236091 = -1530965.230817 nChanged 331 SP:Iteration 9Q (3862.520000 sec): 3 clusters Score: Raw -1535667.571340 + Penalty 4548.236091 = -1531119.335249 nChanged 354 SP:Iteration 10Q (3862.760000 sec): 3 clusters Score: Raw -1535842.590041 + Penalty 4548.236091 = -1531294.353950 nChanged 334 SP:Iteration 11Q (3862.990000 sec): 3 clusters Score: Raw -1536007.815603 + Penalty 4548.236091 = -1531459.579512 nChanged 313 SP:Iteration 12Q (3863.210000 sec): 3 clusters Score: Raw -1536167.376267 + Penalty 4548.236091 = -1531619.140176 nChanged 308 SP:Iteration 13Q (3863.460000 sec): 3 clusters Score: Raw -1536325.711547 + Penalty 4548.236091 = -1531777.475456 nChanged 282 SP:Iteration 14Q (3863.690000 sec): 3 clusters Score: Raw -1536476.884423 + Penalty 4548.236091 = -1531928.648332 nChanged 270 SP:Iteration 15Q (3863.870000 sec): 3 clusters Score: Raw -1536619.959915 + Penalty 4548.236091 = -1532071.723824 nChanged 239 SP:Iteration 16Q (3864.100000 sec): 3 clusters Score: Raw -1536756.840242 + Penalty 4548.236091 = -1532208.604151 nChanged 233 SP:Iteration 17Q (3864.340000 sec): 3 clusters Score: Raw -1536905.510009 + Penalty 4548.236091 = -1532357.273918 nChanged 216 SP:Iteration 18Q (3864.550000 sec): 3 clusters Score: Raw -1537040.957599 + Penalty 4548.236091 = -1532492.721508 nChanged 196 SP:Iteration 19Q (3864.830000 sec): 3 clusters Score: Raw -1537167.296782 + Penalty 4548.236091 = -1532619.060691 nChanged 154 SP:Iteration 20F (3865.020000 sec): 3 clusters Score: Raw -1537259.323377 + Penalty 4548.236091 = -1532711.087286 nChanged 118 SP:Iteration 21Q (3865.270000 sec): 3 clusters Score: Raw -1537324.480187 + Penalty 4548.236091 = -1532776.244096 nChanged 82 SP:Iteration 22Q (3865.470000 sec): 3 clusters Score: Raw -1537379.475318 + Penalty 4548.236091 = -1532831.239227 nChanged 95 SP:Iteration 23Q (3865.710000 sec): 3 clusters Score: Raw -1537440.869237 + Penalty 4548.236091 = -1532892.633146 nChanged 74 SP:Iteration 24Q (3865.940000 sec): 3 clusters Score: Raw -1537494.869834 + Penalty 4548.236091 = -1532946.633743 nChanged 70 SP:Iteration 25Q (3866.150000 sec): 3 clusters Score: Raw -1537536.244082 + Penalty 4548.236091 = -1532988.007991 nChanged 50 SP:Iteration 26Q (3866.330000 sec): 3 clusters Score: Raw -1537566.904888 + Penalty 4548.236091 = -1533018.668797 nChanged 40 SP:Iteration 27Q (3866.540000 sec): 3 clusters Score: Raw -1537588.416954 + Penalty 4548.236091 = -1533040.180863 nChanged 30 SP:Iteration 28Q (3866.710000 sec): 3 clusters Score: Raw -1537604.884416 + Penalty 4548.236091 = -1533056.648325 nChanged 24 SP:Iteration 29Q (3866.960000 sec): 3 clusters Score: Raw -1537617.681802 + Penalty 4548.236091 = -1533069.445711 nChanged 20 SP:Iteration 30Q (3867.140000 sec): 3 clusters Score: Raw -1537627.352583 + Penalty 4548.236091 = -1533079.116492 nChanged 13 SP:Iteration 31Q (3867.380000 sec): 3 clusters Score: Raw -1537634.507523 + Penalty 4548.236091 = -1533086.271432 nChanged 8 SP:Iteration 32Q (3867.650000 sec): 3 clusters Score: Raw -1537639.249373 + Penalty 4548.236091 = -1533091.013282 nChanged 10 SP:Iteration 33Q (3867.910000 sec): 3 clusters Score: Raw -1537646.010837 + Penalty 4548.236091 = -1533097.774746 nChanged 6 SP:Iteration 34Q (3868.150000 sec): 3 clusters Score: Raw -1537650.153744 + Penalty 4548.236091 = -1533101.917653 nChanged 3 SP:Iteration 35Q (3868.340000 sec): 3 clusters Score: Raw -1537651.666662 + Penalty 4548.236091 = -1533103.430571 nChanged 8 SP:Iteration 36Q (3868.560000 sec): 3 clusters Score: Raw -1537656.145864 + Penalty 4548.236091 = -1533107.909773 nChanged 8 SP:Iteration 37Q (3868.820000 sec): 3 clusters Score: Raw -1537660.952306 + Penalty 4548.236091 = -1533112.716215 nChanged 8 SP:Iteration 38Q (3869.050000 sec): 3 clusters Score: Raw -1537665.918075 + Penalty 4548.236091 = -1533117.681984 nChanged 6 SP:Iteration 39Q (3869.330000 sec): 3 clusters Score: Raw -1537671.233907 + Penalty 4548.236091 = -1533122.997816 nChanged 7 SP:Iteration 40F (3869.570000 sec): 3 clusters Score: Raw -1537676.277004 + Penalty 4548.236091 = -1533128.040913 nChanged 14 SP:Iteration 41Q (3869.840000 sec): 3 clusters Score: Raw -1537684.657647 + Penalty 4548.236091 = -1533136.421556 nChanged 5 SP:Iteration 42Q (3870.090000 sec): 3 clusters Score: Raw -1537688.552292 + Penalty 4548.236091 = -1533140.316201 nChanged 4 SP:Iteration 43Q (3870.280000 sec): 3 clusters Score: Raw -1537690.101494 + Penalty 4548.236091 = -1533141.865403 nChanged 4 SP:Iteration 44Q (3870.550000 sec): 3 clusters Score: Raw -1537691.312045 + Penalty 4548.236091 = -1533143.075954 nChanged 1 SP:Iteration 45Q (3870.780000 sec): 3 clusters Score: Raw -1537691.697976 + Penalty 4548.236091 = -1533143.461885 nChanged 2 SP:Iteration 46Q (3870.980000 sec): 3 clusters Score: Raw -1537692.712637 + Penalty 4548.236091 = -1533144.476546 nChanged 1 SP:Iteration 47Q (3871.200000 sec): 3 clusters Score: Raw -1537693.194174 + Penalty 4548.236091 = -1533144.958083 nChanged 1 SP:Iteration 48Q (3871.420000 sec): 3 clusters Score: Raw -1537693.535589 + Penalty 4548.236091 = -1533145.299498 nChanged 1 SP:Iteration 49Q (3871.700000 sec): 3 clusters Score: Raw -1537693.805201 + Penalty 4548.236091 = -1533145.569110 nChanged 1 SP:Iteration 50Q (3871.970000 sec): 3 clusters Score: Raw -1537694.053660 + Penalty 4548.236091 = -1533145.817569 nChanged 1 SP:Iteration 51Q (3872.210000 sec): 3 clusters Score: Raw -1537694.856442 + Penalty 4548.236091 = -1533146.620351 nChanged 0 SP:Iteration 52F (3872.480000 sec): 3 clusters Score: Raw -1537694.856442 + Penalty 4548.236091 = -1533146.620351 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.870000 sec): 2 clusters Score: Raw -12244850.600486 + Penalty 2785.764288 = -12242064.836199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3873.440000 sec): 3 clusters Score: Raw -12197026.951582 + Penalty 5571.528575 = -12191455.423007 nChanged 35424 SP:Iteration 1F (3874.040000 sec): 3 clusters Score: Raw -12216904.206797 + Penalty 5571.528575 = -12211332.678222 nChanged 2793 SP:Iteration 2Q (3874.600000 sec): 3 clusters Score: Raw -12217720.900321 + Penalty 5571.528575 = -12212149.371745 nChanged 3012 SP:Iteration 3Q (3875.160000 sec): 3 clusters Score: Raw -12218740.852910 + Penalty 5571.528575 = -12213169.324334 nChanged 3501 SP:Iteration 4Q (3875.740000 sec): 3 clusters Score: Raw -12220282.903035 + Penalty 5571.528575 = -12214711.374460 nChanged 4361 SP:Iteration 5F (3876.350000 sec): 3 clusters Score: Raw -12222700.931456 + Penalty 5571.528575 = -12217129.402881 nChanged 5201 SP:Iteration 6F (3876.930000 sec): 3 clusters Score: Raw -12225916.569860 + Penalty 5571.528575 = -12220345.041285 nChanged 5566 SP:Iteration 7F (3877.520000 sec): 3 clusters Score: Raw -12229622.017381 + Penalty 5571.528575 = -12224050.488806 nChanged 5239 SP:Iteration 8F (3878.040000 sec): 3 clusters Score: Raw -12233280.216943 + Penalty 5571.528575 = -12227708.688367 nChanged 4625 SP:Iteration 9F (3878.630000 sec): 3 clusters Score: Raw -12236579.345453 + Penalty 5571.528575 = -12231007.816878 nChanged 3739 SP:Iteration 10Q (3879.220000 sec): 3 clusters Score: Raw -12239202.422341 + Penalty 5571.528575 = -12233630.893766 nChanged 2826 SP:Iteration 11Q (3879.760000 sec): 3 clusters Score: Raw -12241106.788805 + Penalty 5571.528575 = -12235535.260230 nChanged 2217 SP:Iteration 12Q (3880.380000 sec): 3 clusters Score: Raw -12242528.241661 + Penalty 5571.528575 = -12236956.713086 nChanged 1635 SP:Iteration 13Q (3880.900000 sec): 3 clusters Score: Raw -12243510.047817 + Penalty 5571.528575 = -12237938.519242 nChanged 1147 SP:Iteration 14Q (3881.460000 sec): 3 clusters Score: Raw -12244168.012410 + Penalty 5571.528575 = -12238596.483835 nChanged 814 SP:Iteration 15Q (3882.000000 sec): 3 clusters Score: Raw -12244620.753963 + Penalty 5571.528575 = -12239049.225387 nChanged 572 SP:Iteration 16Q (3882.570000 sec): 3 clusters Score: Raw -12244925.825999 + Penalty 5571.528575 = -12239354.297424 nChanged 376 SP:Iteration 17Q (3883.160000 sec): 3 clusters Score: Raw -12245144.014105 + Penalty 5571.528575 = -12239572.485530 nChanged 269 SP:Iteration 18Q (3883.680000 sec): 3 clusters Score: Raw -12245296.339896 + Penalty 5571.528575 = -12239724.811321 nChanged 175 SP:Iteration 19Q (3884.200000 sec): 3 clusters Score: Raw -12245387.260993 + Penalty 5571.528575 = -12239815.732417 nChanged 119 SP:Iteration 20F (3884.780000 sec): 3 clusters Score: Raw -12245445.210931 + Penalty 5571.528575 = -12239873.682356 nChanged 86 SP:Iteration 21Q (3885.290000 sec): 3 clusters Score: Raw -12245487.899016 + Penalty 5571.528575 = -12239916.370441 nChanged 61 SP:Iteration 22Q (3885.790000 sec): 3 clusters Score: Raw -12245515.412980 + Penalty 5571.528575 = -12239943.884405 nChanged 61 SP:Iteration 23Q (3886.310000 sec): 3 clusters Score: Raw -12245543.544045 + Penalty 5571.528575 = -12239972.015470 nChanged 43 SP:Iteration 24Q (3886.800000 sec): 3 clusters Score: Raw -12245563.729676 + Penalty 5571.528575 = -12239992.201101 nChanged 42 SP:Iteration 25Q (3887.360000 sec): 3 clusters Score: Raw -12245581.594753 + Penalty 5571.528575 = -12240010.066178 nChanged 38 SP:Iteration 26Q (3887.890000 sec): 3 clusters Score: Raw -12245598.039248 + Penalty 5571.528575 = -12240026.510673 nChanged 28 SP:Iteration 27Q (3888.410000 sec): 3 clusters Score: Raw -12245611.805796 + Penalty 5571.528575 = -12240040.277221 nChanged 35 SP:Iteration 28Q (3888.920000 sec): 3 clusters Score: Raw -12245627.740636 + Penalty 5571.528575 = -12240056.212061 nChanged 31 SP:Iteration 29Q (3889.410000 sec): 3 clusters Score: Raw -12245637.087577 + Penalty 5571.528575 = -12240065.559001 nChanged 23 SP:Iteration 30Q (3889.940000 sec): 3 clusters Score: Raw -12245645.757506 + Penalty 5571.528575 = -12240074.228931 nChanged 20 SP:Iteration 31Q (3890.450000 sec): 3 clusters Score: Raw -12245651.178403 + Penalty 5571.528575 = -12240079.649828 nChanged 13 SP:Iteration 32Q (3890.960000 sec): 3 clusters Score: Raw -12245656.990390 + Penalty 5571.528575 = -12240085.461815 nChanged 18 SP:Iteration 33Q (3891.480000 sec): 3 clusters Score: Raw -12245664.254939 + Penalty 5571.528575 = -12240092.726363 nChanged 12 SP:Iteration 34Q (3892.040000 sec): 3 clusters Score: Raw -12245670.252198 + Penalty 5571.528575 = -12240098.723623 nChanged 17 SP:Iteration 35Q (3892.550000 sec): 3 clusters Score: Raw -12245677.360491 + Penalty 5571.528575 = -12240105.831915 nChanged 16 SP:Iteration 36Q (3893.050000 sec): 3 clusters Score: Raw -12245683.804427 + Penalty 5571.528575 = -12240112.275852 nChanged 18 SP:Iteration 37Q (3893.580000 sec): 3 clusters Score: Raw -12245691.278140 + Penalty 5571.528575 = -12240119.749565 nChanged 21 SP:Iteration 38Q (3894.130000 sec): 3 clusters Score: Raw -12245698.842269 + Penalty 5571.528575 = -12240127.313694 nChanged 20 SP:Iteration 39Q (3894.640000 sec): 3 clusters Score: Raw -12245706.494233 + Penalty 5571.528575 = -12240134.965658 nChanged 19 SP:Iteration 40F (3895.190000 sec): 3 clusters Score: Raw -12245714.541163 + Penalty 5571.528575 = -12240143.012587 nChanged 16 SP:Iteration 41Q (3895.700000 sec): 3 clusters Score: Raw -12245719.337215 + Penalty 5571.528575 = -12240147.808640 nChanged 16 SP:Iteration 42Q (3896.240000 sec): 3 clusters Score: Raw -12245725.757869 + Penalty 5571.528575 = -12240154.229293 nChanged 17 SP:Iteration 43Q (3896.760000 sec): 3 clusters Score: Raw -12245732.533749 + Penalty 5571.528575 = -12240161.005174 nChanged 21 SP:Iteration 44Q (3897.240000 sec): 3 clusters Score: Raw -12245743.194427 + Penalty 5571.528575 = -12240171.665851 nChanged 21 SP:Iteration 45Q (3897.700000 sec): 3 clusters Score: Raw -12245755.178688 + Penalty 5571.528575 = -12240183.650113 nChanged 21 SP:Iteration 46Q (3898.180000 sec): 3 clusters Score: Raw -12245763.387302 + Penalty 5571.528575 = -12240191.858727 nChanged 13 SP:Iteration 47Q (3898.700000 sec): 3 clusters Score: Raw -12245766.918783 + Penalty 5571.528575 = -12240195.390208 nChanged 12 SP:Iteration 48Q (3899.230000 sec): 3 clusters Score: Raw -12245772.412711 + Penalty 5571.528575 = -12240200.884135 nChanged 11 SP:Iteration 49Q (3899.740000 sec): 3 clusters Score: Raw -12245775.954278 + Penalty 5571.528575 = -12240204.425703 nChanged 7 SP:Iteration 50Q (3900.230000 sec): 3 clusters Score: Raw -12245777.329065 + Penalty 5571.528575 = -12240205.800489 nChanged 4 SP:Iteration 51Q (3900.770000 sec): 3 clusters Score: Raw -12245778.470191 + Penalty 5571.528575 = -12240206.941616 nChanged 2 SP:Iteration 52Q (3901.320000 sec): 3 clusters Score: Raw -12245778.756858 + Penalty 5571.528575 = -12240207.228283 nChanged 2 SP:Iteration 53Q (3901.810000 sec): 3 clusters Score: Raw -12245779.254968 + Penalty 5571.528575 = -12240207.726393 nChanged 4 SP:Iteration 54Q (3902.340000 sec): 3 clusters Score: Raw -12245780.262960 + Penalty 5571.528575 = -12240208.734385 nChanged 2 SP:Iteration 55Q (3902.880000 sec): 3 clusters Score: Raw -12245780.551567 + Penalty 5571.528575 = -12240209.022992 nChanged 0 SP:Iteration 56F (3903.430000 sec): 3 clusters Score: Raw -12245780.551567 + Penalty 5571.528575 = -12240209.022992 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (14275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3903.570000 sec): 2 clusters Score: Raw -2177424.543028 + Penalty 2372.433729 = -2175052.109299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3903.830000 sec): 3 clusters Score: Raw -2169373.375642 + Penalty 4744.867457 = -2164628.508185 nChanged 6150 SP:Iteration 1F (3904.050000 sec): 3 clusters Score: Raw -2172776.022637 + Penalty 4744.867457 = -2168031.155179 nChanged 933 SP:Iteration 2F (3904.290000 sec): 3 clusters Score: Raw -2173218.358692 + Penalty 4744.867457 = -2168473.491235 nChanged 803 SP:Iteration 3F (3904.500000 sec): 3 clusters Score: Raw -2173591.405066 + Penalty 4744.867457 = -2168846.537609 nChanged 688 SP:Iteration 4Q (3904.770000 sec): 3 clusters Score: Raw -2173944.600262 + Penalty 4744.867457 = -2169199.732805 nChanged 661 SP:Iteration 5Q (3904.980000 sec): 3 clusters Score: Raw -2174295.658530 + Penalty 4744.867457 = -2169550.791073 nChanged 577 SP:Iteration 6Q (3905.190000 sec): 3 clusters Score: Raw -2174577.974180 + Penalty 4744.867457 = -2169833.106723 nChanged 527 SP:Iteration 7Q (3905.450000 sec): 3 clusters Score: Raw -2174825.571556 + Penalty 4744.867457 = -2170080.704099 nChanged 482 SP:Iteration 8Q (3905.650000 sec): 3 clusters Score: Raw -2175068.225589 + Penalty 4744.867457 = -2170323.358132 nChanged 466 SP:Iteration 9Q (3905.870000 sec): 3 clusters Score: Raw -2175294.536490 + Penalty 4744.867457 = -2170549.669033 nChanged 433 SP:Iteration 10Q (3906.100000 sec): 3 clusters Score: Raw -2175508.910810 + Penalty 4744.867457 = -2170764.043353 nChanged 419 SP:Iteration 11Q (3906.340000 sec): 3 clusters Score: Raw -2175729.111552 + Penalty 4744.867457 = -2170984.244095 nChanged 392 SP:Iteration 12Q (3906.650000 sec): 3 clusters Score: Raw -2175951.549854 + Penalty 4744.867457 = -2171206.682397 nChanged 369 SP:Iteration 13Q (3906.870000 sec): 3 clusters Score: Raw -2176170.065763 + Penalty 4744.867457 = -2171425.198306 nChanged 365 SP:Iteration 14Q (3907.150000 sec): 3 clusters Score: Raw -2176403.503674 + Penalty 4744.867457 = -2171658.636217 nChanged 333 SP:Iteration 15Q (3907.450000 sec): 3 clusters Score: Raw -2176598.593391 + Penalty 4744.867457 = -2171853.725934 nChanged 296 SP:Iteration 16Q (3907.760000 sec): 3 clusters Score: Raw -2176765.629858 + Penalty 4744.867457 = -2172020.762400 nChanged 257 SP:Iteration 17Q (3908.010000 sec): 3 clusters Score: Raw -2176899.479943 + Penalty 4744.867457 = -2172154.612486 nChanged 198 SP:Iteration 18Q (3908.250000 sec): 3 clusters Score: Raw -2176985.020299 + Penalty 4744.867457 = -2172240.152842 nChanged 160 SP:Iteration 19Q (3908.500000 sec): 3 clusters Score: Raw -2177040.084481 + Penalty 4744.867457 = -2172295.217024 nChanged 126 SP:Iteration 20F (3908.710000 sec): 3 clusters Score: Raw -2177079.115337 + Penalty 4744.867457 = -2172334.247880 nChanged 110 SP:Iteration 21Q (3908.980000 sec): 3 clusters Score: Raw -2177119.720781 + Penalty 4744.867457 = -2172374.853324 nChanged 112 SP:Iteration 22Q (3909.230000 sec): 3 clusters Score: Raw -2177158.028862 + Penalty 4744.867457 = -2172413.161404 nChanged 106 SP:Iteration 23Q (3909.440000 sec): 3 clusters Score: Raw -2177194.239378 + Penalty 4744.867457 = -2172449.371921 nChanged 93 SP:Iteration 24Q (3909.680000 sec): 3 clusters Score: Raw -2177227.328218 + Penalty 4744.867457 = -2172482.460760 nChanged 94 SP:Iteration 25Q (3909.970000 sec): 3 clusters Score: Raw -2177262.972334 + Penalty 4744.867457 = -2172518.104877 nChanged 93 SP:Iteration 26Q (3910.190000 sec): 3 clusters Score: Raw -2177297.426060 + Penalty 4744.867457 = -2172552.558603 nChanged 90 SP:Iteration 27Q (3910.440000 sec): 3 clusters Score: Raw -2177332.457178 + Penalty 4744.867457 = -2172587.589721 nChanged 91 SP:Iteration 28Q (3910.730000 sec): 3 clusters Score: Raw -2177370.257064 + Penalty 4744.867457 = -2172625.389607 nChanged 90 SP:Iteration 29Q (3911.020000 sec): 3 clusters Score: Raw -2177415.588960 + Penalty 4744.867457 = -2172670.721503 nChanged 109 SP:Iteration 30Q (3911.260000 sec): 3 clusters Score: Raw -2177477.795379 + Penalty 4744.867457 = -2172732.927921 nChanged 99 SP:Iteration 31Q (3911.510000 sec): 3 clusters Score: Raw -2177531.087456 + Penalty 4744.867457 = -2172786.219999 nChanged 87 SP:Iteration 32Q (3911.730000 sec): 3 clusters Score: Raw -2177574.434676 + Penalty 4744.867457 = -2172829.567219 nChanged 80 SP:Iteration 33Q (3911.950000 sec): 3 clusters Score: Raw -2177618.233542 + Penalty 4744.867457 = -2172873.366085 nChanged 83 SP:Iteration 34Q (3912.190000 sec): 3 clusters Score: Raw -2177657.691895 + Penalty 4744.867457 = -2172912.824438 nChanged 58 SP:Iteration 35Q (3912.400000 sec): 3 clusters Score: Raw -2177681.505219 + Penalty 4744.867457 = -2172936.637762 nChanged 48 SP:Iteration 36Q (3912.610000 sec): 3 clusters Score: Raw -2177698.173989 + Penalty 4744.867457 = -2172953.306532 nChanged 52 SP:Iteration 37Q (3912.820000 sec): 3 clusters Score: Raw -2177718.075073 + Penalty 4744.867457 = -2172973.207616 nChanged 54 SP:Iteration 38Q (3913.060000 sec): 3 clusters Score: Raw -2177740.288103 + Penalty 4744.867457 = -2172995.420646 nChanged 47 SP:Iteration 39Q (3913.320000 sec): 3 clusters Score: Raw -2177756.372856 + Penalty 4744.867457 = -2173011.505399 nChanged 43 SP:Iteration 40F (3913.620000 sec): 3 clusters Score: Raw -2177773.154091 + Penalty 4744.867457 = -2173028.286634 nChanged 35 SP:Iteration 41Q (3913.800000 sec): 3 clusters Score: Raw -2177786.805969 + Penalty 4744.867457 = -2173041.938512 nChanged 32 SP:Iteration 42Q (3914.030000 sec): 3 clusters Score: Raw -2177796.113196 + Penalty 4744.867457 = -2173051.245739 nChanged 29 SP:Iteration 43Q (3914.280000 sec): 3 clusters Score: Raw -2177804.778238 + Penalty 4744.867457 = -2173059.910781 nChanged 21 SP:Iteration 44Q (3914.510000 sec): 3 clusters Score: Raw -2177811.493302 + Penalty 4744.867457 = -2173066.625845 nChanged 20 SP:Iteration 45Q (3914.800000 sec): 3 clusters Score: Raw -2177817.419303 + Penalty 4744.867457 = -2173072.551846 nChanged 22 SP:Iteration 46Q (3915.040000 sec): 3 clusters Score: Raw -2177823.437902 + Penalty 4744.867457 = -2173078.570445 nChanged 14 SP:Iteration 47Q (3915.320000 sec): 3 clusters Score: Raw -2177827.230867 + Penalty 4744.867457 = -2173082.363409 nChanged 16 SP:Iteration 48Q (3915.520000 sec): 3 clusters Score: Raw -2177831.470204 + Penalty 4744.867457 = -2173086.602747 nChanged 15 SP:Iteration 49Q (3915.810000 sec): 3 clusters Score: Raw -2177837.030234 + Penalty 4744.867457 = -2173092.162777 nChanged 19 SP:Iteration 50Q (3916.010000 sec): 3 clusters Score: Raw -2177844.909239 + Penalty 4744.867457 = -2173100.041782 nChanged 23 SP:Iteration 51Q (3916.240000 sec): 3 clusters Score: Raw -2177854.048823 + Penalty 4744.867457 = -2173109.181366 nChanged 23 SP:Iteration 52Q (3916.530000 sec): 3 clusters Score: Raw -2177864.019270 + Penalty 4744.867457 = -2173119.151813 nChanged 23 SP:Iteration 53Q (3916.750000 sec): 3 clusters Score: Raw -2177870.990239 + Penalty 4744.867457 = -2173126.122782 nChanged 16 SP:Iteration 54Q (3917.010000 sec): 3 clusters Score: Raw -2177875.054043 + Penalty 4744.867457 = -2173130.186586 nChanged 14 SP:Iteration 55Q (3917.240000 sec): 3 clusters Score: Raw -2177878.702571 + Penalty 4744.867457 = -2173133.835113 nChanged 13 SP:Iteration 56Q (3917.480000 sec): 3 clusters Score: Raw -2177881.990954 + Penalty 4744.867457 = -2173137.123497 nChanged 12 SP:Iteration 57Q (3917.710000 sec): 3 clusters Score: Raw -2177885.725538 + Penalty 4744.867457 = -2173140.858081 nChanged 12 SP:Iteration 58Q (3917.990000 sec): 3 clusters Score: Raw -2177890.362996 + Penalty 4744.867457 = -2173145.495539 nChanged 13 SP:Iteration 59Q (3918.260000 sec): 3 clusters Score: Raw -2177893.440999 + Penalty 4744.867457 = -2173148.573541 nChanged 7 SP:Iteration 60F (3918.460000 sec): 3 clusters Score: Raw -2177894.573782 + Penalty 4744.867457 = -2173149.706325 nChanged 6 SP:Iteration 61Q (3918.730000 sec): 3 clusters Score: Raw -2177896.670818 + Penalty 4744.867457 = -2173151.803360 nChanged 7 SP:Iteration 62Q (3918.950000 sec): 3 clusters Score: Raw -2177898.887140 + Penalty 4744.867457 = -2173154.019683 nChanged 15 SP:Iteration 63Q (3919.240000 sec): 3 clusters Score: Raw -2177902.723437 + Penalty 4744.867457 = -2173157.855979 nChanged 13 SP:Iteration 64Q (3919.480000 sec): 3 clusters Score: Raw -2177907.590505 + Penalty 4744.867457 = -2173162.723048 nChanged 15 SP:Iteration 65Q (3919.730000 sec): 3 clusters Score: Raw -2177911.481837 + Penalty 4744.867457 = -2173166.614380 nChanged 13 SP:Iteration 66Q (3919.970000 sec): 3 clusters Score: Raw -2177915.558505 + Penalty 4744.867457 = -2173170.691048 nChanged 8 SP:Iteration 67Q (3920.170000 sec): 3 clusters Score: Raw -2177918.531964 + Penalty 4744.867457 = -2173173.664507 nChanged 8 SP:Iteration 68Q (3920.450000 sec): 3 clusters Score: Raw -2177921.305942 + Penalty 4744.867457 = -2173176.438485 nChanged 10 SP:Iteration 69Q (3920.740000 sec): 3 clusters Score: Raw -2177923.671414 + Penalty 4744.867457 = -2173178.803957 nChanged 10 SP:Iteration 70Q (3920.970000 sec): 3 clusters Score: Raw -2177927.627742 + Penalty 4744.867457 = -2173182.760285 nChanged 10 SP:Iteration 71Q (3921.240000 sec): 3 clusters Score: Raw -2177930.433912 + Penalty 4744.867457 = -2173185.566455 nChanged 10 SP:Iteration 72Q (3921.490000 sec): 3 clusters Score: Raw -2177933.027679 + Penalty 4744.867457 = -2173188.160221 nChanged 5 SP:Iteration 73Q (3921.720000 sec): 3 clusters Score: Raw -2177934.401702 + Penalty 4744.867457 = -2173189.534244 nChanged 7 SP:Iteration 74Q (3921.940000 sec): 3 clusters Score: Raw -2177936.014720 + Penalty 4744.867457 = -2173191.147262 nChanged 5 SP:Iteration 75Q (3922.160000 sec): 3 clusters Score: Raw -2177937.180329 + Penalty 4744.867457 = -2173192.312872 nChanged 8 SP:Iteration 76Q (3922.380000 sec): 3 clusters Score: Raw -2177939.396862 + Penalty 4744.867457 = -2173194.529405 nChanged 7 SP:Iteration 77Q (3922.620000 sec): 3 clusters Score: Raw -2177941.793021 + Penalty 4744.867457 = -2173196.925564 nChanged 11 SP:Iteration 78Q (3922.850000 sec): 3 clusters Score: Raw -2177945.156723 + Penalty 4744.867457 = -2173200.289266 nChanged 8 SP:Iteration 79Q (3923.080000 sec): 3 clusters Score: Raw -2177947.062731 + Penalty 4744.867457 = -2173202.195274 nChanged 7 SP:Iteration 80F (3923.310000 sec): 3 clusters Score: Raw -2177949.515623 + Penalty 4744.867457 = -2173204.648166 nChanged 10 SP:Iteration 81Q (3923.550000 sec): 3 clusters Score: Raw -2177952.312633 + Penalty 4744.867457 = -2173207.445176 nChanged 7 SP:Iteration 82Q (3923.770000 sec): 3 clusters Score: Raw -2177953.883374 + Penalty 4744.867457 = -2173209.015917 nChanged 2 SP:Iteration 83Q (3923.970000 sec): 3 clusters Score: Raw -2177954.737870 + Penalty 4744.867457 = -2173209.870413 nChanged 6 SP:Iteration 84Q (3924.190000 sec): 3 clusters Score: Raw -2177957.121148 + Penalty 4744.867457 = -2173212.253691 nChanged 4 SP:Iteration 85Q (3924.450000 sec): 3 clusters Score: Raw -2177958.749786 + Penalty 4744.867457 = -2173213.882329 nChanged 8 SP:Iteration 86Q (3924.660000 sec): 3 clusters Score: Raw -2177960.481563 + Penalty 4744.867457 = -2173215.614105 nChanged 3 SP:Iteration 87Q (3924.910000 sec): 3 clusters Score: Raw -2177961.187776 + Penalty 4744.867457 = -2173216.320319 nChanged 2 SP:Iteration 88Q (3925.170000 sec): 3 clusters Score: Raw -2177961.771082 + Penalty 4744.867457 = -2173216.903625 nChanged 3 SP:Iteration 89Q (3925.370000 sec): 3 clusters Score: Raw -2177962.077705 + Penalty 4744.867457 = -2173217.210248 nChanged 2 SP:Iteration 90Q (3925.650000 sec): 3 clusters Score: Raw -2177962.665734 + Penalty 4744.867457 = -2173217.798277 nChanged 3 SP:Iteration 91Q (3925.870000 sec): 3 clusters Score: Raw -2177963.419827 + Penalty 4744.867457 = -2173218.552370 nChanged 3 SP:Iteration 92Q (3926.110000 sec): 3 clusters Score: Raw -2177964.129638 + Penalty 4744.867457 = -2173219.262181 nChanged 2 SP:Iteration 93Q (3926.420000 sec): 3 clusters Score: Raw -2177964.680522 + Penalty 4744.867457 = -2173219.813065 nChanged 3 SP:Iteration 94Q (3926.640000 sec): 3 clusters Score: Raw -2177965.482557 + Penalty 4744.867457 = -2173220.615100 nChanged 2 SP:Iteration 95Q (3926.950000 sec): 3 clusters Score: Raw -2177966.045094 + Penalty 4744.867457 = -2173221.177637 nChanged 4 SP:Iteration 96Q (3927.210000 sec): 3 clusters Score: Raw -2177967.729367 + Penalty 4744.867457 = -2173222.861909 nChanged 8 SP:Iteration 97Q (3927.420000 sec): 3 clusters Score: Raw -2177970.502867 + Penalty 4744.867457 = -2173225.635410 nChanged 10 SP:Iteration 98Q (3927.680000 sec): 3 clusters Score: Raw -2177974.824263 + Penalty 4744.867457 = -2173229.956805 nChanged 9 SP:Iteration 99Q (3927.950000 sec): 3 clusters Score: Raw -2177979.106325 + Penalty 4744.867457 = -2173234.238868 nChanged 11 SP:Iteration 100F (3928.230000 sec): 3 clusters Score: Raw -2177983.315892 + Penalty 4744.867457 = -2173238.448435 nChanged 12 SP:Iteration 101Q (3928.500000 sec): 3 clusters Score: Raw -2177986.481347 + Penalty 4744.867457 = -2173241.613890 nChanged 7 SP:Iteration 102Q (3928.780000 sec): 3 clusters Score: Raw -2177988.357020 + Penalty 4744.867457 = -2173243.489563 nChanged 4 SP:Iteration 103Q (3929.050000 sec): 3 clusters Score: Raw -2177990.642901 + Penalty 4744.867457 = -2173245.775444 nChanged 10 SP:Iteration 104Q (3929.320000 sec): 3 clusters Score: Raw -2177994.606777 + Penalty 4744.867457 = -2173249.739320 nChanged 6 SP:Iteration 105Q (3929.570000 sec): 3 clusters Score: Raw -2177997.250104 + Penalty 4744.867457 = -2173252.382647 nChanged 7 SP:Iteration 106Q (3929.820000 sec): 3 clusters Score: Raw -2178000.276245 + Penalty 4744.867457 = -2173255.408788 nChanged 8 SP:Iteration 107Q (3930.070000 sec): 3 clusters Score: Raw -2178005.606972 + Penalty 4744.867457 = -2173260.739515 nChanged 14 SP:Iteration 108Q (3930.240000 sec): 3 clusters Score: Raw -2178012.811008 + Penalty 4744.867457 = -2173267.943551 nChanged 13 SP:Iteration 109Q (3930.500000 sec): 3 clusters Score: Raw -2178017.963269 + Penalty 4744.867457 = -2173273.095812 nChanged 7 SP:Iteration 110Q (3930.700000 sec): 3 clusters Score: Raw -2178021.357045 + Penalty 4744.867457 = -2173276.489588 nChanged 7 SP:Iteration 111Q (3930.970000 sec): 3 clusters Score: Raw -2178023.561489 + Penalty 4744.867457 = -2173278.694031 nChanged 3 SP:Iteration 112Q (3931.170000 sec): 3 clusters Score: Raw -2178024.693392 + Penalty 4744.867457 = -2173279.825935 nChanged 5 SP:Iteration 113Q (3931.400000 sec): 3 clusters Score: Raw -2178026.438724 + Penalty 4744.867457 = -2173281.571267 nChanged 4 SP:Iteration 114Q (3931.660000 sec): 3 clusters Score: Raw -2178027.244487 + Penalty 4744.867457 = -2173282.377030 nChanged 4 SP:Iteration 115Q (3931.880000 sec): 3 clusters Score: Raw -2178029.379613 + Penalty 4744.867457 = -2173284.512156 nChanged 8 SP:Iteration 116Q (3932.180000 sec): 3 clusters Score: Raw -2178033.017210 + Penalty 4744.867457 = -2173288.149753 nChanged 6 SP:Iteration 117Q (3932.430000 sec): 3 clusters Score: Raw -2178034.952108 + Penalty 4744.867457 = -2173290.084651 nChanged 6 SP:Iteration 118Q (3932.660000 sec): 3 clusters Score: Raw -2178038.068300 + Penalty 4744.867457 = -2173293.200843 nChanged 8 SP:Iteration 119Q (3932.920000 sec): 3 clusters Score: Raw -2178041.055649 + Penalty 4744.867457 = -2173296.188191 nChanged 7 SP:Iteration 120F (3933.150000 sec): 3 clusters Score: Raw -2178043.344231 + Penalty 4744.867457 = -2173298.476774 nChanged 6 SP:Iteration 121Q (3933.410000 sec): 3 clusters Score: Raw -2178045.027520 + Penalty 4744.867457 = -2173300.160063 nChanged 2 SP:Iteration 122Q (3933.630000 sec): 3 clusters Score: Raw -2178045.492943 + Penalty 4744.867457 = -2173300.625486 nChanged 5 SP:Iteration 123Q (3933.890000 sec): 3 clusters Score: Raw -2178047.332982 + Penalty 4744.867457 = -2173302.465525 nChanged 5 SP:Iteration 124Q (3934.150000 sec): 3 clusters Score: Raw -2178049.343270 + Penalty 4744.867457 = -2173304.475813 nChanged 8 SP:Iteration 125Q (3934.390000 sec): 3 clusters Score: Raw -2178051.599506 + Penalty 4744.867457 = -2173306.732049 nChanged 5 SP:Iteration 126Q (3934.600000 sec): 3 clusters Score: Raw -2178053.805124 + Penalty 4744.867457 = -2173308.937667 nChanged 7 SP:Iteration 127Q (3934.750000 sec): 3 clusters Score: Raw -2178056.561616 + Penalty 4744.867457 = -2173311.694159 nChanged 8 SP:Iteration 128Q (3935.030000 sec): 3 clusters Score: Raw -2178060.220660 + Penalty 4744.867457 = -2173315.353203 nChanged 10 SP:Iteration 129Q (3935.300000 sec): 3 clusters Score: Raw -2178064.264339 + Penalty 4744.867457 = -2173319.396882 nChanged 16 SP:Iteration 130Q (3935.590000 sec): 3 clusters Score: Raw -2178073.296794 + Penalty 4744.867457 = -2173328.429337 nChanged 13 SP:Iteration 131Q (3935.800000 sec): 3 clusters Score: Raw -2178079.169554 + Penalty 4744.867457 = -2173334.302097 nChanged 13 SP:Iteration 132Q (3936.050000 sec): 3 clusters Score: Raw -2178084.428168 + Penalty 4744.867457 = -2173339.560711 nChanged 11 SP:Iteration 133Q (3936.270000 sec): 3 clusters Score: Raw -2178088.251697 + Penalty 4744.867457 = -2173343.384240 nChanged 10 SP:Iteration 134Q (3936.520000 sec): 3 clusters Score: Raw -2178092.619706 + Penalty 4744.867457 = -2173347.752249 nChanged 11 SP:Iteration 135Q (3936.780000 sec): 3 clusters Score: Raw -2178097.595237 + Penalty 4744.867457 = -2173352.727780 nChanged 13 SP:Iteration 136Q (3937.000000 sec): 3 clusters Score: Raw -2178105.123809 + Penalty 4744.867457 = -2173360.256352 nChanged 9 SP:Iteration 137Q (3937.260000 sec): 3 clusters Score: Raw -2178108.735371 + Penalty 4744.867457 = -2173363.867914 nChanged 3 SP:Iteration 138Q (3937.530000 sec): 3 clusters Score: Raw -2178111.127453 + Penalty 4744.867457 = -2173366.259996 nChanged 12 SP:Iteration 139Q (3937.770000 sec): 3 clusters Score: Raw -2178116.109306 + Penalty 4744.867457 = -2173371.241849 nChanged 9 SP:Iteration 140F (3938.050000 sec): 3 clusters Score: Raw -2178120.161247 + Penalty 4744.867457 = -2173375.293790 nChanged 5 SP:Iteration 141Q (3938.320000 sec): 3 clusters Score: Raw -2178121.896734 + Penalty 4744.867457 = -2173377.029277 nChanged 4 SP:Iteration 142Q (3938.580000 sec): 3 clusters Score: Raw -2178122.796659 + Penalty 4744.867457 = -2173377.929202 nChanged 4 SP:Iteration 143Q (3938.800000 sec): 3 clusters Score: Raw -2178124.950598 + Penalty 4744.867457 = -2173380.083140 nChanged 3 SP:Iteration 144Q (3939.070000 sec): 3 clusters Score: Raw -2178126.289377 + Penalty 4744.867457 = -2173381.421920 nChanged 2 SP:Iteration 145Q (3939.280000 sec): 3 clusters Score: Raw -2178127.084306 + Penalty 4744.867457 = -2173382.216849 nChanged 3 SP:Iteration 146Q (3939.510000 sec): 3 clusters Score: Raw -2178128.271541 + Penalty 4744.867457 = -2173383.404084 nChanged 4 SP:Iteration 147Q (3939.690000 sec): 3 clusters Score: Raw -2178129.902368 + Penalty 4744.867457 = -2173385.034911 nChanged 4 SP:Iteration 148Q (3939.880000 sec): 3 clusters Score: Raw -2178130.808881 + Penalty 4744.867457 = -2173385.941424 nChanged 1 SP:Iteration 149Q (3940.160000 sec): 3 clusters Score: Raw -2178131.306899 + Penalty 4744.867457 = -2173386.439442 nChanged 3 SP:Iteration 150Q (3940.370000 sec): 3 clusters Score: Raw -2178132.378151 + Penalty 4744.867457 = -2173387.510693 nChanged 1 SP:Iteration 151Q (3940.580000 sec): 3 clusters Score: Raw -2178132.695374 + Penalty 4744.867457 = -2173387.827917 nChanged 0 SP:Iteration 152F (3940.860000 sec): 3 clusters Score: Raw -2178132.695374 + Penalty 4744.867457 = -2173387.827917 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3940.930000 sec): 2 clusters Score: Raw -142837.345993 + Penalty 1709.375127 = -141127.970866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3941.090000 sec): 3 clusters Score: Raw -142664.339671 + Penalty 3418.750254 = -139245.589417 nChanged 302 SP:Iteration 1F (3941.240000 sec): 3 clusters Score: Raw -143165.426143 + Penalty 3418.750254 = -139746.675889 nChanged 92 SP:Iteration 2F (3941.440000 sec): 3 clusters Score: Raw -143326.309800 + Penalty 3418.750254 = -139907.559546 nChanged 63 SP:Iteration 3F (3941.580000 sec): 3 clusters Score: Raw -143482.504335 + Penalty 3418.750254 = -140063.754081 nChanged 60 SP:Iteration 4F (3941.740000 sec): 3 clusters Score: Raw -143648.762935 + Penalty 3418.750254 = -140230.012681 nChanged 57 SP:Iteration 5F (3941.920000 sec): 3 clusters Score: Raw -143793.857598 + Penalty 3418.750254 = -140375.107344 nChanged 36 SP:Iteration 6Q (3942.160000 sec): 3 clusters Score: Raw -143940.730852 + Penalty 3418.750254 = -140521.980598 nChanged 41 SP:Iteration 7Q (3942.300000 sec): 3 clusters Score: Raw -144075.391771 + Penalty 3418.750254 = -140656.641517 nChanged 36 SP:Iteration 8Q (3942.480000 sec): 3 clusters Score: Raw -144153.200259 + Penalty 3418.750254 = -140734.450005 nChanged 17 SP:Iteration 9Q (3942.680000 sec): 3 clusters Score: Raw -144190.552146 + Penalty 3418.750254 = -140771.801892 nChanged 10 SP:Iteration 10Q (3942.850000 sec): 3 clusters Score: Raw -144214.648905 + Penalty 3418.750254 = -140795.898651 nChanged 6 SP:Iteration 11Q (3943.030000 sec): 3 clusters Score: Raw -144225.418903 + Penalty 3418.750254 = -140806.668649 nChanged 3 SP:Iteration 12Q (3943.200000 sec): 3 clusters Score: Raw -144228.861793 + Penalty 3418.750254 = -140810.111539 nChanged 3 SP:Iteration 13Q (3943.350000 sec): 3 clusters Score: Raw -144233.654253 + Penalty 3418.750254 = -140814.903999 nChanged 0 SP:Iteration 14F (3943.500000 sec): 3 clusters Score: Raw -144234.310399 + Penalty 3418.750254 = -140815.560145 nChanged 1 SP:Iteration 15Q (3943.720000 sec): 3 clusters Score: Raw -144239.522180 + Penalty 3418.750254 = -140820.771926 nChanged 4 SP:Iteration 16Q (3943.860000 sec): 3 clusters Score: Raw -144248.135640 + Penalty 3418.750254 = -140829.385386 nChanged 2 SP:Iteration 17Q (3944.000000 sec): 3 clusters Score: Raw -144251.808257 + Penalty 3418.750254 = -140833.058003 nChanged 1 SP:Iteration 18Q (3944.150000 sec): 3 clusters Score: Raw -144253.368568 + Penalty 3418.750254 = -140834.618314 nChanged 0 SP:Iteration 19F (3944.300000 sec): 3 clusters Score: Raw -144253.368568 + Penalty 3418.750254 = -140834.618314 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3944.400000 sec): 2 clusters Score: Raw -33895.527517 + Penalty 1368.328318 = -32527.199198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3944.530000 sec): 3 clusters Score: Raw -34171.071455 + Penalty 2736.656637 = -31434.414818 nChanged 42 SP:Iteration 1F (3944.760000 sec): 3 clusters Score: Raw -34323.267763 + Penalty 2736.656637 = -31586.611127 nChanged 22 SP:Iteration 2F (3944.970000 sec): 3 clusters Score: Raw -34477.810653 + Penalty 2736.656637 = -31741.154016 nChanged 14 SP:Iteration 3F (3945.170000 sec): 3 clusters Score: Raw -34653.351873 + Penalty 2736.656637 = -31916.695237 nChanged 13 SP:Iteration 4F (3945.310000 sec): 3 clusters Score: Raw -34798.494026 + Penalty 2736.656637 = -32061.837389 nChanged 7 SP:Iteration 5Q (3945.480000 sec): 3 clusters Score: Raw -34877.726677 + Penalty 2736.656637 = -32141.070041 nChanged 6 SP:Iteration 6Q (3945.650000 sec): 3 clusters Score: Raw -34939.040099 + Penalty 2736.656637 = -32202.383463 nChanged 5 SP:Iteration 7Q (3945.820000 sec): 3 clusters Score: Raw -35006.705352 + Penalty 2736.656637 = -32270.048715 nChanged 3 SP:Iteration 8Q (3946.040000 sec): 3 clusters Score: Raw -35076.290700 + Penalty 2736.656637 = -32339.634063 nChanged 0 SP:Iteration 9F (3946.210000 sec): 3 clusters Score: Raw -35076.290700 + Penalty 2736.656637 = -32339.634063 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3946.290000 sec): 2 clusters Score: Raw -524372.769564 + Penalty 2022.956779 = -522349.812786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3946.530000 sec): 3 clusters Score: Raw -522848.992498 + Penalty 4045.913557 = -518803.078941 nChanged 1274 SP:Iteration 1F (3946.740000 sec): 3 clusters Score: Raw -523695.358836 + Penalty 4045.913557 = -519649.445279 nChanged 262 SP:Iteration 2F (3946.930000 sec): 3 clusters Score: Raw -523904.429085 + Penalty 4045.913557 = -519858.515528 nChanged 194 SP:Iteration 3F (3947.100000 sec): 3 clusters Score: Raw -524057.174795 + Penalty 4045.913557 = -520011.261238 nChanged 157 SP:Iteration 4Q (3947.340000 sec): 3 clusters Score: Raw -524201.636948 + Penalty 4045.913557 = -520155.723391 nChanged 158 SP:Iteration 5Q (3947.540000 sec): 3 clusters Score: Raw -524348.395659 + Penalty 4045.913557 = -520302.482102 nChanged 142 SP:Iteration 6Q (3947.740000 sec): 3 clusters Score: Raw -524460.500104 + Penalty 4045.913557 = -520414.586546 nChanged 136 SP:Iteration 7Q (3947.930000 sec): 3 clusters Score: Raw -524556.545329 + Penalty 4045.913557 = -520510.631772 nChanged 109 SP:Iteration 8Q (3948.090000 sec): 3 clusters Score: Raw -524642.110705 + Penalty 4045.913557 = -520596.197147 nChanged 115 SP:Iteration 9Q (3948.300000 sec): 3 clusters Score: Raw -524727.951178 + Penalty 4045.913557 = -520682.037620 nChanged 106 SP:Iteration 10Q (3948.450000 sec): 3 clusters Score: Raw -524815.234755 + Penalty 4045.913557 = -520769.321197 nChanged 98 SP:Iteration 11Q (3948.620000 sec): 3 clusters Score: Raw -524894.656827 + Penalty 4045.913557 = -520848.743270 nChanged 94 SP:Iteration 12Q (3948.830000 sec): 3 clusters Score: Raw -524963.999651 + Penalty 4045.913557 = -520918.086094 nChanged 74 SP:Iteration 13Q (3949.080000 sec): 3 clusters Score: Raw -525011.268174 + Penalty 4045.913557 = -520965.354616 nChanged 77 SP:Iteration 14Q (3949.250000 sec): 3 clusters Score: Raw -525062.157838 + Penalty 4045.913557 = -521016.244281 nChanged 56 SP:Iteration 15Q (3949.450000 sec): 3 clusters Score: Raw -525109.456866 + Penalty 4045.913557 = -521063.543309 nChanged 63 SP:Iteration 16Q (3949.650000 sec): 3 clusters Score: Raw -525158.612262 + Penalty 4045.913557 = -521112.698704 nChanged 52 SP:Iteration 17Q (3949.840000 sec): 3 clusters Score: Raw -525196.340082 + Penalty 4045.913557 = -521150.426524 nChanged 48 SP:Iteration 18Q (3950.030000 sec): 3 clusters Score: Raw -525225.172973 + Penalty 4045.913557 = -521179.259415 nChanged 40 SP:Iteration 19Q (3950.210000 sec): 3 clusters Score: Raw -525248.220787 + Penalty 4045.913557 = -521202.307230 nChanged 24 SP:Iteration 20F (3950.420000 sec): 3 clusters Score: Raw -525264.787795 + Penalty 4045.913557 = -521218.874238 nChanged 31 SP:Iteration 21Q (3950.630000 sec): 3 clusters Score: Raw -525279.686805 + Penalty 4045.913557 = -521233.773248 nChanged 25 SP:Iteration 22Q (3950.830000 sec): 3 clusters Score: Raw -525295.901445 + Penalty 4045.913557 = -521249.987888 nChanged 24 SP:Iteration 23Q (3951.000000 sec): 3 clusters Score: Raw -525315.729243 + Penalty 4045.913557 = -521269.815686 nChanged 31 SP:Iteration 24Q (3951.190000 sec): 3 clusters Score: Raw -525336.527085 + Penalty 4045.913557 = -521290.613528 nChanged 15 SP:Iteration 25Q (3951.380000 sec): 3 clusters Score: Raw -525346.611813 + Penalty 4045.913557 = -521300.698256 nChanged 17 SP:Iteration 26Q (3951.540000 sec): 3 clusters Score: Raw -525355.689007 + Penalty 4045.913557 = -521309.775450 nChanged 12 SP:Iteration 27Q (3951.670000 sec): 3 clusters Score: Raw -525361.571224 + Penalty 4045.913557 = -521315.657666 nChanged 7 SP:Iteration 28Q (3951.850000 sec): 3 clusters Score: Raw -525365.522975 + Penalty 4045.913557 = -521319.609417 nChanged 13 SP:Iteration 29Q (3952.030000 sec): 3 clusters Score: Raw -525373.954063 + Penalty 4045.913557 = -521328.040506 nChanged 21 SP:Iteration 30Q (3952.210000 sec): 3 clusters Score: Raw -525386.204040 + Penalty 4045.913557 = -521340.290483 nChanged 16 SP:Iteration 31Q (3952.400000 sec): 3 clusters Score: Raw -525393.560202 + Penalty 4045.913557 = -521347.646645 nChanged 16 SP:Iteration 32Q (3952.570000 sec): 3 clusters Score: Raw -525401.764654 + Penalty 4045.913557 = -521355.851096 nChanged 16 SP:Iteration 33Q (3952.770000 sec): 3 clusters Score: Raw -525411.261623 + Penalty 4045.913557 = -521365.348066 nChanged 21 SP:Iteration 34Q (3952.930000 sec): 3 clusters Score: Raw -525420.339752 + Penalty 4045.913557 = -521374.426195 nChanged 15 SP:Iteration 35Q (3953.100000 sec): 3 clusters Score: Raw -525425.519575 + Penalty 4045.913557 = -521379.606018 nChanged 9 SP:Iteration 36Q (3953.290000 sec): 3 clusters Score: Raw -525429.889770 + Penalty 4045.913557 = -521383.976213 nChanged 12 SP:Iteration 37Q (3953.480000 sec): 3 clusters Score: Raw -525434.681750 + Penalty 4045.913557 = -521388.768192 nChanged 16 SP:Iteration 38Q (3953.710000 sec): 3 clusters Score: Raw -525444.544174 + Penalty 4045.913557 = -521398.630617 nChanged 21 SP:Iteration 39Q (3953.900000 sec): 3 clusters Score: Raw -525458.097930 + Penalty 4045.913557 = -521412.184372 nChanged 21 SP:Iteration 40F (3954.120000 sec): 3 clusters Score: Raw -525468.902038 + Penalty 4045.913557 = -521422.988481 nChanged 17 SP:Iteration 41Q (3954.310000 sec): 3 clusters Score: Raw -525478.108833 + Penalty 4045.913557 = -521432.195276 nChanged 23 SP:Iteration 42Q (3954.480000 sec): 3 clusters Score: Raw -525490.475392 + Penalty 4045.913557 = -521444.561835 nChanged 29 SP:Iteration 43Q (3954.710000 sec): 3 clusters Score: Raw -525508.742949 + Penalty 4045.913557 = -521462.829391 nChanged 35 SP:Iteration 44Q (3954.890000 sec): 3 clusters Score: Raw -525529.502309 + Penalty 4045.913557 = -521483.588752 nChanged 36 SP:Iteration 45Q (3955.100000 sec): 3 clusters Score: Raw -525551.370993 + Penalty 4045.913557 = -521505.457435 nChanged 40 SP:Iteration 46Q (3955.270000 sec): 3 clusters Score: Raw -525588.261111 + Penalty 4045.913557 = -521542.347554 nChanged 50 SP:Iteration 47Q (3955.470000 sec): 3 clusters Score: Raw -525640.630900 + Penalty 4045.913557 = -521594.717343 nChanged 58 SP:Iteration 48Q (3955.660000 sec): 3 clusters Score: Raw -525703.712819 + Penalty 4045.913557 = -521657.799262 nChanged 77 SP:Iteration 49Q (3955.850000 sec): 3 clusters Score: Raw -525785.603493 + Penalty 4045.913557 = -521739.689935 nChanged 81 SP:Iteration 50Q (3956.050000 sec): 3 clusters Score: Raw -525879.380124 + Penalty 4045.913557 = -521833.466566 nChanged 83 SP:Iteration 51Q (3956.250000 sec): 3 clusters Score: Raw -525969.694155 + Penalty 4045.913557 = -521923.780598 nChanged 89 SP:Iteration 52Q (3956.420000 sec): 3 clusters Score: Raw -526079.398912 + Penalty 4045.913557 = -522033.485354 nChanged 100 SP:Iteration 53Q (3956.640000 sec): 3 clusters Score: Raw -526192.045785 + Penalty 4045.913557 = -522146.132227 nChanged 89 SP:Iteration 54Q (3956.820000 sec): 3 clusters Score: Raw -526292.180490 + Penalty 4045.913557 = -522246.266933 nChanged 97 SP:Iteration 55Q (3957.030000 sec): 3 clusters Score: Raw -526411.496241 + Penalty 4045.913557 = -522365.582684 nChanged 89 SP:Iteration 56Q (3957.250000 sec): 3 clusters Score: Raw -526535.703302 + Penalty 4045.913557 = -522489.789745 nChanged 82 SP:Iteration 57Q (3957.420000 sec): 3 clusters Score: Raw -526672.688760 + Penalty 4045.913557 = -522626.775202 nChanged 76 SP:Iteration 58Q (3957.650000 sec): 3 clusters Score: Raw -526824.782387 + Penalty 4045.913557 = -522778.868829 nChanged 59 SP:Iteration 59Q (3957.850000 sec): 3 clusters Score: Raw -526974.571557 + Penalty 4045.913557 = -522928.657999 nChanged 46 SP:Iteration 60F (3958.070000 sec): 3 clusters Score: Raw -527074.818418 + Penalty 4045.913557 = -523028.904861 nChanged 20 SP:Iteration 61Q (3958.260000 sec): 3 clusters Score: Raw -527105.150520 + Penalty 4045.913557 = -523059.236962 nChanged 14 SP:Iteration 62Q (3958.410000 sec): 3 clusters Score: Raw -527116.416102 + Penalty 4045.913557 = -523070.502544 nChanged 10 SP:Iteration 63Q (3958.610000 sec): 3 clusters Score: Raw -527124.964411 + Penalty 4045.913557 = -523079.050853 nChanged 3 SP:Iteration 64Q (3958.820000 sec): 3 clusters Score: Raw -527126.739136 + Penalty 4045.913557 = -523080.825579 nChanged 1 SP:Iteration 65Q (3959.010000 sec): 3 clusters Score: Raw -527127.548337 + Penalty 4045.913557 = -523081.634779 nChanged 0 SP:Iteration 66F (3959.180000 sec): 3 clusters Score: Raw -527127.548337 + Penalty 4045.913557 = -523081.634779 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 6.32 GB. Trying to split cluster 23 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3959.270000 sec): 2 clusters Score: Raw -34213.240780 + Penalty 1421.868637 = -32791.372143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3959.430000 sec): 3 clusters Score: Raw -34615.533663 + Penalty 2843.737273 = -31771.796390 nChanged 70 SP:Iteration 1F (3959.620000 sec): 3 clusters Score: Raw -35020.210206 + Penalty 2843.737273 = -32176.472933 nChanged 28 SP:Iteration 2F (3959.790000 sec): 3 clusters Score: Raw -35348.795937 + Penalty 2843.737273 = -32505.058663 nChanged 15 SP:Iteration 3Q (3959.980000 sec): 3 clusters Score: Raw -35535.962485 + Penalty 2843.737273 = -32692.225211 nChanged 9 SP:Iteration 4Q (3960.150000 sec): 3 clusters Score: Raw -35606.862901 + Penalty 2843.737273 = -32763.125628 nChanged 3 SP:Iteration 5Q (3960.340000 sec): 3 clusters Score: Raw -35652.367468 + Penalty 2843.737273 = -32808.630195 nChanged 4 SP:Iteration 6Q (3960.500000 sec): 3 clusters Score: Raw -35710.241721 + Penalty 2843.737273 = -32866.504447 nChanged 2 SP:Iteration 7Q (3960.650000 sec): 3 clusters Score: Raw -35747.916022 + Penalty 2843.737273 = -32904.178749 nChanged 1 SP:Iteration 8Q (3960.770000 sec): 3 clusters Score: Raw -35757.656377 + Penalty 2843.737273 = -32913.919104 nChanged 3 SP:Iteration 9Q (3960.930000 sec): 3 clusters Score: Raw -35788.709529 + Penalty 2843.737273 = -32944.972255 nChanged 1 SP:Iteration 10Q (3961.060000 sec): 3 clusters Score: Raw -35790.778638 + Penalty 2843.737273 = -32947.041365 nChanged 1 SP:Iteration 11Q (3961.240000 sec): 3 clusters Score: Raw -35792.409848 + Penalty 2843.737273 = -32948.672575 nChanged 0 SP:Iteration 12F (3961.360000 sec): 3 clusters Score: Raw -35792.409848 + Penalty 2843.737273 = -32948.672575 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 6.32 GB. Trying to split cluster 24 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.460000 sec): 2 clusters Score: Raw -38749.834560 + Penalty 1447.033063 = -37302.801497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.640000 sec): 3 clusters Score: Raw -38962.152127 + Penalty 2894.066126 = -36068.086001 nChanged 72 SP:Iteration 1F (3961.810000 sec): 3 clusters Score: Raw -39327.832580 + Penalty 2894.066126 = -36433.766454 nChanged 31 SP:Iteration 2F (3962.030000 sec): 3 clusters Score: Raw -39707.191578 + Penalty 2894.066126 = -36813.125452 nChanged 24 SP:Iteration 3F (3962.180000 sec): 3 clusters Score: Raw -40019.483835 + Penalty 2894.066126 = -37125.417710 nChanged 17 SP:Iteration 4Q (3962.430000 sec): 3 clusters Score: Raw -40247.978661 + Penalty 2894.066126 = -37353.912536 nChanged 7 SP:Iteration 5Q (3962.630000 sec): 3 clusters Score: Raw -40358.884058 + Penalty 2894.066126 = -37464.817932 nChanged 9 SP:Iteration 6Q (3962.830000 sec): 3 clusters Score: Raw -40530.432769 + Penalty 2894.066126 = -37636.366643 nChanged 8 SP:Iteration 7Q (3963.030000 sec): 3 clusters Score: Raw -40630.262246 + Penalty 2894.066126 = -37736.196120 nChanged 5 SP:Iteration 8Q (3963.260000 sec): 3 clusters Score: Raw -40739.492381 + Penalty 2894.066126 = -37845.426255 nChanged 3 SP:Iteration 9Q (3963.400000 sec): 3 clusters Score: Raw -40812.163476 + Penalty 2894.066126 = -37918.097350 nChanged 5 SP:Iteration 10Q (3963.610000 sec): 3 clusters Score: Raw -40929.472096 + Penalty 2894.066126 = -38035.405971 nChanged 1 SP:Iteration 11Q (3963.750000 sec): 3 clusters Score: Raw -40988.330072 + Penalty 2894.066126 = -38094.263946 nChanged 2 SP:Iteration 12Q (3963.930000 sec): 3 clusters Score: Raw -41064.617517 + Penalty 2894.066126 = -38170.551391 nChanged 1 SP:Iteration 13Q (3964.130000 sec): 3 clusters Score: Raw -41067.188437 + Penalty 2894.066126 = -38173.122312 nChanged 0 SP:Iteration 14F (3964.350000 sec): 3 clusters Score: Raw -41067.462821 + Penalty 2894.066126 = -38173.396695 nChanged 1 SP:Iteration 15Q (3964.540000 sec): 3 clusters Score: Raw -41115.674702 + Penalty 2894.066126 = -38221.608576 nChanged 0 SP:Iteration 16F (3964.710000 sec): 3 clusters Score: Raw -41115.674702 + Penalty 2894.066126 = -38221.608576 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 6.32 GB. Trying to split cluster 25 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3964.840000 sec): 2 clusters Score: Raw -158318.613540 + Penalty 1723.564401 = -156595.049139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3965.050000 sec): 3 clusters Score: Raw -158140.897011 + Penalty 3447.128802 = -154693.768209 nChanged 266 SP:Iteration 1F (3965.220000 sec): 3 clusters Score: Raw -158565.239515 + Penalty 3447.128802 = -155118.110713 nChanged 90 SP:Iteration 2F (3965.410000 sec): 3 clusters Score: Raw -158742.737216 + Penalty 3447.128802 = -155295.608414 nChanged 52 SP:Iteration 3Q (3965.580000 sec): 3 clusters Score: Raw -158812.520719 + Penalty 3447.128802 = -155365.391917 nChanged 31 SP:Iteration 4Q (3965.770000 sec): 3 clusters Score: Raw -158846.902267 + Penalty 3447.128802 = -155399.773466 nChanged 16 SP:Iteration 5Q (3965.930000 sec): 3 clusters Score: Raw -158875.786433 + Penalty 3447.128802 = -155428.657632 nChanged 14 SP:Iteration 6Q (3966.150000 sec): 3 clusters Score: Raw -158894.103218 + Penalty 3447.128802 = -155446.974417 nChanged 12 SP:Iteration 7Q (3966.350000 sec): 3 clusters Score: Raw -158913.000164 + Penalty 3447.128802 = -155465.871362 nChanged 14 SP:Iteration 8Q (3966.530000 sec): 3 clusters Score: Raw -158933.195408 + Penalty 3447.128802 = -155486.066607 nChanged 8 SP:Iteration 9Q (3966.710000 sec): 3 clusters Score: Raw -158944.974942 + Penalty 3447.128802 = -155497.846141 nChanged 5 SP:Iteration 10Q (3966.870000 sec): 3 clusters Score: Raw -158951.377012 + Penalty 3447.128802 = -155504.248210 nChanged 3 SP:Iteration 11Q (3967.020000 sec): 3 clusters Score: Raw -158955.441105 + Penalty 3447.128802 = -155508.312304 nChanged 4 SP:Iteration 12Q (3967.210000 sec): 3 clusters Score: Raw -158960.273792 + Penalty 3447.128802 = -155513.144990 nChanged 7 SP:Iteration 13Q (3967.400000 sec): 3 clusters Score: Raw -158968.711791 + Penalty 3447.128802 = -155521.582989 nChanged 7 SP:Iteration 14Q (3967.520000 sec): 3 clusters Score: Raw -158975.351229 + Penalty 3447.128802 = -155528.222427 nChanged 5 SP:Iteration 15Q (3967.750000 sec): 3 clusters Score: Raw -158981.498821 + Penalty 3447.128802 = -155534.370019 nChanged 4 SP:Iteration 16Q (3967.970000 sec): 3 clusters Score: Raw -158985.072428 + Penalty 3447.128802 = -155537.943626 nChanged 5 SP:Iteration 17Q (3968.130000 sec): 3 clusters Score: Raw -158989.897020 + Penalty 3447.128802 = -155542.768218 nChanged 3 SP:Iteration 18Q (3968.330000 sec): 3 clusters Score: Raw -158992.167734 + Penalty 3447.128802 = -155545.038932 nChanged 1 SP:Iteration 19Q (3968.480000 sec): 3 clusters Score: Raw -158994.641547 + Penalty 3447.128802 = -155547.512745 nChanged 2 SP:Iteration 20F (3968.660000 sec): 3 clusters Score: Raw -158997.274337 + Penalty 3447.128802 = -155550.145535 nChanged 4 SP:Iteration 21Q (3968.870000 sec): 3 clusters Score: Raw -159000.917807 + Penalty 3447.128802 = -155553.789005 nChanged 2 SP:Iteration 22Q (3969.050000 sec): 3 clusters Score: Raw -159003.116853 + Penalty 3447.128802 = -155555.988052 nChanged 1 SP:Iteration 23Q (3969.230000 sec): 3 clusters Score: Raw -159003.839685 + Penalty 3447.128802 = -155556.710884 nChanged 1 SP:Iteration 24Q (3969.430000 sec): 3 clusters Score: Raw -159004.573097 + Penalty 3447.128802 = -155557.444295 nChanged 0 SP:Iteration 25F (3969.630000 sec): 3 clusters Score: Raw -159004.573097 + Penalty 3447.128802 = -155557.444295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (173008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3970.660000 sec): 2 clusters Score: Raw -27434948.770381 + Penalty 2991.151093 = -27431957.619288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3971.760000 sec): 3 clusters Score: Raw -27322164.493014 + Penalty 5982.302185 = -27316182.190829 nChanged 83020 SP:Iteration 1F (3972.980000 sec): 3 clusters Score: Raw -27372056.133385 + Penalty 5982.302185 = -27366073.831200 nChanged 6872 SP:Iteration 2Q (3974.110000 sec): 3 clusters Score: Raw -27375039.700982 + Penalty 5982.302185 = -27369057.398797 nChanged 8429 SP:Iteration 3Q (3975.250000 sec): 3 clusters Score: Raw -27380069.743508 + Penalty 5982.302185 = -27374087.441323 nChanged 10038 SP:Iteration 4F (3976.370000 sec): 3 clusters Score: Raw -27387477.043012 + Penalty 5982.302185 = -27381494.740827 nChanged 11223 SP:Iteration 5F (3977.470000 sec): 3 clusters Score: Raw -27396541.398575 + Penalty 5982.302185 = -27390559.096389 nChanged 11475 SP:Iteration 6F (3978.650000 sec): 3 clusters Score: Raw -27406319.350173 + Penalty 5982.302185 = -27400337.047988 nChanged 10265 SP:Iteration 7F (3979.720000 sec): 3 clusters Score: Raw -27415360.303858 + Penalty 5982.302185 = -27409378.001673 nChanged 8232 SP:Iteration 8Q (3980.770000 sec): 3 clusters Score: Raw -27422420.991897 + Penalty 5982.302185 = -27416438.689712 nChanged 6054 SP:Iteration 9Q (3981.780000 sec): 3 clusters Score: Raw -27427366.609159 + Penalty 5982.302185 = -27421384.306974 nChanged 4279 SP:Iteration 10Q (3982.800000 sec): 3 clusters Score: Raw -27430410.666662 + Penalty 5982.302185 = -27424428.364477 nChanged 2888 SP:Iteration 11Q (3983.870000 sec): 3 clusters Score: Raw -27432211.545494 + Penalty 5982.302185 = -27426229.243309 nChanged 2075 SP:Iteration 12Q (3984.850000 sec): 3 clusters Score: Raw -27433293.195995 + Penalty 5982.302185 = -27427310.893810 nChanged 1425 SP:Iteration 13Q (3985.770000 sec): 3 clusters Score: Raw -27433932.374104 + Penalty 5982.302185 = -27427950.071919 nChanged 1071 SP:Iteration 14Q (3986.720000 sec): 3 clusters Score: Raw -27434388.964368 + Penalty 5982.302185 = -27428406.662183 nChanged 860 SP:Iteration 15Q (3987.800000 sec): 3 clusters Score: Raw -27434712.542884 + Penalty 5982.302185 = -27428730.240699 nChanged 706 SP:Iteration 16Q (3988.770000 sec): 3 clusters Score: Raw -27434955.856363 + Penalty 5982.302185 = -27428973.554178 nChanged 589 SP:Iteration 17Q (3989.660000 sec): 3 clusters Score: Raw -27435141.663819 + Penalty 5982.302185 = -27429159.361634 nChanged 490 SP:Iteration 18Q (3990.590000 sec): 3 clusters Score: Raw -27435277.376753 + Penalty 5982.302185 = -27429295.074568 nChanged 396 SP:Iteration 19Q (3991.560000 sec): 3 clusters Score: Raw -27435375.432294 + Penalty 5982.302185 = -27429393.130109 nChanged 318 SP:Iteration 20F (3992.620000 sec): 3 clusters Score: Raw -27435455.974809 + Penalty 5982.302185 = -27429473.672624 nChanged 303 SP:Iteration 21Q (3993.610000 sec): 3 clusters Score: Raw -27435526.250182 + Penalty 5982.302185 = -27429543.947997 nChanged 253 SP:Iteration 22Q (3994.610000 sec): 3 clusters Score: Raw -27435580.936257 + Penalty 5982.302185 = -27429598.634072 nChanged 208 SP:Iteration 23Q (3995.570000 sec): 3 clusters Score: Raw -27435625.615049 + Penalty 5982.302185 = -27429643.312864 nChanged 214 SP:Iteration 24Q (3996.460000 sec): 3 clusters Score: Raw -27435673.836130 + Penalty 5982.302185 = -27429691.533945 nChanged 195 SP:Iteration 25Q (3997.380000 sec): 3 clusters Score: Raw -27435714.262892 + Penalty 5982.302185 = -27429731.960707 nChanged 179 SP:Iteration 26Q (3998.280000 sec): 3 clusters Score: Raw -27435746.597092 + Penalty 5982.302185 = -27429764.294907 nChanged 152 SP:Iteration 27Q (3999.120000 sec): 3 clusters Score: Raw -27435773.791290 + Penalty 5982.302185 = -27429791.489105 nChanged 139 SP:Iteration 28Q (4000.010000 sec): 3 clusters Score: Raw -27435799.556673 + Penalty 5982.302185 = -27429817.254488 nChanged 125 SP:Iteration 29Q (4000.880000 sec): 3 clusters Score: Raw -27435821.764989 + Penalty 5982.302185 = -27429839.462804 nChanged 118 SP:Iteration 30Q (4001.820000 sec): 3 clusters Score: Raw -27435844.624735 + Penalty 5982.302185 = -27429862.322550 nChanged 126 SP:Iteration 31Q (4002.820000 sec): 3 clusters Score: Raw -27435869.354915 + Penalty 5982.302185 = -27429887.052730 nChanged 122 SP:Iteration 32Q (4003.740000 sec): 3 clusters Score: Raw -27435889.433941 + Penalty 5982.302185 = -27429907.131756 nChanged 110 SP:Iteration 33Q (4004.640000 sec): 3 clusters Score: Raw -27435909.252553 + Penalty 5982.302185 = -27429926.950368 nChanged 119 SP:Iteration 34Q (4005.560000 sec): 3 clusters Score: Raw -27435931.968766 + Penalty 5982.302185 = -27429949.666581 nChanged 117 SP:Iteration 35Q (4006.480000 sec): 3 clusters Score: Raw -27435954.254984 + Penalty 5982.302185 = -27429971.952799 nChanged 134 SP:Iteration 36Q (4007.440000 sec): 3 clusters Score: Raw -27435980.276918 + Penalty 5982.302185 = -27429997.974732 nChanged 130 SP:Iteration 37Q (4008.400000 sec): 3 clusters Score: Raw -27436002.380046 + Penalty 5982.302185 = -27430020.077861 nChanged 101 SP:Iteration 38Q (4009.380000 sec): 3 clusters Score: Raw -27436019.768754 + Penalty 5982.302185 = -27430037.466569 nChanged 98 SP:Iteration 39Q (4010.370000 sec): 3 clusters Score: Raw -27436035.581327 + Penalty 5982.302185 = -27430053.279142 nChanged 83 SP:Iteration 40F (4011.460000 sec): 3 clusters Score: Raw -27436048.549530 + Penalty 5982.302185 = -27430066.247345 nChanged 80 SP:Iteration 41Q (4012.370000 sec): 3 clusters Score: Raw -27436062.177195 + Penalty 5982.302185 = -27430079.875010 nChanged 95 SP:Iteration 42Q (4013.240000 sec): 3 clusters Score: Raw -27436078.277728 + Penalty 5982.302185 = -27430095.975543 nChanged 102 SP:Iteration 43Q (4014.110000 sec): 3 clusters Score: Raw -27436095.650872 + Penalty 5982.302185 = -27430113.348686 nChanged 103 SP:Iteration 44Q (4015.030000 sec): 3 clusters Score: Raw -27436113.128079 + Penalty 5982.302185 = -27430130.825893 nChanged 98 SP:Iteration 45Q (4016.030000 sec): 3 clusters Score: Raw -27436129.808395 + Penalty 5982.302185 = -27430147.506210 nChanged 80 SP:Iteration 46Q (4016.960000 sec): 3 clusters Score: Raw -27436142.139038 + Penalty 5982.302185 = -27430159.836853 nChanged 73 SP:Iteration 47Q (4017.870000 sec): 3 clusters Score: Raw -27436154.527563 + Penalty 5982.302185 = -27430172.225378 nChanged 85 SP:Iteration 48Q (4018.800000 sec): 3 clusters Score: Raw -27436167.313613 + Penalty 5982.302185 = -27430185.011428 nChanged 80 SP:Iteration 49Q (4019.690000 sec): 3 clusters Score: Raw -27436180.192984 + Penalty 5982.302185 = -27430197.890799 nChanged 78 SP:Iteration 50Q (4020.570000 sec): 3 clusters Score: Raw -27436192.095758 + Penalty 5982.302185 = -27430209.793573 nChanged 66 SP:Iteration 51Q (4021.430000 sec): 3 clusters Score: Raw -27436200.708106 + Penalty 5982.302185 = -27430218.405921 nChanged 56 SP:Iteration 52Q (4022.580000 sec): 3 clusters Score: Raw -27436207.551966 + Penalty 5982.302185 = -27430225.249781 nChanged 46 SP:Iteration 53Q (4023.460000 sec): 3 clusters Score: Raw -27436214.519822 + Penalty 5982.302185 = -27430232.217637 nChanged 43 SP:Iteration 54Q (4024.410000 sec): 3 clusters Score: Raw -27436220.144239 + Penalty 5982.302185 = -27430237.842054 nChanged 41 SP:Iteration 55Q (4025.330000 sec): 3 clusters Score: Raw -27436225.238287 + Penalty 5982.302185 = -27430242.936102 nChanged 30 SP:Iteration 56Q (4026.280000 sec): 3 clusters Score: Raw -27436228.780016 + Penalty 5982.302185 = -27430246.477831 nChanged 28 SP:Iteration 57Q (4027.240000 sec): 3 clusters Score: Raw -27436233.302161 + Penalty 5982.302185 = -27430250.999976 nChanged 28 SP:Iteration 58Q (4028.250000 sec): 3 clusters Score: Raw -27436236.871548 + Penalty 5982.302185 = -27430254.569363 nChanged 29 SP:Iteration 59Q (4029.250000 sec): 3 clusters Score: Raw -27436240.380844 + Penalty 5982.302185 = -27430258.078659 nChanged 25 SP:Iteration 60F (4030.260000 sec): 3 clusters Score: Raw -27436243.471646 + Penalty 5982.302185 = -27430261.169461 nChanged 25 SP:Iteration 61Q (4031.180000 sec): 3 clusters Score: Raw -27436246.259217 + Penalty 5982.302185 = -27430263.957032 nChanged 30 SP:Iteration 62Q (4032.100000 sec): 3 clusters Score: Raw -27436249.701092 + Penalty 5982.302185 = -27430267.398907 nChanged 26 SP:Iteration 63Q (4032.960000 sec): 3 clusters Score: Raw -27436252.772907 + Penalty 5982.302185 = -27430270.470721 nChanged 28 SP:Iteration 64Q (4033.880000 sec): 3 clusters Score: Raw -27436256.312356 + Penalty 5982.302185 = -27430274.010171 nChanged 28 SP:Iteration 65Q (4034.760000 sec): 3 clusters Score: Raw -27436259.577808 + Penalty 5982.302185 = -27430277.275623 nChanged 20 SP:Iteration 66Q (4035.680000 sec): 3 clusters Score: Raw -27436261.788874 + Penalty 5982.302185 = -27430279.486689 nChanged 15 SP:Iteration 67Q (4036.690000 sec): 3 clusters Score: Raw -27436263.303037 + Penalty 5982.302185 = -27430281.000852 nChanged 9 SP:Iteration 68Q (4037.590000 sec): 3 clusters Score: Raw -27436264.294508 + Penalty 5982.302185 = -27430281.992323 nChanged 15 SP:Iteration 69Q (4038.440000 sec): 3 clusters Score: Raw -27436265.802197 + Penalty 5982.302185 = -27430283.500012 nChanged 10 SP:Iteration 70Q (4039.350000 sec): 3 clusters Score: Raw -27436266.798696 + Penalty 5982.302185 = -27430284.496511 nChanged 14 SP:Iteration 71Q (4040.380000 sec): 3 clusters Score: Raw -27436268.347414 + Penalty 5982.302185 = -27430286.045229 nChanged 17 SP:Iteration 72Q (4041.320000 sec): 3 clusters Score: Raw -27436269.951067 + Penalty 5982.302185 = -27430287.648882 nChanged 9 SP:Iteration 73Q (4042.230000 sec): 3 clusters Score: Raw -27436271.041458 + Penalty 5982.302185 = -27430288.739273 nChanged 11 SP:Iteration 74Q (4043.240000 sec): 3 clusters Score: Raw -27436272.113487 + Penalty 5982.302185 = -27430289.811302 nChanged 13 SP:Iteration 75Q (4044.370000 sec): 3 clusters Score: Raw -27436273.455667 + Penalty 5982.302185 = -27430291.153482 nChanged 17 SP:Iteration 76Q (4045.190000 sec): 3 clusters Score: Raw -27436275.531713 + Penalty 5982.302185 = -27430293.229528 nChanged 13 SP:Iteration 77Q (4046.070000 sec): 3 clusters Score: Raw -27436276.794159 + Penalty 5982.302185 = -27430294.491974 nChanged 14 SP:Iteration 78Q (4047.010000 sec): 3 clusters Score: Raw -27436278.174482 + Penalty 5982.302185 = -27430295.872296 nChanged 14 SP:Iteration 79Q (4047.900000 sec): 3 clusters Score: Raw -27436279.328204 + Penalty 5982.302185 = -27430297.026019 nChanged 9 SP:Iteration 80F (4048.930000 sec): 3 clusters Score: Raw -27436280.300364 + Penalty 5982.302185 = -27430297.998179 nChanged 9 SP:Iteration 81Q (4049.810000 sec): 3 clusters Score: Raw -27436281.054478 + Penalty 5982.302185 = -27430298.752293 nChanged 8 SP:Iteration 82Q (4050.800000 sec): 3 clusters Score: Raw -27436281.942337 + Penalty 5982.302185 = -27430299.640152 nChanged 9 SP:Iteration 83Q (4051.890000 sec): 3 clusters Score: Raw -27436283.202472 + Penalty 5982.302185 = -27430300.900286 nChanged 12 SP:Iteration 84Q (4052.860000 sec): 3 clusters Score: Raw -27436284.500466 + Penalty 5982.302185 = -27430302.198281 nChanged 16 SP:Iteration 85Q (4053.830000 sec): 3 clusters Score: Raw -27436286.394673 + Penalty 5982.302185 = -27430304.092487 nChanged 27 SP:Iteration 86Q (4054.840000 sec): 3 clusters Score: Raw -27436289.332857 + Penalty 5982.302185 = -27430307.030672 nChanged 21 SP:Iteration 87Q (4055.790000 sec): 3 clusters Score: Raw -27436291.790315 + Penalty 5982.302185 = -27430309.488130 nChanged 17 SP:Iteration 88Q (4056.840000 sec): 3 clusters Score: Raw -27436293.557538 + Penalty 5982.302185 = -27430311.255353 nChanged 16 SP:Iteration 89Q (4057.820000 sec): 3 clusters Score: Raw -27436295.105203 + Penalty 5982.302185 = -27430312.803018 nChanged 17 SP:Iteration 90Q (4058.880000 sec): 3 clusters Score: Raw -27436297.030191 + Penalty 5982.302185 = -27430314.728006 nChanged 17 SP:Iteration 91Q (4059.870000 sec): 3 clusters Score: Raw -27436298.524500 + Penalty 5982.302185 = -27430316.222314 nChanged 11 SP:Iteration 92Q (4060.820000 sec): 3 clusters Score: Raw -27436299.780402 + Penalty 5982.302185 = -27430317.478216 nChanged 15 SP:Iteration 93Q (4061.840000 sec): 3 clusters Score: Raw -27436301.461991 + Penalty 5982.302185 = -27430319.159806 nChanged 8 SP:Iteration 94Q (4062.720000 sec): 3 clusters Score: Raw -27436302.289396 + Penalty 5982.302185 = -27430319.987211 nChanged 5 SP:Iteration 95Q (4063.650000 sec): 3 clusters Score: Raw -27436302.703373 + Penalty 5982.302185 = -27430320.401188 nChanged 6 SP:Iteration 96Q (4064.680000 sec): 3 clusters Score: Raw -27436303.370591 + Penalty 5982.302185 = -27430321.068406 nChanged 11 SP:Iteration 97Q (4065.550000 sec): 3 clusters Score: Raw -27436304.420262 + Penalty 5982.302185 = -27430322.118077 nChanged 8 SP:Iteration 98Q (4066.410000 sec): 3 clusters Score: Raw -27436305.220597 + Penalty 5982.302185 = -27430322.918412 nChanged 8 SP:Iteration 99Q (4067.230000 sec): 3 clusters Score: Raw -27436306.067350 + Penalty 5982.302185 = -27430323.765165 nChanged 8 SP:Iteration 100F (4068.250000 sec): 3 clusters Score: Raw -27436306.870737 + Penalty 5982.302185 = -27430324.568552 nChanged 6 SP:Iteration 101Q (4069.060000 sec): 3 clusters Score: Raw -27436307.415639 + Penalty 5982.302185 = -27430325.113453 nChanged 10 SP:Iteration 102Q (4070.000000 sec): 3 clusters Score: Raw -27436308.325932 + Penalty 5982.302185 = -27430326.023747 nChanged 6 SP:Iteration 103Q (4070.880000 sec): 3 clusters Score: Raw -27436308.852386 + Penalty 5982.302185 = -27430326.550201 nChanged 3 SP:Iteration 104Q (4071.810000 sec): 3 clusters Score: Raw -27436309.222899 + Penalty 5982.302185 = -27430326.920714 nChanged 4 SP:Iteration 105Q (4072.740000 sec): 3 clusters Score: Raw -27436309.479193 + Penalty 5982.302185 = -27430327.177007 nChanged 2 SP:Iteration 106Q (4073.650000 sec): 3 clusters Score: Raw -27436309.621113 + Penalty 5982.302185 = -27430327.318927 nChanged 4 SP:Iteration 107Q (4074.520000 sec): 3 clusters Score: Raw -27436309.933650 + Penalty 5982.302185 = -27430327.631465 nChanged 1 SP:Iteration 108Q (4075.450000 sec): 3 clusters Score: Raw -27436309.992296 + Penalty 5982.302185 = -27430327.690111 nChanged 0 SP:Iteration 109F (4076.430000 sec): 3 clusters Score: Raw -27436309.992296 + Penalty 5982.302185 = -27430327.690111 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4076.600000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4076.730000 sec): 3 clusters Score: Raw -71869.345034 + Penalty 3004.164871 = -68865.180164 nChanged 64 SP:Iteration 1F (4076.910000 sec): 3 clusters Score: Raw -71989.488768 + Penalty 3004.164871 = -68985.323898 nChanged 21 SP:Iteration 2Q (4077.090000 sec): 3 clusters Score: Raw -72065.730541 + Penalty 3004.164871 = -69061.565670 nChanged 11 SP:Iteration 3Q (4077.240000 sec): 3 clusters Score: Raw -72108.017713 + Penalty 3004.164871 = -69103.852842 nChanged 10 SP:Iteration 4Q (4077.420000 sec): 3 clusters Score: Raw -72130.923181 + Penalty 3004.164871 = -69126.758311 nChanged 8 SP:Iteration 5Q (4077.590000 sec): 3 clusters Score: Raw -72147.619422 + Penalty 3004.164871 = -69143.454551 nChanged 5 SP:Iteration 6Q (4077.770000 sec): 3 clusters Score: Raw -72156.380478 + Penalty 3004.164871 = -69152.215607 nChanged 1 SP:Iteration 7Q (4077.970000 sec): 3 clusters Score: Raw -72158.039499 + Penalty 3004.164871 = -69153.874628 nChanged 2 SP:Iteration 8Q (4078.140000 sec): 3 clusters Score: Raw -72162.401377 + Penalty 3004.164871 = -69158.236506 nChanged 0 SP:Iteration 9F (4078.310000 sec): 3 clusters Score: Raw -72162.401377 + Penalty 3004.164871 = -69158.236506 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (15251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4078.510000 sec): 2 clusters Score: Raw -2398537.595785 + Penalty 2388.835288 = -2396148.760497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4078.730000 sec): 3 clusters Score: Raw -2389985.634123 + Penalty 4777.670575 = -2385207.963547 nChanged 6588 SP:Iteration 1F (4078.970000 sec): 3 clusters Score: Raw -2393472.789610 + Penalty 4777.670575 = -2388695.119035 nChanged 922 SP:Iteration 2F (4079.250000 sec): 3 clusters Score: Raw -2393869.714370 + Penalty 4777.670575 = -2389092.043795 nChanged 773 SP:Iteration 3F (4079.520000 sec): 3 clusters Score: Raw -2394190.878032 + Penalty 4777.670575 = -2389413.207456 nChanged 658 SP:Iteration 4Q (4079.740000 sec): 3 clusters Score: Raw -2394464.707550 + Penalty 4777.670575 = -2389687.036974 nChanged 617 SP:Iteration 5Q (4080.030000 sec): 3 clusters Score: Raw -2394729.313462 + Penalty 4777.670575 = -2389951.642887 nChanged 566 SP:Iteration 6Q (4080.290000 sec): 3 clusters Score: Raw -2394975.758965 + Penalty 4777.670575 = -2390198.088389 nChanged 562 SP:Iteration 7Q (4080.500000 sec): 3 clusters Score: Raw -2395243.102456 + Penalty 4777.670575 = -2390465.431881 nChanged 546 SP:Iteration 8Q (4080.790000 sec): 3 clusters Score: Raw -2395504.418356 + Penalty 4777.670575 = -2390726.747780 nChanged 547 SP:Iteration 9Q (4081.080000 sec): 3 clusters Score: Raw -2395807.882226 + Penalty 4777.670575 = -2391030.211651 nChanged 565 SP:Iteration 10Q (4081.350000 sec): 3 clusters Score: Raw -2396119.825353 + Penalty 4777.670575 = -2391342.154778 nChanged 524 SP:Iteration 11Q (4081.640000 sec): 3 clusters Score: Raw -2396404.529328 + Penalty 4777.670575 = -2391626.858753 nChanged 514 SP:Iteration 12Q (4081.920000 sec): 3 clusters Score: Raw -2396697.153507 + Penalty 4777.670575 = -2391919.482931 nChanged 483 SP:Iteration 13Q (4082.220000 sec): 3 clusters Score: Raw -2396955.690106 + Penalty 4777.670575 = -2392178.019531 nChanged 449 SP:Iteration 14Q (4082.450000 sec): 3 clusters Score: Raw -2397204.868543 + Penalty 4777.670575 = -2392427.197968 nChanged 453 SP:Iteration 15Q (4082.730000 sec): 3 clusters Score: Raw -2397443.682933 + Penalty 4777.670575 = -2392666.012358 nChanged 439 SP:Iteration 16Q (4083.000000 sec): 3 clusters Score: Raw -2397688.308439 + Penalty 4777.670575 = -2392910.637863 nChanged 397 SP:Iteration 17Q (4083.250000 sec): 3 clusters Score: Raw -2397910.998185 + Penalty 4777.670575 = -2393133.327609 nChanged 387 SP:Iteration 18Q (4083.490000 sec): 3 clusters Score: Raw -2398129.396138 + Penalty 4777.670575 = -2393351.725563 nChanged 333 SP:Iteration 19Q (4083.810000 sec): 3 clusters Score: Raw -2398317.246828 + Penalty 4777.670575 = -2393539.576252 nChanged 272 SP:Iteration 20F (4084.080000 sec): 3 clusters Score: Raw -2398463.136465 + Penalty 4777.670575 = -2393685.465890 nChanged 231 SP:Iteration 21Q (4084.350000 sec): 3 clusters Score: Raw -2398591.331892 + Penalty 4777.670575 = -2393813.661317 nChanged 198 SP:Iteration 22Q (4084.600000 sec): 3 clusters Score: Raw -2398698.623188 + Penalty 4777.670575 = -2393920.952613 nChanged 169 SP:Iteration 23Q (4084.830000 sec): 3 clusters Score: Raw -2398777.005365 + Penalty 4777.670575 = -2393999.334790 nChanged 126 SP:Iteration 24Q (4085.100000 sec): 3 clusters Score: Raw -2398832.812045 + Penalty 4777.670575 = -2394055.141470 nChanged 107 SP:Iteration 25Q (4085.280000 sec): 3 clusters Score: Raw -2398878.041905 + Penalty 4777.670575 = -2394100.371329 nChanged 83 SP:Iteration 26Q (4085.570000 sec): 3 clusters Score: Raw -2398911.791917 + Penalty 4777.670575 = -2394134.121341 nChanged 56 SP:Iteration 27Q (4085.800000 sec): 3 clusters Score: Raw -2398936.921072 + Penalty 4777.670575 = -2394159.250497 nChanged 61 SP:Iteration 28Q (4086.030000 sec): 3 clusters Score: Raw -2398964.178127 + Penalty 4777.670575 = -2394186.507551 nChanged 63 SP:Iteration 29Q (4086.320000 sec): 3 clusters Score: Raw -2398993.822165 + Penalty 4777.670575 = -2394216.151590 nChanged 56 SP:Iteration 30Q (4086.560000 sec): 3 clusters Score: Raw -2399022.032283 + Penalty 4777.670575 = -2394244.361708 nChanged 44 SP:Iteration 31Q (4086.830000 sec): 3 clusters Score: Raw -2399041.602059 + Penalty 4777.670575 = -2394263.931483 nChanged 34 SP:Iteration 32Q (4087.100000 sec): 3 clusters Score: Raw -2399055.562685 + Penalty 4777.670575 = -2394277.892110 nChanged 38 SP:Iteration 33Q (4087.290000 sec): 3 clusters Score: Raw -2399071.765330 + Penalty 4777.670575 = -2394294.094754 nChanged 28 SP:Iteration 34Q (4087.530000 sec): 3 clusters Score: Raw -2399082.746191 + Penalty 4777.670575 = -2394305.075616 nChanged 23 SP:Iteration 35Q (4087.810000 sec): 3 clusters Score: Raw -2399090.941836 + Penalty 4777.670575 = -2394313.271261 nChanged 19 SP:Iteration 36Q (4088.050000 sec): 3 clusters Score: Raw -2399100.305282 + Penalty 4777.670575 = -2394322.634706 nChanged 17 SP:Iteration 37Q (4088.270000 sec): 3 clusters Score: Raw -2399110.221077 + Penalty 4777.670575 = -2394332.550502 nChanged 20 SP:Iteration 38Q (4088.530000 sec): 3 clusters Score: Raw -2399118.975982 + Penalty 4777.670575 = -2394341.305406 nChanged 14 SP:Iteration 39Q (4088.800000 sec): 3 clusters Score: Raw -2399126.101888 + Penalty 4777.670575 = -2394348.431313 nChanged 14 SP:Iteration 40F (4089.060000 sec): 3 clusters Score: Raw -2399132.353410 + Penalty 4777.670575 = -2394354.682835 nChanged 14 SP:Iteration 41Q (4089.340000 sec): 3 clusters Score: Raw -2399137.494081 + Penalty 4777.670575 = -2394359.823506 nChanged 4 SP:Iteration 42Q (4089.620000 sec): 3 clusters Score: Raw -2399139.189177 + Penalty 4777.670575 = -2394361.518602 nChanged 4 SP:Iteration 43Q (4089.890000 sec): 3 clusters Score: Raw -2399141.249763 + Penalty 4777.670575 = -2394363.579188 nChanged 9 SP:Iteration 44Q (4090.120000 sec): 3 clusters Score: Raw -2399144.808289 + Penalty 4777.670575 = -2394367.137714 nChanged 6 SP:Iteration 45Q (4090.380000 sec): 3 clusters Score: Raw -2399147.792394 + Penalty 4777.670575 = -2394370.121818 nChanged 6 SP:Iteration 46Q (4090.640000 sec): 3 clusters Score: Raw -2399150.039764 + Penalty 4777.670575 = -2394372.369188 nChanged 3 SP:Iteration 47Q (4090.830000 sec): 3 clusters Score: Raw -2399151.091043 + Penalty 4777.670575 = -2394373.420467 nChanged 1 SP:Iteration 48Q (4091.070000 sec): 3 clusters Score: Raw -2399151.369450 + Penalty 4777.670575 = -2394373.698874 nChanged 0 SP:Iteration 49F (4091.370000 sec): 3 clusters Score: Raw -2399151.369450 + Penalty 4777.670575 = -2394373.698874 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (83467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4091.820000 sec): 2 clusters Score: Raw -13355085.908211 + Penalty 2810.387243 = -13352275.520969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4092.420000 sec): 3 clusters Score: Raw -13302110.268221 + Penalty 5620.774485 = -13296489.493736 nChanged 39158 SP:Iteration 1F (4093.030000 sec): 3 clusters Score: Raw -13324310.251537 + Penalty 5620.774485 = -13318689.477052 nChanged 2893 SP:Iteration 2Q (4093.590000 sec): 3 clusters Score: Raw -13325017.404627 + Penalty 5620.774485 = -13319396.630142 nChanged 2879 SP:Iteration 3Q (4094.190000 sec): 3 clusters Score: Raw -13325758.735324 + Penalty 5620.774485 = -13320137.960839 nChanged 2899 SP:Iteration 4Q (4094.820000 sec): 3 clusters Score: Raw -13326632.992841 + Penalty 5620.774485 = -13321012.218356 nChanged 3047 SP:Iteration 5Q (4095.500000 sec): 3 clusters Score: Raw -13327661.866204 + Penalty 5620.774485 = -13322041.091719 nChanged 3389 SP:Iteration 6Q (4096.150000 sec): 3 clusters Score: Raw -13329062.856422 + Penalty 5620.774485 = -13323442.081937 nChanged 3830 SP:Iteration 7Q (4096.760000 sec): 3 clusters Score: Raw -13331051.400338 + Penalty 5620.774485 = -13325430.625853 nChanged 4557 SP:Iteration 8F (4097.310000 sec): 3 clusters Score: Raw -13333920.417448 + Penalty 5620.774485 = -13328299.642963 nChanged 5057 SP:Iteration 9F (4097.870000 sec): 3 clusters Score: Raw -13337532.303991 + Penalty 5620.774485 = -13331911.529505 nChanged 5162 SP:Iteration 10F (4098.480000 sec): 3 clusters Score: Raw -13341587.186260 + Penalty 5620.774485 = -13335966.411775 nChanged 4578 SP:Iteration 11F (4099.090000 sec): 3 clusters Score: Raw -13345263.458953 + Penalty 5620.774485 = -13339642.684468 nChanged 3669 SP:Iteration 12Q (4099.720000 sec): 3 clusters Score: Raw -13348200.209238 + Penalty 5620.774485 = -13342579.434753 nChanged 2849 SP:Iteration 13Q (4100.270000 sec): 3 clusters Score: Raw -13350464.403292 + Penalty 5620.774485 = -13344843.628807 nChanged 2149 SP:Iteration 14Q (4100.820000 sec): 3 clusters Score: Raw -13352238.283297 + Penalty 5620.774485 = -13346617.508812 nChanged 1582 SP:Iteration 15Q (4101.470000 sec): 3 clusters Score: Raw -13353554.937305 + Penalty 5620.774485 = -13347934.162820 nChanged 975 SP:Iteration 16Q (4102.060000 sec): 3 clusters Score: Raw -13354333.273172 + Penalty 5620.774485 = -13348712.498687 nChanged 567 SP:Iteration 17Q (4102.660000 sec): 3 clusters Score: Raw -13354782.319291 + Penalty 5620.774485 = -13349161.544806 nChanged 318 SP:Iteration 18Q (4103.190000 sec): 3 clusters Score: Raw -13355054.174292 + Penalty 5620.774485 = -13349433.399807 nChanged 167 SP:Iteration 19Q (4103.740000 sec): 3 clusters Score: Raw -13355212.361416 + Penalty 5620.774485 = -13349591.586931 nChanged 94 SP:Iteration 20F (4104.310000 sec): 3 clusters Score: Raw -13355285.506089 + Penalty 5620.774485 = -13349664.731604 nChanged 53 SP:Iteration 21Q (4104.810000 sec): 3 clusters Score: Raw -13355329.172894 + Penalty 5620.774485 = -13349708.398409 nChanged 25 SP:Iteration 22Q (4105.350000 sec): 3 clusters Score: Raw -13355356.691981 + Penalty 5620.774485 = -13349735.917496 nChanged 25 SP:Iteration 23Q (4105.830000 sec): 3 clusters Score: Raw -13355384.092769 + Penalty 5620.774485 = -13349763.318284 nChanged 23 SP:Iteration 24Q (4106.360000 sec): 3 clusters Score: Raw -13355409.782946 + Penalty 5620.774485 = -13349789.008461 nChanged 13 SP:Iteration 25Q (4106.840000 sec): 3 clusters Score: Raw -13355426.335093 + Penalty 5620.774485 = -13349805.560608 nChanged 11 SP:Iteration 26Q (4107.340000 sec): 3 clusters Score: Raw -13355438.178671 + Penalty 5620.774485 = -13349817.404186 nChanged 8 SP:Iteration 27Q (4107.840000 sec): 3 clusters Score: Raw -13355446.733817 + Penalty 5620.774485 = -13349825.959332 nChanged 7 SP:Iteration 28Q (4108.410000 sec): 3 clusters Score: Raw -13355453.759125 + Penalty 5620.774485 = -13349832.984640 nChanged 5 SP:Iteration 29Q (4108.930000 sec): 3 clusters Score: Raw -13355457.647669 + Penalty 5620.774485 = -13349836.873184 nChanged 2 SP:Iteration 30Q (4109.420000 sec): 3 clusters Score: Raw -13355458.739612 + Penalty 5620.774485 = -13349837.965127 nChanged 0 SP:Iteration 31F (4110.020000 sec): 3 clusters Score: Raw -13355458.739612 + Penalty 5620.774485 = -13349837.965127 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4110.250000 sec): 2 clusters Score: Raw -4994812.591099 + Penalty 2572.819487 = -4992239.771611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4110.580000 sec): 3 clusters Score: Raw -4975545.540568 + Penalty 5145.638975 = -4970399.901593 nChanged 14527 SP:Iteration 1F (4110.910000 sec): 3 clusters Score: Raw -4983395.154293 + Penalty 5145.638975 = -4978249.515318 nChanged 1628 SP:Iteration 2F (4111.260000 sec): 3 clusters Score: Raw -4984095.346518 + Penalty 5145.638975 = -4978949.707543 nChanged 1769 SP:Iteration 3F (4111.660000 sec): 3 clusters Score: Raw -4985034.384803 + Penalty 5145.638975 = -4979888.745828 nChanged 1972 SP:Iteration 4F (4111.990000 sec): 3 clusters Score: Raw -4986219.340535 + Penalty 5145.638975 = -4981073.701561 nChanged 2113 SP:Iteration 5F (4112.340000 sec): 3 clusters Score: Raw -4987615.358542 + Penalty 5145.638975 = -4982469.719568 nChanged 2188 SP:Iteration 6F (4112.740000 sec): 3 clusters Score: Raw -4989032.143319 + Penalty 5145.638975 = -4983886.504344 nChanged 1911 SP:Iteration 7F (4113.100000 sec): 3 clusters Score: Raw -4990207.940787 + Penalty 5145.638975 = -4985062.301812 nChanged 1525 SP:Iteration 8Q (4113.400000 sec): 3 clusters Score: Raw -4991137.272191 + Penalty 5145.638975 = -4985991.633216 nChanged 1219 SP:Iteration 9Q (4113.770000 sec): 3 clusters Score: Raw -4991874.765038 + Penalty 5145.638975 = -4986729.126064 nChanged 907 SP:Iteration 10Q (4114.170000 sec): 3 clusters Score: Raw -4992417.766642 + Penalty 5145.638975 = -4987272.127668 nChanged 696 SP:Iteration 11Q (4114.490000 sec): 3 clusters Score: Raw -4992847.309847 + Penalty 5145.638975 = -4987701.670873 nChanged 623 SP:Iteration 12Q (4114.850000 sec): 3 clusters Score: Raw -4993287.647218 + Penalty 5145.638975 = -4988142.008243 nChanged 517 SP:Iteration 13Q (4115.190000 sec): 3 clusters Score: Raw -4993725.419596 + Penalty 5145.638975 = -4988579.780621 nChanged 464 SP:Iteration 14Q (4115.570000 sec): 3 clusters Score: Raw -4994321.845514 + Penalty 5145.638975 = -4989176.206539 nChanged 361 SP:Iteration 15Q (4115.850000 sec): 3 clusters Score: Raw -4994852.165980 + Penalty 5145.638975 = -4989706.527005 nChanged 261 SP:Iteration 16Q (4116.190000 sec): 3 clusters Score: Raw -4995153.445009 + Penalty 5145.638975 = -4990007.806034 nChanged 182 SP:Iteration 17Q (4116.490000 sec): 3 clusters Score: Raw -4995300.075327 + Penalty 5145.638975 = -4990154.436352 nChanged 146 SP:Iteration 18Q (4116.830000 sec): 3 clusters Score: Raw -4995407.337650 + Penalty 5145.638975 = -4990261.698675 nChanged 125 SP:Iteration 19Q (4117.140000 sec): 3 clusters Score: Raw -4995480.750289 + Penalty 5145.638975 = -4990335.111314 nChanged 88 SP:Iteration 20F (4117.480000 sec): 3 clusters Score: Raw -4995518.647948 + Penalty 5145.638975 = -4990373.008973 nChanged 76 SP:Iteration 21Q (4117.820000 sec): 3 clusters Score: Raw -4995548.914903 + Penalty 5145.638975 = -4990403.275928 nChanged 59 SP:Iteration 22Q (4118.190000 sec): 3 clusters Score: Raw -4995569.609450 + Penalty 5145.638975 = -4990423.970475 nChanged 46 SP:Iteration 23Q (4118.520000 sec): 3 clusters Score: Raw -4995582.269976 + Penalty 5145.638975 = -4990436.631001 nChanged 32 SP:Iteration 24Q (4118.810000 sec): 3 clusters Score: Raw -4995592.875356 + Penalty 5145.638975 = -4990447.236381 nChanged 27 SP:Iteration 25Q (4119.140000 sec): 3 clusters Score: Raw -4995600.756610 + Penalty 5145.638975 = -4990455.117635 nChanged 29 SP:Iteration 26Q (4119.460000 sec): 3 clusters Score: Raw -4995607.799372 + Penalty 5145.638975 = -4990462.160397 nChanged 21 SP:Iteration 27Q (4119.820000 sec): 3 clusters Score: Raw -4995612.040338 + Penalty 5145.638975 = -4990466.401364 nChanged 14 SP:Iteration 28Q (4120.120000 sec): 3 clusters Score: Raw -4995614.424708 + Penalty 5145.638975 = -4990468.785733 nChanged 11 SP:Iteration 29Q (4120.470000 sec): 3 clusters Score: Raw -4995617.301148 + Penalty 5145.638975 = -4990471.662173 nChanged 12 SP:Iteration 30Q (4120.750000 sec): 3 clusters Score: Raw -4995619.437948 + Penalty 5145.638975 = -4990473.798973 nChanged 7 SP:Iteration 31Q (4121.080000 sec): 3 clusters Score: Raw -4995621.178786 + Penalty 5145.638975 = -4990475.539812 nChanged 12 SP:Iteration 32Q (4121.400000 sec): 3 clusters Score: Raw -4995623.778968 + Penalty 5145.638975 = -4990478.139994 nChanged 8 SP:Iteration 33Q (4121.690000 sec): 3 clusters Score: Raw -4995625.301531 + Penalty 5145.638975 = -4990479.662556 nChanged 7 SP:Iteration 34Q (4121.980000 sec): 3 clusters Score: Raw -4995627.030945 + Penalty 5145.638975 = -4990481.391970 nChanged 9 SP:Iteration 35Q (4122.250000 sec): 3 clusters Score: Raw -4995629.485755 + Penalty 5145.638975 = -4990483.846781 nChanged 11 SP:Iteration 36Q (4122.570000 sec): 3 clusters Score: Raw -4995631.805345 + Penalty 5145.638975 = -4990486.166371 nChanged 10 SP:Iteration 37Q (4122.870000 sec): 3 clusters Score: Raw -4995634.351583 + Penalty 5145.638975 = -4990488.712608 nChanged 8 SP:Iteration 38Q (4123.160000 sec): 3 clusters Score: Raw -4995635.585318 + Penalty 5145.638975 = -4990489.946343 nChanged 7 SP:Iteration 39Q (4123.490000 sec): 3 clusters Score: Raw -4995636.604435 + Penalty 5145.638975 = -4990490.965460 nChanged 6 SP:Iteration 40F (4123.850000 sec): 3 clusters Score: Raw -4995637.630734 + Penalty 5145.638975 = -4990491.991759 nChanged 7 SP:Iteration 41Q (4124.120000 sec): 3 clusters Score: Raw -4995638.777792 + Penalty 5145.638975 = -4990493.138817 nChanged 6 SP:Iteration 42Q (4124.450000 sec): 3 clusters Score: Raw -4995639.643961 + Penalty 5145.638975 = -4990494.004986 nChanged 5 SP:Iteration 43Q (4124.740000 sec): 3 clusters Score: Raw -4995640.227008 + Penalty 5145.638975 = -4990494.588033 nChanged 2 SP:Iteration 44Q (4125.080000 sec): 3 clusters Score: Raw -4995640.680056 + Penalty 5145.638975 = -4990495.041082 nChanged 1 SP:Iteration 45Q (4125.370000 sec): 3 clusters Score: Raw -4995640.818071 + Penalty 5145.638975 = -4990495.179096 nChanged 0 SP:Iteration 46F (4125.690000 sec): 3 clusters Score: Raw -4995640.818071 + Penalty 5145.638975 = -4990495.179096 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4125.820000 sec): 2 clusters Score: Raw -1129330.343788 + Penalty 2200.689536 = -1127129.654252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4126.080000 sec): 3 clusters Score: Raw -1125636.758454 + Penalty 4401.379072 = -1121235.379383 nChanged 2890 SP:Iteration 1F (4126.260000 sec): 3 clusters Score: Raw -1127214.281649 + Penalty 4401.379072 = -1122812.902577 nChanged 472 SP:Iteration 2F (4126.510000 sec): 3 clusters Score: Raw -1127466.840451 + Penalty 4401.379072 = -1123065.461379 nChanged 370 SP:Iteration 3F (4126.700000 sec): 3 clusters Score: Raw -1127680.104991 + Penalty 4401.379072 = -1123278.725920 nChanged 292 SP:Iteration 4Q (4126.910000 sec): 3 clusters Score: Raw -1127862.302474 + Penalty 4401.379072 = -1123460.923402 nChanged 284 SP:Iteration 5Q (4127.120000 sec): 3 clusters Score: Raw -1128037.666502 + Penalty 4401.379072 = -1123636.287431 nChanged 252 SP:Iteration 6Q (4127.360000 sec): 3 clusters Score: Raw -1128192.441477 + Penalty 4401.379072 = -1123791.062406 nChanged 256 SP:Iteration 7Q (4127.550000 sec): 3 clusters Score: Raw -1128324.352381 + Penalty 4401.379072 = -1123922.973310 nChanged 197 SP:Iteration 8Q (4127.780000 sec): 3 clusters Score: Raw -1128422.110519 + Penalty 4401.379072 = -1124020.731448 nChanged 169 SP:Iteration 9Q (4127.990000 sec): 3 clusters Score: Raw -1128509.554649 + Penalty 4401.379072 = -1124108.175578 nChanged 155 SP:Iteration 10Q (4128.210000 sec): 3 clusters Score: Raw -1128582.865195 + Penalty 4401.379072 = -1124181.486123 nChanged 149 SP:Iteration 11Q (4128.450000 sec): 3 clusters Score: Raw -1128644.268260 + Penalty 4401.379072 = -1124242.889189 nChanged 133 SP:Iteration 12Q (4128.600000 sec): 3 clusters Score: Raw -1128709.316271 + Penalty 4401.379072 = -1124307.937200 nChanged 129 SP:Iteration 13Q (4128.760000 sec): 3 clusters Score: Raw -1128773.863162 + Penalty 4401.379072 = -1124372.484090 nChanged 136 SP:Iteration 14Q (4128.980000 sec): 3 clusters Score: Raw -1128840.709552 + Penalty 4401.379072 = -1124439.330480 nChanged 121 SP:Iteration 15Q (4129.200000 sec): 3 clusters Score: Raw -1128899.276129 + Penalty 4401.379072 = -1124497.897058 nChanged 105 SP:Iteration 16Q (4129.370000 sec): 3 clusters Score: Raw -1128952.876164 + Penalty 4401.379072 = -1124551.497093 nChanged 106 SP:Iteration 17Q (4129.580000 sec): 3 clusters Score: Raw -1129001.234943 + Penalty 4401.379072 = -1124599.855872 nChanged 101 SP:Iteration 18Q (4129.780000 sec): 3 clusters Score: Raw -1129050.129647 + Penalty 4401.379072 = -1124648.750575 nChanged 114 SP:Iteration 19Q (4129.980000 sec): 3 clusters Score: Raw -1129109.195775 + Penalty 4401.379072 = -1124707.816703 nChanged 95 SP:Iteration 20F (4130.200000 sec): 3 clusters Score: Raw -1129160.913508 + Penalty 4401.379072 = -1124759.534436 nChanged 77 SP:Iteration 21Q (4130.390000 sec): 3 clusters Score: Raw -1129198.310237 + Penalty 4401.379072 = -1124796.931166 nChanged 76 SP:Iteration 22Q (4130.590000 sec): 3 clusters Score: Raw -1129239.476207 + Penalty 4401.379072 = -1124838.097136 nChanged 78 SP:Iteration 23Q (4130.800000 sec): 3 clusters Score: Raw -1129284.344656 + Penalty 4401.379072 = -1124882.965585 nChanged 73 SP:Iteration 24Q (4131.000000 sec): 3 clusters Score: Raw -1129328.249844 + Penalty 4401.379072 = -1124926.870772 nChanged 67 SP:Iteration 25Q (4131.240000 sec): 3 clusters Score: Raw -1129370.987514 + Penalty 4401.379072 = -1124969.608442 nChanged 54 SP:Iteration 26Q (4131.430000 sec): 3 clusters Score: Raw -1129396.915002 + Penalty 4401.379072 = -1124995.535930 nChanged 45 SP:Iteration 27Q (4131.660000 sec): 3 clusters Score: Raw -1129421.805638 + Penalty 4401.379072 = -1125020.426566 nChanged 30 SP:Iteration 28Q (4131.830000 sec): 3 clusters Score: Raw -1129440.296330 + Penalty 4401.379072 = -1125038.917259 nChanged 25 SP:Iteration 29Q (4132.030000 sec): 3 clusters Score: Raw -1129453.292494 + Penalty 4401.379072 = -1125051.913423 nChanged 24 SP:Iteration 30Q (4132.250000 sec): 3 clusters Score: Raw -1129467.796666 + Penalty 4401.379072 = -1125066.417595 nChanged 30 SP:Iteration 31Q (4132.480000 sec): 3 clusters Score: Raw -1129481.535231 + Penalty 4401.379072 = -1125080.156160 nChanged 22 SP:Iteration 32Q (4132.690000 sec): 3 clusters Score: Raw -1129493.865354 + Penalty 4401.379072 = -1125092.486283 nChanged 17 SP:Iteration 33Q (4132.880000 sec): 3 clusters Score: Raw -1129502.337432 + Penalty 4401.379072 = -1125100.958360 nChanged 15 SP:Iteration 34Q (4133.040000 sec): 3 clusters Score: Raw -1129507.918481 + Penalty 4401.379072 = -1125106.539409 nChanged 9 SP:Iteration 35Q (4133.270000 sec): 3 clusters Score: Raw -1129512.320915 + Penalty 4401.379072 = -1125110.941844 nChanged 7 SP:Iteration 36Q (4133.470000 sec): 3 clusters Score: Raw -1129516.850915 + Penalty 4401.379072 = -1125115.471844 nChanged 12 SP:Iteration 37Q (4133.650000 sec): 3 clusters Score: Raw -1129526.118931 + Penalty 4401.379072 = -1125124.739859 nChanged 10 SP:Iteration 38Q (4133.870000 sec): 3 clusters Score: Raw -1129532.998108 + Penalty 4401.379072 = -1125131.619037 nChanged 9 SP:Iteration 39Q (4134.060000 sec): 3 clusters Score: Raw -1129542.562254 + Penalty 4401.379072 = -1125141.183183 nChanged 9 SP:Iteration 40F (4134.290000 sec): 3 clusters Score: Raw -1129547.685815 + Penalty 4401.379072 = -1125146.306743 nChanged 9 SP:Iteration 41Q (4134.520000 sec): 3 clusters Score: Raw -1129551.415428 + Penalty 4401.379072 = -1125150.036356 nChanged 7 SP:Iteration 42Q (4134.710000 sec): 3 clusters Score: Raw -1129555.061416 + Penalty 4401.379072 = -1125153.682345 nChanged 8 SP:Iteration 43Q (4134.930000 sec): 3 clusters Score: Raw -1129559.745571 + Penalty 4401.379072 = -1125158.366500 nChanged 6 SP:Iteration 44Q (4135.130000 sec): 3 clusters Score: Raw -1129562.328368 + Penalty 4401.379072 = -1125160.949296 nChanged 5 SP:Iteration 45Q (4135.290000 sec): 3 clusters Score: Raw -1129566.615554 + Penalty 4401.379072 = -1125165.236483 nChanged 5 SP:Iteration 46Q (4135.530000 sec): 3 clusters Score: Raw -1129569.089949 + Penalty 4401.379072 = -1125167.710877 nChanged 4 SP:Iteration 47Q (4135.740000 sec): 3 clusters Score: Raw -1129570.827461 + Penalty 4401.379072 = -1125169.448390 nChanged 2 SP:Iteration 48Q (4135.940000 sec): 3 clusters Score: Raw -1129571.765710 + Penalty 4401.379072 = -1125170.386638 nChanged 3 SP:Iteration 49Q (4136.180000 sec): 3 clusters Score: Raw -1129573.349998 + Penalty 4401.379072 = -1125171.970927 nChanged 4 SP:Iteration 50Q (4136.320000 sec): 3 clusters Score: Raw -1129575.143017 + Penalty 4401.379072 = -1125173.763946 nChanged 4 SP:Iteration 51Q (4136.480000 sec): 3 clusters Score: Raw -1129576.615797 + Penalty 4401.379072 = -1125175.236725 nChanged 3 SP:Iteration 52Q (4136.690000 sec): 3 clusters Score: Raw -1129578.506892 + Penalty 4401.379072 = -1125177.127821 nChanged 4 SP:Iteration 53Q (4136.820000 sec): 3 clusters Score: Raw -1129581.635813 + Penalty 4401.379072 = -1125180.256741 nChanged 3 SP:Iteration 54Q (4136.980000 sec): 3 clusters Score: Raw -1129582.555437 + Penalty 4401.379072 = -1125181.176365 nChanged 4 SP:Iteration 55Q (4137.200000 sec): 3 clusters Score: Raw -1129583.942350 + Penalty 4401.379072 = -1125182.563278 nChanged 4 SP:Iteration 56Q (4137.370000 sec): 3 clusters Score: Raw -1129585.587336 + Penalty 4401.379072 = -1125184.208264 nChanged 4 SP:Iteration 57Q (4137.560000 sec): 3 clusters Score: Raw -1129586.767533 + Penalty 4401.379072 = -1125185.388461 nChanged 1 SP:Iteration 58Q (4137.750000 sec): 3 clusters Score: Raw -1129587.083804 + Penalty 4401.379072 = -1125185.704732 nChanged 0 SP:Iteration 59F (4137.860000 sec): 3 clusters Score: Raw -1129587.083804 + Penalty 4401.379072 = -1125185.704732 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4137.960000 sec): 2 clusters Score: Raw -63991.550215 + Penalty 1532.644130 = -62458.906085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4138.180000 sec): 3 clusters Score: Raw -64211.631793 + Penalty 3065.288260 = -61146.343533 nChanged 120 SP:Iteration 1F (4138.330000 sec): 3 clusters Score: Raw -64458.524983 + Penalty 3065.288260 = -61393.236723 nChanged 23 SP:Iteration 2Q (4138.510000 sec): 3 clusters Score: Raw -64507.952220 + Penalty 3065.288260 = -61442.663960 nChanged 13 SP:Iteration 3Q (4138.670000 sec): 3 clusters Score: Raw -64556.317371 + Penalty 3065.288260 = -61491.029111 nChanged 12 SP:Iteration 4Q (4138.800000 sec): 3 clusters Score: Raw -64584.607547 + Penalty 3065.288260 = -61519.319286 nChanged 19 SP:Iteration 5Q (4138.970000 sec): 3 clusters Score: Raw -64646.446785 + Penalty 3065.288260 = -61581.158525 nChanged 24 SP:Iteration 6Q (4139.080000 sec): 3 clusters Score: Raw -64742.909354 + Penalty 3065.288260 = -61677.621094 nChanged 15 SP:Iteration 7Q (4139.210000 sec): 3 clusters Score: Raw -64798.985488 + Penalty 3065.288260 = -61733.697228 nChanged 9 SP:Iteration 8Q (4139.370000 sec): 3 clusters Score: Raw -64844.848919 + Penalty 3065.288260 = -61779.560658 nChanged 5 SP:Iteration 9Q (4139.550000 sec): 3 clusters Score: Raw -64876.565678 + Penalty 3065.288260 = -61811.277418 nChanged 3 SP:Iteration 10Q (4139.710000 sec): 3 clusters Score: Raw -64887.896110 + Penalty 3065.288260 = -61822.607850 nChanged 3 SP:Iteration 11Q (4139.870000 sec): 3 clusters Score: Raw -64900.384130 + Penalty 3065.288260 = -61835.095869 nChanged 3 SP:Iteration 12Q (4140.070000 sec): 3 clusters Score: Raw -64907.755401 + Penalty 3065.288260 = -61842.467140 nChanged 3 SP:Iteration 13Q (4140.280000 sec): 3 clusters Score: Raw -64916.266241 + Penalty 3065.288260 = -61850.977981 nChanged 4 SP:Iteration 14Q (4140.460000 sec): 3 clusters Score: Raw -64924.016346 + Penalty 3065.288260 = -61858.728086 nChanged 1 SP:Iteration 15Q (4140.650000 sec): 3 clusters Score: Raw -64924.543130 + Penalty 3065.288260 = -61859.254870 nChanged 0 SP:Iteration 16F (4140.800000 sec): 3 clusters Score: Raw -64924.543130 + Penalty 3065.288260 = -61859.254870 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4140.900000 sec): 2 clusters Score: Raw -91563.916598 + Penalty 1592.562322 = -89971.354276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4141.080000 sec): 3 clusters Score: Raw -91641.141368 + Penalty 3185.124645 = -88456.016723 nChanged 138 SP:Iteration 1F (4141.240000 sec): 3 clusters Score: Raw -91906.871131 + Penalty 3185.124645 = -88721.746487 nChanged 44 SP:Iteration 2F (4141.420000 sec): 3 clusters Score: Raw -92052.731418 + Penalty 3185.124645 = -88867.606773 nChanged 29 SP:Iteration 3Q (4141.650000 sec): 3 clusters Score: Raw -92188.060610 + Penalty 3185.124645 = -89002.935965 nChanged 28 SP:Iteration 4Q (4141.780000 sec): 3 clusters Score: Raw -92316.974406 + Penalty 3185.124645 = -89131.849761 nChanged 24 SP:Iteration 5Q (4141.980000 sec): 3 clusters Score: Raw -92430.062547 + Penalty 3185.124645 = -89244.937902 nChanged 25 SP:Iteration 6Q (4142.140000 sec): 3 clusters Score: Raw -92571.580791 + Penalty 3185.124645 = -89386.456146 nChanged 25 SP:Iteration 7Q (4142.330000 sec): 3 clusters Score: Raw -92716.334806 + Penalty 3185.124645 = -89531.210161 nChanged 22 SP:Iteration 8Q (4142.520000 sec): 3 clusters Score: Raw -92828.309565 + Penalty 3185.124645 = -89643.184920 nChanged 15 SP:Iteration 9Q (4142.700000 sec): 3 clusters Score: Raw -92897.403455 + Penalty 3185.124645 = -89712.278810 nChanged 13 SP:Iteration 10Q (4142.890000 sec): 3 clusters Score: Raw -92978.270188 + Penalty 3185.124645 = -89793.145543 nChanged 10 SP:Iteration 11Q (4143.050000 sec): 3 clusters Score: Raw -93070.872859 + Penalty 3185.124645 = -89885.748214 nChanged 7 SP:Iteration 12Q (4143.240000 sec): 3 clusters Score: Raw -93114.304359 + Penalty 3185.124645 = -89929.179714 nChanged 7 SP:Iteration 13Q (4143.430000 sec): 3 clusters Score: Raw -93170.357449 + Penalty 3185.124645 = -89985.232804 nChanged 7 SP:Iteration 14Q (4143.620000 sec): 3 clusters Score: Raw -93226.964850 + Penalty 3185.124645 = -90041.840205 nChanged 10 SP:Iteration 15Q (4143.790000 sec): 3 clusters Score: Raw -93309.111370 + Penalty 3185.124645 = -90123.986725 nChanged 9 SP:Iteration 16Q (4143.970000 sec): 3 clusters Score: Raw -93420.277098 + Penalty 3185.124645 = -90235.152453 nChanged 6 SP:Iteration 17Q (4144.170000 sec): 3 clusters Score: Raw -93523.458443 + Penalty 3185.124645 = -90338.333798 nChanged 6 SP:Iteration 18Q (4144.350000 sec): 3 clusters Score: Raw -93651.680074 + Penalty 3185.124645 = -90466.555430 nChanged 3 SP:Iteration 19Q (4144.550000 sec): 3 clusters Score: Raw -93704.690400 + Penalty 3185.124645 = -90519.565756 nChanged 5 SP:Iteration 20F (4144.750000 sec): 3 clusters Score: Raw -93744.569572 + Penalty 3185.124645 = -90559.444927 nChanged 4 SP:Iteration 21Q (4144.890000 sec): 3 clusters Score: Raw -93777.021775 + Penalty 3185.124645 = -90591.897130 nChanged 3 SP:Iteration 22Q (4145.050000 sec): 3 clusters Score: Raw -93797.570895 + Penalty 3185.124645 = -90612.446250 nChanged 0 SP:Iteration 23F (4145.240000 sec): 3 clusters Score: Raw -93797.570895 + Penalty 3185.124645 = -90612.446250 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 6.32 GB. Trying to split cluster 35 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4145.370000 sec): 2 clusters Score: Raw -127891.143154 + Penalty 1695.392301 = -126195.750853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4145.540000 sec): 3 clusters Score: Raw -127768.766393 + Penalty 3390.784602 = -124377.981792 nChanged 256 SP:Iteration 1F (4145.720000 sec): 3 clusters Score: Raw -128301.738162 + Penalty 3390.784602 = -124910.953561 nChanged 87 SP:Iteration 2F (4145.920000 sec): 3 clusters Score: Raw -128672.312863 + Penalty 3390.784602 = -125281.528261 nChanged 59 SP:Iteration 3F (4146.100000 sec): 3 clusters Score: Raw -128910.525296 + Penalty 3390.784602 = -125519.740694 nChanged 44 SP:Iteration 4Q (4146.310000 sec): 3 clusters Score: Raw -129136.279265 + Penalty 3390.784602 = -125745.494663 nChanged 31 SP:Iteration 5Q (4146.480000 sec): 3 clusters Score: Raw -129298.998035 + Penalty 3390.784602 = -125908.213433 nChanged 33 SP:Iteration 6Q (4146.660000 sec): 3 clusters Score: Raw -129376.476955 + Penalty 3390.784602 = -125985.692354 nChanged 17 SP:Iteration 7Q (4146.810000 sec): 3 clusters Score: Raw -129408.894789 + Penalty 3390.784602 = -126018.110187 nChanged 18 SP:Iteration 8Q (4146.970000 sec): 3 clusters Score: Raw -129450.885477 + Penalty 3390.784602 = -126060.100875 nChanged 29 SP:Iteration 9Q (4147.160000 sec): 3 clusters Score: Raw -129574.748231 + Penalty 3390.784602 = -126183.963630 nChanged 38 SP:Iteration 10Q (4147.330000 sec): 3 clusters Score: Raw -129768.581279 + Penalty 3390.784602 = -126377.796677 nChanged 55 SP:Iteration 11F (4147.530000 sec): 3 clusters Score: Raw -130021.164491 + Penalty 3390.784602 = -126630.379890 nChanged 53 SP:Iteration 12F (4147.720000 sec): 3 clusters Score: Raw -130195.900424 + Penalty 3390.784602 = -126805.115822 nChanged 31 SP:Iteration 13Q (4147.910000 sec): 3 clusters Score: Raw -130304.302092 + Penalty 3390.784602 = -126913.517491 nChanged 21 SP:Iteration 14Q (4148.100000 sec): 3 clusters Score: Raw -130359.460209 + Penalty 3390.784602 = -126968.675607 nChanged 10 SP:Iteration 15Q (4148.250000 sec): 3 clusters Score: Raw -130376.847923 + Penalty 3390.784602 = -126986.063321 nChanged 3 SP:Iteration 16Q (4148.450000 sec): 3 clusters Score: Raw -130382.726699 + Penalty 3390.784602 = -126991.942098 nChanged 2 SP:Iteration 17Q (4148.640000 sec): 3 clusters Score: Raw -130385.878659 + Penalty 3390.784602 = -126995.094057 nChanged 1 SP:Iteration 18Q (4148.820000 sec): 3 clusters Score: Raw -130387.956071 + Penalty 3390.784602 = -126997.171469 nChanged 1 SP:Iteration 19Q (4148.990000 sec): 3 clusters Score: Raw -130389.746632 + Penalty 3390.784602 = -126998.962030 nChanged 2 SP:Iteration 20F (4149.140000 sec): 3 clusters Score: Raw -130393.747850 + Penalty 3390.784602 = -127002.963249 nChanged 3 SP:Iteration 21Q (4149.330000 sec): 3 clusters Score: Raw -130405.785604 + Penalty 3390.784602 = -127015.001003 nChanged 0 SP:Iteration 22F (4149.560000 sec): 3 clusters Score: Raw -130405.785604 + Penalty 3390.784602 = -127015.001003 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 6.32 GB. Trying to split cluster 36 (2405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4149.650000 sec): 2 clusters Score: Raw -356712.455470 + Penalty 1930.755685 = -354781.699785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4149.860000 sec): 3 clusters Score: Raw -355762.582178 + Penalty 3861.511371 = -351901.070807 nChanged 816 SP:Iteration 1F (4150.060000 sec): 3 clusters Score: Raw -356458.577336 + Penalty 3861.511371 = -352597.065965 nChanged 226 SP:Iteration 2F (4150.210000 sec): 3 clusters Score: Raw -356763.713547 + Penalty 3861.511371 = -352902.202177 nChanged 187 SP:Iteration 3F (4150.370000 sec): 3 clusters Score: Raw -357068.290023 + Penalty 3861.511371 = -353206.778653 nChanged 157 SP:Iteration 4F (4150.560000 sec): 3 clusters Score: Raw -357311.801321 + Penalty 3861.511371 = -353450.289950 nChanged 120 SP:Iteration 5Q (4150.760000 sec): 3 clusters Score: Raw -357473.609876 + Penalty 3861.511371 = -353612.098506 nChanged 83 SP:Iteration 6Q (4150.950000 sec): 3 clusters Score: Raw -357603.115223 + Penalty 3861.511371 = -353741.603853 nChanged 85 SP:Iteration 7Q (4151.090000 sec): 3 clusters Score: Raw -357735.341896 + Penalty 3861.511371 = -353873.830525 nChanged 71 SP:Iteration 8Q (4151.250000 sec): 3 clusters Score: Raw -357847.211071 + Penalty 3861.511371 = -353985.699700 nChanged 62 SP:Iteration 9Q (4151.390000 sec): 3 clusters Score: Raw -357953.560709 + Penalty 3861.511371 = -354092.049338 nChanged 58 SP:Iteration 10Q (4151.560000 sec): 3 clusters Score: Raw -358057.132256 + Penalty 3861.511371 = -354195.620886 nChanged 50 SP:Iteration 11Q (4151.760000 sec): 3 clusters Score: Raw -358126.088095 + Penalty 3861.511371 = -354264.576724 nChanged 35 SP:Iteration 12Q (4151.910000 sec): 3 clusters Score: Raw -358174.562834 + Penalty 3861.511371 = -354313.051464 nChanged 29 SP:Iteration 13Q (4152.070000 sec): 3 clusters Score: Raw -358211.366337 + Penalty 3861.511371 = -354349.854966 nChanged 19 SP:Iteration 14Q (4152.270000 sec): 3 clusters Score: Raw -358230.381609 + Penalty 3861.511371 = -354368.870238 nChanged 20 SP:Iteration 15Q (4152.440000 sec): 3 clusters Score: Raw -358247.340606 + Penalty 3861.511371 = -354385.829236 nChanged 10 SP:Iteration 16Q (4152.600000 sec): 3 clusters Score: Raw -358256.792422 + Penalty 3861.511371 = -354395.281052 nChanged 5 SP:Iteration 17Q (4152.810000 sec): 3 clusters Score: Raw -358260.084879 + Penalty 3861.511371 = -354398.573509 nChanged 7 SP:Iteration 18Q (4153.030000 sec): 3 clusters Score: Raw -358266.513816 + Penalty 3861.511371 = -354405.002445 nChanged 11 SP:Iteration 19Q (4153.180000 sec): 3 clusters Score: Raw -358276.303542 + Penalty 3861.511371 = -354414.792171 nChanged 14 SP:Iteration 20F (4153.390000 sec): 3 clusters Score: Raw -358288.662096 + Penalty 3861.511371 = -354427.150726 nChanged 9 SP:Iteration 21Q (4153.590000 sec): 3 clusters Score: Raw -358294.443161 + Penalty 3861.511371 = -354432.931790 nChanged 4 SP:Iteration 22Q (4153.750000 sec): 3 clusters Score: Raw -358297.881612 + Penalty 3861.511371 = -354436.370241 nChanged 3 SP:Iteration 23Q (4153.920000 sec): 3 clusters Score: Raw -358302.672581 + Penalty 3861.511371 = -354441.161210 nChanged 2 SP:Iteration 24Q (4154.130000 sec): 3 clusters Score: Raw -358304.498282 + Penalty 3861.511371 = -354442.986912 nChanged 2 SP:Iteration 25Q (4154.280000 sec): 3 clusters Score: Raw -358305.612603 + Penalty 3861.511371 = -354444.101232 nChanged 6 SP:Iteration 26Q (4154.480000 sec): 3 clusters Score: Raw -358310.991883 + Penalty 3861.511371 = -354449.480512 nChanged 10 SP:Iteration 27Q (4154.620000 sec): 3 clusters Score: Raw -358319.837616 + Penalty 3861.511371 = -354458.326245 nChanged 14 SP:Iteration 28Q (4154.830000 sec): 3 clusters Score: Raw -358331.898321 + Penalty 3861.511371 = -354470.386950 nChanged 10 SP:Iteration 29Q (4155.000000 sec): 3 clusters Score: Raw -358338.705747 + Penalty 3861.511371 = -354477.194377 nChanged 6 SP:Iteration 30Q (4155.160000 sec): 3 clusters Score: Raw -358342.551106 + Penalty 3861.511371 = -354481.039735 nChanged 1 SP:Iteration 31Q (4155.360000 sec): 3 clusters Score: Raw -358343.052293 + Penalty 3861.511371 = -354481.540922 nChanged 0 SP:Iteration 32F (4155.530000 sec): 3 clusters Score: Raw -358343.052293 + Penalty 3861.511371 = -354481.540922 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4155.590000 sec): 2 clusters Score: Raw -101715.942862 + Penalty 1630.618808 = -100085.324053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4155.780000 sec): 3 clusters Score: Raw -101696.812452 + Penalty 3261.237617 = -98435.574835 nChanged 178 SP:Iteration 1F (4155.940000 sec): 3 clusters Score: Raw -102222.494919 + Penalty 3261.237617 = -98961.257302 nChanged 71 SP:Iteration 2F (4156.120000 sec): 3 clusters Score: Raw -102645.348997 + Penalty 3261.237617 = -99384.111381 nChanged 51 SP:Iteration 3F (4156.340000 sec): 3 clusters Score: Raw -102812.339430 + Penalty 3261.237617 = -99551.101813 nChanged 40 SP:Iteration 4F (4156.520000 sec): 3 clusters Score: Raw -103010.358519 + Penalty 3261.237617 = -99749.120902 nChanged 33 SP:Iteration 5Q (4156.670000 sec): 3 clusters Score: Raw -103132.071499 + Penalty 3261.237617 = -99870.833882 nChanged 19 SP:Iteration 6Q (4156.860000 sec): 3 clusters Score: Raw -103213.112584 + Penalty 3261.237617 = -99951.874967 nChanged 27 SP:Iteration 7Q (4157.020000 sec): 3 clusters Score: Raw -103305.623439 + Penalty 3261.237617 = -100044.385822 nChanged 16 SP:Iteration 8Q (4157.220000 sec): 3 clusters Score: Raw -103350.350005 + Penalty 3261.237617 = -100089.112388 nChanged 12 SP:Iteration 9Q (4157.380000 sec): 3 clusters Score: Raw -103429.481800 + Penalty 3261.237617 = -100168.244183 nChanged 9 SP:Iteration 10Q (4157.570000 sec): 3 clusters Score: Raw -103458.631161 + Penalty 3261.237617 = -100197.393544 nChanged 3 SP:Iteration 11Q (4157.800000 sec): 3 clusters Score: Raw -103471.013987 + Penalty 3261.237617 = -100209.776370 nChanged 2 SP:Iteration 12Q (4157.940000 sec): 3 clusters Score: Raw -103478.926158 + Penalty 3261.237617 = -100217.688541 nChanged 0 SP:Iteration 13F (4158.160000 sec): 3 clusters Score: Raw -103489.740164 + Penalty 3261.237617 = -100228.502547 nChanged 1 SP:Iteration 14Q (4158.310000 sec): 3 clusters Score: Raw -103497.254875 + Penalty 3261.237617 = -100236.017258 nChanged 3 SP:Iteration 15Q (4158.490000 sec): 3 clusters Score: Raw -103518.224235 + Penalty 3261.237617 = -100256.986618 nChanged 2 SP:Iteration 16Q (4158.650000 sec): 3 clusters Score: Raw -103523.076475 + Penalty 3261.237617 = -100261.838858 nChanged 2 SP:Iteration 17Q (4158.800000 sec): 3 clusters Score: Raw -103528.064354 + Penalty 3261.237617 = -100266.826737 nChanged 0 SP:Iteration 18F (4158.990000 sec): 3 clusters Score: Raw -103528.871708 + Penalty 3261.237617 = -100267.634091 nChanged 1 SP:Iteration 19Q (4159.170000 sec): 3 clusters Score: Raw -103536.278830 + Penalty 3261.237617 = -100275.041213 nChanged 1 SP:Iteration 20F (4159.360000 sec): 3 clusters Score: Raw -103540.192088 + Penalty 3261.237617 = -100278.954471 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 6.32 GB. Trying to split cluster 38 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4159.450000 sec): 2 clusters Score: Raw -104311.525287 + Penalty 1627.135605 = -102684.389681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4159.650000 sec): 3 clusters Score: Raw -104238.405545 + Penalty 3254.271210 = -100984.134334 nChanged 149 SP:Iteration 1F (4159.840000 sec): 3 clusters Score: Raw -104519.739612 + Penalty 3254.271210 = -101265.468402 nChanged 53 SP:Iteration 2F (4159.980000 sec): 3 clusters Score: Raw -104715.553866 + Penalty 3254.271210 = -101461.282656 nChanged 37 SP:Iteration 3F (4160.160000 sec): 3 clusters Score: Raw -104852.880014 + Penalty 3254.271210 = -101598.608804 nChanged 30 SP:Iteration 4Q (4160.360000 sec): 3 clusters Score: Raw -104955.064725 + Penalty 3254.271210 = -101700.793514 nChanged 22 SP:Iteration 5Q (4160.550000 sec): 3 clusters Score: Raw -105008.538393 + Penalty 3254.271210 = -101754.267183 nChanged 18 SP:Iteration 6Q (4160.720000 sec): 3 clusters Score: Raw -105055.151287 + Penalty 3254.271210 = -101800.880077 nChanged 14 SP:Iteration 7Q (4160.900000 sec): 3 clusters Score: Raw -105095.369797 + Penalty 3254.271210 = -101841.098587 nChanged 10 SP:Iteration 8Q (4161.060000 sec): 3 clusters Score: Raw -105129.030884 + Penalty 3254.271210 = -101874.759674 nChanged 11 SP:Iteration 9Q (4161.260000 sec): 3 clusters Score: Raw -105160.902994 + Penalty 3254.271210 = -101906.631783 nChanged 8 SP:Iteration 10Q (4161.430000 sec): 3 clusters Score: Raw -105173.015366 + Penalty 3254.271210 = -101918.744156 nChanged 5 SP:Iteration 11Q (4161.600000 sec): 3 clusters Score: Raw -105184.670317 + Penalty 3254.271210 = -101930.399107 nChanged 8 SP:Iteration 12Q (4161.770000 sec): 3 clusters Score: Raw -105211.898154 + Penalty 3254.271210 = -101957.626944 nChanged 7 SP:Iteration 13Q (4161.970000 sec): 3 clusters Score: Raw -105234.455907 + Penalty 3254.271210 = -101980.184697 nChanged 4 SP:Iteration 14Q (4162.110000 sec): 3 clusters Score: Raw -105243.694955 + Penalty 3254.271210 = -101989.423745 nChanged 4 SP:Iteration 15Q (4162.330000 sec): 3 clusters Score: Raw -105251.843392 + Penalty 3254.271210 = -101997.572182 nChanged 3 SP:Iteration 16Q (4162.490000 sec): 3 clusters Score: Raw -105259.227394 + Penalty 3254.271210 = -102004.956184 nChanged 5 SP:Iteration 17Q (4162.650000 sec): 3 clusters Score: Raw -105267.787476 + Penalty 3254.271210 = -102013.516265 nChanged 2 SP:Iteration 18Q (4162.820000 sec): 3 clusters Score: Raw -105272.252063 + Penalty 3254.271210 = -102017.980853 nChanged 1 SP:Iteration 19Q (4162.940000 sec): 3 clusters Score: Raw -105273.922608 + Penalty 3254.271210 = -102019.651397 nChanged 1 SP:Iteration 20F (4163.120000 sec): 3 clusters Score: Raw -105275.365873 + Penalty 3254.271210 = -102021.094663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4163.210000 sec): 2 clusters Score: Raw -81171.766578 + Penalty 1546.133860 = -79625.632718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4163.360000 sec): 3 clusters Score: Raw -81291.953397 + Penalty 3092.267720 = -78199.685677 nChanged 99 SP:Iteration 1F (4163.510000 sec): 3 clusters Score: Raw -81543.454026 + Penalty 3092.267720 = -78451.186306 nChanged 38 SP:Iteration 2F (4163.690000 sec): 3 clusters Score: Raw -81659.084941 + Penalty 3092.267720 = -78566.817221 nChanged 24 SP:Iteration 3Q (4163.880000 sec): 3 clusters Score: Raw -81779.548469 + Penalty 3092.267720 = -78687.280749 nChanged 15 SP:Iteration 4Q (4164.010000 sec): 3 clusters Score: Raw -81865.097317 + Penalty 3092.267720 = -78772.829597 nChanged 19 SP:Iteration 5Q (4164.210000 sec): 3 clusters Score: Raw -81970.071688 + Penalty 3092.267720 = -78877.803968 nChanged 18 SP:Iteration 6Q (4164.390000 sec): 3 clusters Score: Raw -82066.711726 + Penalty 3092.267720 = -78974.444006 nChanged 34 SP:Iteration 7F (4164.550000 sec): 3 clusters Score: Raw -82235.023656 + Penalty 3092.267720 = -79142.755936 nChanged 34 SP:Iteration 8F (4164.680000 sec): 3 clusters Score: Raw -82606.789422 + Penalty 3092.267720 = -79514.521702 nChanged 37 SP:Iteration 9F (4164.870000 sec): 3 clusters Score: Raw -83100.886466 + Penalty 3092.267720 = -80008.618746 nChanged 20 SP:Iteration 10Q (4165.050000 sec): 3 clusters Score: Raw -83508.171321 + Penalty 3092.267720 = -80415.903601 nChanged 8 SP:Iteration 11Q (4165.230000 sec): 3 clusters Score: Raw -83607.497170 + Penalty 3092.267720 = -80515.229450 nChanged 2 SP:Iteration 12Q (4165.390000 sec): 3 clusters Score: Raw -83715.433534 + Penalty 3092.267720 = -80623.165814 nChanged 1 SP:Iteration 13Q (4165.580000 sec): 3 clusters Score: Raw -83829.257039 + Penalty 3092.267720 = -80736.989319 nChanged 2 SP:Iteration 14Q (4165.770000 sec): 3 clusters Score: Raw -83845.965845 + Penalty 3092.267720 = -80753.698125 nChanged 1 SP:Iteration 15Q (4165.910000 sec): 3 clusters Score: Raw -83885.559906 + Penalty 3092.267720 = -80793.292186 nChanged 1 SP:Iteration 16Q (4166.080000 sec): 3 clusters Score: Raw -83892.422357 + Penalty 3092.267720 = -80800.154637 nChanged 1 SP:Iteration 17Q (4166.290000 sec): 3 clusters Score: Raw -83895.290136 + Penalty 3092.267720 = -80803.022416 nChanged 2 SP:Iteration 18Q (4166.490000 sec): 3 clusters Score: Raw -83907.711796 + Penalty 3092.267720 = -80815.444076 nChanged 2 SP:Iteration 19Q (4166.660000 sec): 3 clusters Score: Raw -83926.463750 + Penalty 3092.267720 = -80834.196030 nChanged 2 SP:Iteration 20F (4166.820000 sec): 3 clusters Score: Raw -83948.870955 + Penalty 3092.267720 = -80856.603236 nChanged 4 SP:Iteration 21Q (4167.000000 sec): 3 clusters Score: Raw -84055.299290 + Penalty 3092.267720 = -80963.031570 nChanged 3 SP:Iteration 22Q (4167.200000 sec): 3 clusters Score: Raw -84111.903372 + Penalty 3092.267720 = -81019.635652 nChanged 1 SP:Iteration 23Q (4167.360000 sec): 3 clusters Score: Raw -84116.744943 + Penalty 3092.267720 = -81024.477223 nChanged 1 SP:Iteration 24Q (4167.570000 sec): 3 clusters Score: Raw -84120.280690 + Penalty 3092.267720 = -81028.012970 nChanged 0 SP:Iteration 25F (4167.740000 sec): 3 clusters Score: Raw -84123.377318 + Penalty 3092.267720 = -81031.109598 nChanged 1 SP:Iteration 26Q (4167.870000 sec): 3 clusters Score: Raw -84159.683244 + Penalty 3092.267720 = -81067.415524 nChanged 0 SP:Iteration 27F (4168.040000 sec): 3 clusters Score: Raw -84159.683244 + Penalty 3092.267720 = -81067.415524 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 6.32 GB. Trying to split cluster 40 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.140000 sec): 2 clusters Score: Raw -48945.818240 + Penalty 1455.585634 = -47490.232605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.320000 sec): 3 clusters Score: Raw -49112.036285 + Penalty 2911.171269 = -46200.865016 nChanged 74 SP:Iteration 1F (4168.510000 sec): 3 clusters Score: Raw -49694.009770 + Penalty 2911.171269 = -46782.838501 nChanged 52 SP:Iteration 2F (4168.720000 sec): 3 clusters Score: Raw -50309.978493 + Penalty 2911.171269 = -47398.807224 nChanged 24 SP:Iteration 3F (4168.840000 sec): 3 clusters Score: Raw -50535.338209 + Penalty 2911.171269 = -47624.166940 nChanged 13 SP:Iteration 4Q (4169.000000 sec): 3 clusters Score: Raw -50744.643204 + Penalty 2911.171269 = -47833.471935 nChanged 3 SP:Iteration 5Q (4169.200000 sec): 3 clusters Score: Raw -50786.558252 + Penalty 2911.171269 = -47875.386983 nChanged 0 SP:Iteration 6F (4169.340000 sec): 3 clusters Score: Raw -50788.496755 + Penalty 2911.171269 = -47877.325486 nChanged 1 SP:Iteration 7Q (4169.530000 sec): 3 clusters Score: Raw -50818.373793 + Penalty 2911.171269 = -47907.202524 nChanged 1 SP:Iteration 8Q (4169.680000 sec): 3 clusters Score: Raw -50862.260399 + Penalty 2911.171269 = -47951.089130 nChanged 0 SP:Iteration 9F (4169.880000 sec): 3 clusters Score: Raw -50862.260399 + Penalty 2911.171269 = -47951.089130 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 6.32 GB. Trying to split cluster 41 (6433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4169.980000 sec): 2 clusters Score: Raw -1008166.848718 + Penalty 2174.760675 = -1005992.088042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4170.220000 sec): 3 clusters Score: Raw -1004873.167985 + Penalty 4349.521351 = -1000523.646634 nChanged 2561 SP:Iteration 1F (4170.400000 sec): 3 clusters Score: Raw -1006208.943848 + Penalty 4349.521351 = -1001859.422498 nChanged 487 SP:Iteration 2F (4170.640000 sec): 3 clusters Score: Raw -1006479.920086 + Penalty 4349.521351 = -1002130.398735 nChanged 358 SP:Iteration 3F (4170.750000 sec): 3 clusters Score: Raw -1006657.881727 + Penalty 4349.521351 = -1002308.360376 nChanged 275 SP:Iteration 4Q (4170.970000 sec): 3 clusters Score: Raw -1006802.045680 + Penalty 4349.521351 = -1002452.524330 nChanged 248 SP:Iteration 5Q (4171.200000 sec): 3 clusters Score: Raw -1006918.084152 + Penalty 4349.521351 = -1002568.562802 nChanged 205 SP:Iteration 6Q (4171.360000 sec): 3 clusters Score: Raw -1007020.496276 + Penalty 4349.521351 = -1002670.974926 nChanged 190 SP:Iteration 7Q (4171.600000 sec): 3 clusters Score: Raw -1007113.430122 + Penalty 4349.521351 = -1002763.908771 nChanged 170 SP:Iteration 8Q (4171.770000 sec): 3 clusters Score: Raw -1007197.574266 + Penalty 4349.521351 = -1002848.052915 nChanged 152 SP:Iteration 9Q (4171.990000 sec): 3 clusters Score: Raw -1007275.161284 + Penalty 4349.521351 = -1002925.639934 nChanged 158 SP:Iteration 10Q (4172.190000 sec): 3 clusters Score: Raw -1007359.114432 + Penalty 4349.521351 = -1003009.593081 nChanged 160 SP:Iteration 11Q (4172.420000 sec): 3 clusters Score: Raw -1007435.232673 + Penalty 4349.521351 = -1003085.711323 nChanged 165 SP:Iteration 12Q (4172.610000 sec): 3 clusters Score: Raw -1007520.693246 + Penalty 4349.521351 = -1003171.171895 nChanged 180 SP:Iteration 13Q (4172.800000 sec): 3 clusters Score: Raw -1007619.465494 + Penalty 4349.521351 = -1003269.944143 nChanged 170 SP:Iteration 14Q (4173.020000 sec): 3 clusters Score: Raw -1007710.440677 + Penalty 4349.521351 = -1003360.919326 nChanged 176 SP:Iteration 15Q (4173.200000 sec): 3 clusters Score: Raw -1007813.373386 + Penalty 4349.521351 = -1003463.852035 nChanged 187 SP:Iteration 16Q (4173.400000 sec): 3 clusters Score: Raw -1007927.603018 + Penalty 4349.521351 = -1003578.081667 nChanged 173 SP:Iteration 17Q (4173.600000 sec): 3 clusters Score: Raw -1008041.662664 + Penalty 4349.521351 = -1003692.141313 nChanged 155 SP:Iteration 18Q (4173.820000 sec): 3 clusters Score: Raw -1008145.337618 + Penalty 4349.521351 = -1003795.816268 nChanged 140 SP:Iteration 19Q (4174.010000 sec): 3 clusters Score: Raw -1008259.701594 + Penalty 4349.521351 = -1003910.180243 nChanged 128 SP:Iteration 20F (4174.220000 sec): 3 clusters Score: Raw -1008357.824886 + Penalty 4349.521351 = -1004008.303535 nChanged 105 SP:Iteration 21Q (4174.470000 sec): 3 clusters Score: Raw -1008440.835021 + Penalty 4349.521351 = -1004091.313670 nChanged 75 SP:Iteration 22Q (4174.670000 sec): 3 clusters Score: Raw -1008493.967986 + Penalty 4349.521351 = -1004144.446635 nChanged 50 SP:Iteration 23Q (4174.920000 sec): 3 clusters Score: Raw -1008530.216538 + Penalty 4349.521351 = -1004180.695187 nChanged 42 SP:Iteration 24Q (4175.070000 sec): 3 clusters Score: Raw -1008557.713649 + Penalty 4349.521351 = -1004208.192299 nChanged 34 SP:Iteration 25Q (4175.300000 sec): 3 clusters Score: Raw -1008581.699252 + Penalty 4349.521351 = -1004232.177902 nChanged 30 SP:Iteration 26Q (4175.490000 sec): 3 clusters Score: Raw -1008604.634330 + Penalty 4349.521351 = -1004255.112980 nChanged 21 SP:Iteration 27Q (4175.710000 sec): 3 clusters Score: Raw -1008620.409388 + Penalty 4349.521351 = -1004270.888037 nChanged 18 SP:Iteration 28Q (4175.920000 sec): 3 clusters Score: Raw -1008636.959950 + Penalty 4349.521351 = -1004287.438600 nChanged 23 SP:Iteration 29Q (4176.110000 sec): 3 clusters Score: Raw -1008653.411257 + Penalty 4349.521351 = -1004303.889906 nChanged 11 SP:Iteration 30Q (4176.330000 sec): 3 clusters Score: Raw -1008660.034329 + Penalty 4349.521351 = -1004310.512979 nChanged 13 SP:Iteration 31Q (4176.580000 sec): 3 clusters Score: Raw -1008670.214236 + Penalty 4349.521351 = -1004320.692885 nChanged 10 SP:Iteration 32Q (4176.760000 sec): 3 clusters Score: Raw -1008678.285454 + Penalty 4349.521351 = -1004328.764104 nChanged 8 SP:Iteration 33Q (4176.990000 sec): 3 clusters Score: Raw -1008684.148578 + Penalty 4349.521351 = -1004334.627228 nChanged 5 SP:Iteration 34Q (4177.210000 sec): 3 clusters Score: Raw -1008689.761063 + Penalty 4349.521351 = -1004340.239712 nChanged 8 SP:Iteration 35Q (4177.450000 sec): 3 clusters Score: Raw -1008696.687898 + Penalty 4349.521351 = -1004347.166548 nChanged 5 SP:Iteration 36Q (4177.640000 sec): 3 clusters Score: Raw -1008700.843768 + Penalty 4349.521351 = -1004351.322418 nChanged 3 SP:Iteration 37Q (4177.800000 sec): 3 clusters Score: Raw -1008703.912594 + Penalty 4349.521351 = -1004354.391243 nChanged 2 SP:Iteration 38Q (4177.990000 sec): 3 clusters Score: Raw -1008705.675499 + Penalty 4349.521351 = -1004356.154149 nChanged 1 SP:Iteration 39Q (4178.190000 sec): 3 clusters Score: Raw -1008706.092095 + Penalty 4349.521351 = -1004356.570745 nChanged 1 SP:Iteration 40F (4178.450000 sec): 3 clusters Score: Raw -1008707.176076 + Penalty 4349.521351 = -1004357.654725 nChanged 1 SP:Iteration 41Q (4178.650000 sec): 3 clusters Score: Raw -1008707.386721 + Penalty 4349.521351 = -1004357.865370 nChanged 0 SP:Iteration 42F (4178.870000 sec): 3 clusters Score: Raw -1008707.386721 + Penalty 4349.521351 = -1004357.865370 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4178.970000 sec): 2 clusters Score: Raw -88812.869786 + Penalty 1611.947186 = -87200.922600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4179.100000 sec): 3 clusters Score: Raw -89227.847918 + Penalty 3223.894372 = -86003.953546 nChanged 186 SP:Iteration 1F (4179.280000 sec): 3 clusters Score: Raw -89743.992064 + Penalty 3223.894372 = -86520.097692 nChanged 71 SP:Iteration 2F (4179.450000 sec): 3 clusters Score: Raw -90201.457136 + Penalty 3223.894372 = -86977.562764 nChanged 49 SP:Iteration 3F (4179.660000 sec): 3 clusters Score: Raw -90659.670935 + Penalty 3223.894372 = -87435.776563 nChanged 24 SP:Iteration 4Q (4179.790000 sec): 3 clusters Score: Raw -90944.070192 + Penalty 3223.894372 = -87720.175820 nChanged 27 SP:Iteration 5Q (4179.990000 sec): 3 clusters Score: Raw -91288.407624 + Penalty 3223.894372 = -88064.513252 nChanged 20 SP:Iteration 6Q (4180.170000 sec): 3 clusters Score: Raw -91511.498444 + Penalty 3223.894372 = -88287.604072 nChanged 9 SP:Iteration 7Q (4180.350000 sec): 3 clusters Score: Raw -91649.883930 + Penalty 3223.894372 = -88425.989558 nChanged 8 SP:Iteration 8Q (4180.500000 sec): 3 clusters Score: Raw -91707.727232 + Penalty 3223.894372 = -88483.832860 nChanged 5 SP:Iteration 9Q (4180.680000 sec): 3 clusters Score: Raw -91727.963989 + Penalty 3223.894372 = -88504.069617 nChanged 1 SP:Iteration 10Q (4180.850000 sec): 3 clusters Score: Raw -91739.269505 + Penalty 3223.894372 = -88515.375133 nChanged 2 SP:Iteration 11Q (4181.000000 sec): 3 clusters Score: Raw -91756.334436 + Penalty 3223.894372 = -88532.440064 nChanged 4 SP:Iteration 12Q (4181.190000 sec): 3 clusters Score: Raw -91773.460568 + Penalty 3223.894372 = -88549.566196 nChanged 5 SP:Iteration 13Q (4181.310000 sec): 3 clusters Score: Raw -91792.154180 + Penalty 3223.894372 = -88568.259808 nChanged 2 SP:Iteration 14Q (4181.490000 sec): 3 clusters Score: Raw -91797.869276 + Penalty 3223.894372 = -88573.974904 nChanged 0 SP:Iteration 15F (4181.660000 sec): 3 clusters Score: Raw -91833.686447 + Penalty 3223.894372 = -88609.792075 nChanged 6 SP:Iteration 16Q (4181.840000 sec): 3 clusters Score: Raw -91901.392358 + Penalty 3223.894372 = -88677.497986 nChanged 4 SP:Iteration 17Q (4182.040000 sec): 3 clusters Score: Raw -91946.708162 + Penalty 3223.894372 = -88722.813789 nChanged 3 SP:Iteration 18Q (4182.210000 sec): 3 clusters Score: Raw -91994.137734 + Penalty 3223.894372 = -88770.243362 nChanged 4 SP:Iteration 19Q (4182.400000 sec): 3 clusters Score: Raw -92025.215406 + Penalty 3223.894372 = -88801.321034 nChanged 0 SP:Iteration 20F (4182.620000 sec): 3 clusters Score: Raw -92043.123478 + Penalty 3223.894372 = -88819.229106 nChanged 4 SP:Iteration 21Q (4182.820000 sec): 3 clusters Score: Raw -92113.866657 + Penalty 3223.894372 = -88889.972285 nChanged 5 SP:Iteration 22Q (4182.980000 sec): 3 clusters Score: Raw -92212.691544 + Penalty 3223.894372 = -88988.797172 nChanged 1 SP:Iteration 23Q (4183.140000 sec): 3 clusters Score: Raw -92231.761914 + Penalty 3223.894372 = -89007.867542 nChanged 1 SP:Iteration 24Q (4183.310000 sec): 3 clusters Score: Raw -92237.891295 + Penalty 3223.894372 = -89013.996923 nChanged 0 SP:Iteration 25F (4183.490000 sec): 3 clusters Score: Raw -92270.935691 + Penalty 3223.894372 = -89047.041319 nChanged 2 SP:Iteration 26Q (4183.710000 sec): 3 clusters Score: Raw -92300.268449 + Penalty 3223.894372 = -89076.374077 nChanged 3 SP:Iteration 27Q (4183.920000 sec): 3 clusters Score: Raw -92327.267365 + Penalty 3223.894372 = -89103.372993 nChanged 3 SP:Iteration 28Q (4184.090000 sec): 3 clusters Score: Raw -92365.999290 + Penalty 3223.894372 = -89142.104918 nChanged 3 SP:Iteration 29Q (4184.300000 sec): 3 clusters Score: Raw -92399.320872 + Penalty 3223.894372 = -89175.426500 nChanged 1 SP:Iteration 30Q (4184.480000 sec): 3 clusters Score: Raw -92405.200077 + Penalty 3223.894372 = -89181.305705 nChanged 0 SP:Iteration 31F (4184.650000 sec): 3 clusters Score: Raw -92414.632080 + Penalty 3223.894372 = -89190.737708 nChanged 3 SP:Iteration 32Q (4184.860000 sec): 3 clusters Score: Raw -92484.989026 + Penalty 3223.894372 = -89261.094654 nChanged 5 SP:Iteration 33Q (4185.020000 sec): 3 clusters Score: Raw -92848.573766 + Penalty 3223.894372 = -89624.679393 nChanged 2 SP:Iteration 34Q (4185.200000 sec): 3 clusters Score: Raw -93135.216812 + Penalty 3223.894372 = -89911.322440 nChanged 1 SP:Iteration 35Q (4185.380000 sec): 3 clusters Score: Raw -93138.394742 + Penalty 3223.894372 = -89914.500370 nChanged 0 SP:Iteration 36F (4185.590000 sec): 3 clusters Score: Raw -93138.394742 + Penalty 3223.894372 = -89914.500370 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 6.32 GB. Trying to split cluster 43 (1114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4185.670000 sec): 2 clusters Score: Raw -150494.720731 + Penalty 1739.896680 = -148754.824051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4185.850000 sec): 3 clusters Score: Raw -150353.904083 + Penalty 3479.793361 = -146874.110722 nChanged 323 SP:Iteration 1F (4186.040000 sec): 3 clusters Score: Raw -151015.133229 + Penalty 3479.793361 = -147535.339869 nChanged 131 SP:Iteration 2F (4186.260000 sec): 3 clusters Score: Raw -151473.521032 + Penalty 3479.793361 = -147993.727672 nChanged 108 SP:Iteration 3F (4186.430000 sec): 3 clusters Score: Raw -151932.435474 + Penalty 3479.793361 = -148452.642114 nChanged 96 SP:Iteration 4F (4186.650000 sec): 3 clusters Score: Raw -152538.088949 + Penalty 3479.793361 = -149058.295589 nChanged 105 SP:Iteration 5F (4186.820000 sec): 3 clusters Score: Raw -153204.351572 + Penalty 3479.793361 = -149724.558211 nChanged 89 SP:Iteration 6F (4186.980000 sec): 3 clusters Score: Raw -153657.400831 + Penalty 3479.793361 = -150177.607471 nChanged 17 SP:Iteration 7Q (4187.170000 sec): 3 clusters Score: Raw -153734.831780 + Penalty 3479.793361 = -150255.038420 nChanged 6 SP:Iteration 8Q (4187.360000 sec): 3 clusters Score: Raw -153764.221958 + Penalty 3479.793361 = -150284.428598 nChanged 2 SP:Iteration 9Q (4187.540000 sec): 3 clusters Score: Raw -153772.338775 + Penalty 3479.793361 = -150292.545415 nChanged 2 SP:Iteration 10Q (4187.740000 sec): 3 clusters Score: Raw -153779.159313 + Penalty 3479.793361 = -150299.365953 nChanged 0 SP:Iteration 11F (4187.920000 sec): 3 clusters Score: Raw -153779.159313 + Penalty 3479.793361 = -150299.365953 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 6.32 GB. Trying to split cluster 44 (1210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4188.050000 sec): 2 clusters Score: Raw -175377.506473 + Penalty 1760.397158 = -173617.109315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4188.260000 sec): 3 clusters Score: Raw -175118.286512 + Penalty 3520.794317 = -171597.492196 nChanged 346 SP:Iteration 1F (4188.430000 sec): 3 clusters Score: Raw -175607.481464 + Penalty 3520.794317 = -172086.687147 nChanged 133 SP:Iteration 2F (4188.610000 sec): 3 clusters Score: Raw -175938.568594 + Penalty 3520.794317 = -172417.774278 nChanged 133 SP:Iteration 3F (4188.760000 sec): 3 clusters Score: Raw -176305.590994 + Penalty 3520.794317 = -172784.796677 nChanged 85 SP:Iteration 4F (4188.930000 sec): 3 clusters Score: Raw -176550.060127 + Penalty 3520.794317 = -173029.265810 nChanged 65 SP:Iteration 5F (4189.140000 sec): 3 clusters Score: Raw -176750.975555 + Penalty 3520.794317 = -173230.181239 nChanged 47 SP:Iteration 6Q (4189.270000 sec): 3 clusters Score: Raw -176888.147971 + Penalty 3520.794317 = -173367.353655 nChanged 21 SP:Iteration 7Q (4189.460000 sec): 3 clusters Score: Raw -176945.832284 + Penalty 3520.794317 = -173425.037967 nChanged 9 SP:Iteration 8Q (4189.630000 sec): 3 clusters Score: Raw -176976.957204 + Penalty 3520.794317 = -173456.162887 nChanged 6 SP:Iteration 9Q (4189.850000 sec): 3 clusters Score: Raw -176983.134695 + Penalty 3520.794317 = -173462.340378 nChanged 1 SP:Iteration 10Q (4190.050000 sec): 3 clusters Score: Raw -176984.101842 + Penalty 3520.794317 = -173463.307525 nChanged 1 SP:Iteration 11Q (4190.180000 sec): 3 clusters Score: Raw -176984.376649 + Penalty 3520.794317 = -173463.582332 nChanged 0 SP:Iteration 12F (4190.370000 sec): 3 clusters Score: Raw -176984.376649 + Penalty 3520.794317 = -173463.582332 nChanged 0 Iteration 99Q (4230.670000 sec): 57 clusters Score: Raw -120187801.381474 + Penalty 188355.415392 = -119999445.966082 nChanged 1023 Iteration 100F (4325.420000 sec): 57 clusters Score: Raw -120196826.418154 + Penalty 188355.415392 = -120008471.002762 nChanged 1606 Iteration 101Q (4367.720000 sec): 57 clusters Score: Raw -120202062.429595 + Penalty 188355.415392 = -120013707.014203 nChanged 1240 Iteration 102Q (4411.800000 sec): 57 clusters Score: Raw -120203305.267418 + Penalty 188355.415392 = -120014949.852026 nChanged 904 Iteration 103Q (4454.050000 sec): 57 clusters Score: Raw -120204040.587470 + Penalty 188355.415392 = -120015685.172078 nChanged 636 Iteration 104Q (4495.430000 sec): 57 clusters Score: Raw -120204605.827957 + Penalty 188355.415392 = -120016250.412564 nChanged 504 Iteration 105Q (4534.970000 sec): 57 clusters Score: Raw -120204803.239761 + Penalty 188355.415392 = -120016447.824368 nChanged 419 Iteration 106Q (4570.060000 sec): 57 clusters Score: Raw -120205083.587809 + Penalty 188355.415392 = -120016728.172417 nChanged 385 Iteration 107Q (4603.800000 sec): 57 clusters Score: Raw -120205299.347658 + Penalty 188355.415392 = -120016943.932266 nChanged 348 Iteration 108Q (4636.700000 sec): 57 clusters Score: Raw -120205405.598225 + Penalty 188355.415392 = -120017050.182832 nChanged 340 Iteration 109Q (4669.830000 sec): 57 clusters Score: Raw -120205533.181288 + Penalty 188355.415392 = -120017177.765895 nChanged 288 Iteration 110Q (4704.560000 sec): 57 clusters Score: Raw -120205588.064565 + Penalty 188355.415392 = -120017232.649172 nChanged 241 Iteration 111Q (4738.880000 sec): 57 clusters Score: Raw -120205634.333826 + Penalty 188355.415392 = -120017278.918434 nChanged 208 Iteration 112Q (4769.400000 sec): 57 clusters Score: Raw -120205658.183018 + Penalty 188355.415392 = -120017302.767626 nChanged 178 Iteration 113Q (4808.950000 sec): 57 clusters Score: Raw -120205675.852102 + Penalty 188355.415392 = -120017320.436709 nChanged 185 Iteration 114Q (4843.460000 sec): 57 clusters Score: Raw -120205692.300365 + Penalty 188355.415392 = -120017336.884973 nChanged 185 Iteration 115Q (4880.240000 sec): 57 clusters Score: Raw -120205706.899646 + Penalty 188355.415392 = -120017351.484254 nChanged 170 Iteration 116Q (4916.030000 sec): 57 clusters Score: Raw -120205720.722180 + Penalty 188355.415392 = -120017365.306788 nChanged 173 Iteration 117Q (4949.240000 sec): 57 clusters Score: Raw -120205735.539289 + Penalty 188355.415392 = -120017380.123896 nChanged 160 Iteration 118Q (4987.130000 sec): 57 clusters Score: Raw -120205748.401579 + Penalty 188355.415392 = -120017392.986186 nChanged 168 Iteration 119Q (5022.650000 sec): 57 clusters Score: Raw -120205761.233483 + Penalty 188355.415392 = -120017405.818090 nChanged 155 Iteration 120F (5109.990000 sec): 57 clusters Score: Raw -120210896.083569 + Penalty 188355.415392 = -120022540.668176 nChanged 247 Iteration 121Q (5149.150000 sec): 57 clusters Score: Raw -120214721.326734 + Penalty 188355.415392 = -120026365.911341 nChanged 187 Iteration 122Q (5185.780000 sec): 57 clusters Score: Raw -120214901.770797 + Penalty 188355.415392 = -120026546.355404 nChanged 170 Iteration 123Q (5220.360000 sec): 57 clusters Score: Raw -120215086.716949 + Penalty 188355.415392 = -120026731.301557 nChanged 147 Iteration 124Q (5256.980000 sec): 57 clusters Score: Raw -120215193.024528 + Penalty 188355.415392 = -120026837.609135 nChanged 142 Iteration 125Q (5293.310000 sec): 57 clusters Score: Raw -120215309.664550 + Penalty 188355.415392 = -120026954.249158 nChanged 123 Iteration 126Q (5330.550000 sec): 57 clusters Score: Raw -120215456.191618 + Penalty 188355.415392 = -120027100.776225 nChanged 103 Iteration 127Q (5367.500000 sec): 57 clusters Score: Raw -120215537.682134 + Penalty 188355.415392 = -120027182.266742 nChanged 89 Iteration 128Q (5402.310000 sec): 57 clusters Score: Raw -120215604.130769 + Penalty 188355.415392 = -120027248.715377 nChanged 78 Iteration 129Q (5442.660000 sec): 57 clusters Score: Raw -120215714.953669 + Penalty 188355.415392 = -120027359.538276 nChanged 88 Iteration 130Q (5484.490000 sec): 57 clusters Score: Raw -120215910.053747 + Penalty 188355.415392 = -120027554.638355 nChanged 71 Iteration 131Q (5525.270000 sec): 57 clusters Score: Raw -120216006.047512 + Penalty 188355.415392 = -120027650.632119 nChanged 75 Iteration 132Q (5565.210000 sec): 57 clusters Score: Raw -120216019.866454 + Penalty 188355.415392 = -120027664.451062 nChanged 68 Iteration 133Q (5600.940000 sec): 57 clusters Score: Raw -120216044.361015 + Penalty 188355.415392 = -120027688.945622 nChanged 65 Iteration 134Q (5635.020000 sec): 57 clusters Score: Raw -120216058.149652 + Penalty 188355.415392 = -120027702.734260 nChanged 56 Iteration 135Q (5669.380000 sec): 57 clusters Score: Raw -120216062.079971 + Penalty 188355.415392 = -120027706.664579 nChanged 56 Iteration 136Q (5703.080000 sec): 57 clusters Score: Raw -120216063.710440 + Penalty 188355.415392 = -120027708.295047 nChanged 46 Iteration 137Q (5740.250000 sec): 57 clusters Score: Raw -120216065.101729 + Penalty 188355.415392 = -120027709.686337 nChanged 46 Iteration 138Q (5779.200000 sec): 57 clusters Score: Raw -120216065.973343 + Penalty 188355.415392 = -120027710.557951 nChanged 36 Writing temp clu file Because OldScore, -120027709.686337, is greater than current (better) Score,-120027710.557951 Compute initial score before splitting: Score: Raw -120216065.973343 + Penalty 188355.415392 = -120027710.557951 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (248693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5780.560000 sec): 2 clusters Score: Raw -39286633.432730 + Penalty 3081.145672 = -39283552.287059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5781.990000 sec): 3 clusters Score: Raw -39122430.151114 + Penalty 6162.291344 = -39116267.859770 nChanged 120417 SP:Iteration 1F (5783.410000 sec): 3 clusters Score: Raw -39194619.449270 + Penalty 6162.291344 = -39188457.157927 nChanged 9048 SP:Iteration 2Q (5784.890000 sec): 3 clusters Score: Raw -39197588.782693 + Penalty 6162.291344 = -39191426.491349 nChanged 12878 SP:Iteration 3F (5786.330000 sec): 3 clusters Score: Raw -39203696.444114 + Penalty 6162.291344 = -39197534.152770 nChanged 18206 SP:Iteration 4F (5787.940000 sec): 3 clusters Score: Raw -39215684.804233 + Penalty 6162.291344 = -39209522.512890 nChanged 23640 SP:Iteration 5F (5789.290000 sec): 3 clusters Score: Raw -39236543.514771 + Penalty 6162.291344 = -39230381.223427 nChanged 24330 SP:Iteration 6F (5790.710000 sec): 3 clusters Score: Raw -39261753.470032 + Penalty 6162.291344 = -39255591.178688 nChanged 16034 SP:Iteration 7F (5792.180000 sec): 3 clusters Score: Raw -39278492.286285 + Penalty 6162.291344 = -39272329.994942 nChanged 6406 SP:Iteration 8Q (5793.610000 sec): 3 clusters Score: Raw -39284646.483941 + Penalty 6162.291344 = -39278484.192597 nChanged 1785 SP:Iteration 9Q (5794.990000 sec): 3 clusters Score: Raw -39286243.672809 + Penalty 6162.291344 = -39280081.381465 nChanged 446 SP:Iteration 10Q (5796.230000 sec): 3 clusters Score: Raw -39286668.665149 + Penalty 6162.291344 = -39280506.373806 nChanged 146 SP:Iteration 11Q (5797.330000 sec): 3 clusters Score: Raw -39286836.524784 + Penalty 6162.291344 = -39280674.233441 nChanged 65 SP:Iteration 12Q (5798.460000 sec): 3 clusters Score: Raw -39286928.139198 + Penalty 6162.291344 = -39280765.847854 nChanged 47 SP:Iteration 13Q (5799.770000 sec): 3 clusters Score: Raw -39286995.658019 + Penalty 6162.291344 = -39280833.366675 nChanged 34 SP:Iteration 14Q (5800.880000 sec): 3 clusters Score: Raw -39287039.886125 + Penalty 6162.291344 = -39280877.594781 nChanged 15 SP:Iteration 15Q (5802.250000 sec): 3 clusters Score: Raw -39287056.056966 + Penalty 6162.291344 = -39280893.765623 nChanged 15 SP:Iteration 16Q (5803.790000 sec): 3 clusters Score: Raw -39287069.845734 + Penalty 6162.291344 = -39280907.554391 nChanged 5 SP:Iteration 17Q (5804.990000 sec): 3 clusters Score: Raw -39287075.199254 + Penalty 6162.291344 = -39280912.907911 nChanged 4 SP:Iteration 18Q (5806.090000 sec): 3 clusters Score: Raw -39287077.769123 + Penalty 6162.291344 = -39280915.477779 nChanged 3 SP:Iteration 19Q (5807.100000 sec): 3 clusters Score: Raw -39287080.215443 + Penalty 6162.291344 = -39280917.924099 nChanged 0 SP:Iteration 20F (5808.460000 sec): 3 clusters Score: Raw -39287080.215443 + Penalty 6162.291344 = -39280917.924099 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (13034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5808.660000 sec): 2 clusters Score: Raw -1978171.046679 + Penalty 2349.878519 = -1975821.168161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5808.950000 sec): 3 clusters Score: Raw -1970919.660559 + Penalty 4699.757037 = -1966219.903522 nChanged 5578 SP:Iteration 1F (5809.180000 sec): 3 clusters Score: Raw -1974486.998273 + Penalty 4699.757037 = -1969787.241236 nChanged 1173 SP:Iteration 2F (5809.440000 sec): 3 clusters Score: Raw -1975662.386074 + Penalty 4699.757037 = -1970962.629037 nChanged 1135 SP:Iteration 3F (5809.670000 sec): 3 clusters Score: Raw -1976603.549320 + Penalty 4699.757037 = -1971903.792283 nChanged 955 SP:Iteration 4F (5809.930000 sec): 3 clusters Score: Raw -1977373.614112 + Penalty 4699.757037 = -1972673.857075 nChanged 845 SP:Iteration 5F (5810.190000 sec): 3 clusters Score: Raw -1978050.146616 + Penalty 4699.757037 = -1973350.389579 nChanged 735 SP:Iteration 6F (5810.410000 sec): 3 clusters Score: Raw -1978643.037096 + Penalty 4699.757037 = -1973943.280059 nChanged 580 SP:Iteration 7Q (5810.680000 sec): 3 clusters Score: Raw -1979035.032952 + Penalty 4699.757037 = -1974335.275915 nChanged 433 SP:Iteration 8Q (5810.960000 sec): 3 clusters Score: Raw -1979300.792202 + Penalty 4699.757037 = -1974601.035165 nChanged 324 SP:Iteration 9Q (5811.210000 sec): 3 clusters Score: Raw -1979464.668395 + Penalty 4699.757037 = -1974764.911358 nChanged 247 SP:Iteration 10Q (5811.420000 sec): 3 clusters Score: Raw -1979557.055019 + Penalty 4699.757037 = -1974857.297982 nChanged 188 SP:Iteration 11Q (5811.660000 sec): 3 clusters Score: Raw -1979617.405597 + Penalty 4699.757037 = -1974917.648560 nChanged 128 SP:Iteration 12Q (5811.880000 sec): 3 clusters Score: Raw -1979658.530484 + Penalty 4699.757037 = -1974958.773447 nChanged 107 SP:Iteration 13Q (5812.160000 sec): 3 clusters Score: Raw -1979689.583146 + Penalty 4699.757037 = -1974989.826109 nChanged 80 SP:Iteration 14Q (5812.370000 sec): 3 clusters Score: Raw -1979711.329489 + Penalty 4699.757037 = -1975011.572452 nChanged 64 SP:Iteration 15Q (5812.620000 sec): 3 clusters Score: Raw -1979727.894813 + Penalty 4699.757037 = -1975028.137776 nChanged 51 SP:Iteration 16Q (5812.820000 sec): 3 clusters Score: Raw -1979738.555187 + Penalty 4699.757037 = -1975038.798150 nChanged 36 SP:Iteration 17Q (5813.060000 sec): 3 clusters Score: Raw -1979744.418579 + Penalty 4699.757037 = -1975044.661542 nChanged 27 SP:Iteration 18Q (5813.340000 sec): 3 clusters Score: Raw -1979748.904247 + Penalty 4699.757037 = -1975049.147210 nChanged 24 SP:Iteration 19Q (5813.580000 sec): 3 clusters Score: Raw -1979753.916377 + Penalty 4699.757037 = -1975054.159340 nChanged 28 SP:Iteration 20F (5813.840000 sec): 3 clusters Score: Raw -1979758.889856 + Penalty 4699.757037 = -1975059.132819 nChanged 31 SP:Iteration 21Q (5814.040000 sec): 3 clusters Score: Raw -1979764.788953 + Penalty 4699.757037 = -1975065.031916 nChanged 28 SP:Iteration 22Q (5814.290000 sec): 3 clusters Score: Raw -1979770.327607 + Penalty 4699.757037 = -1975070.570570 nChanged 30 SP:Iteration 23Q (5814.540000 sec): 3 clusters Score: Raw -1979774.910139 + Penalty 4699.757037 = -1975075.153102 nChanged 29 SP:Iteration 24Q (5814.760000 sec): 3 clusters Score: Raw -1979779.346490 + Penalty 4699.757037 = -1975079.589453 nChanged 24 SP:Iteration 25Q (5815.040000 sec): 3 clusters Score: Raw -1979783.301490 + Penalty 4699.757037 = -1975083.544453 nChanged 20 SP:Iteration 26Q (5815.270000 sec): 3 clusters Score: Raw -1979785.747059 + Penalty 4699.757037 = -1975085.990022 nChanged 12 SP:Iteration 27Q (5815.500000 sec): 3 clusters Score: Raw -1979786.983627 + Penalty 4699.757037 = -1975087.226590 nChanged 8 SP:Iteration 28Q (5815.720000 sec): 3 clusters Score: Raw -1979788.076773 + Penalty 4699.757037 = -1975088.319736 nChanged 6 SP:Iteration 29Q (5815.960000 sec): 3 clusters Score: Raw -1979789.077648 + Penalty 4699.757037 = -1975089.320611 nChanged 5 SP:Iteration 30Q (5816.230000 sec): 3 clusters Score: Raw -1979789.455975 + Penalty 4699.757037 = -1975089.698938 nChanged 4 SP:Iteration 31Q (5816.440000 sec): 3 clusters Score: Raw -1979790.086727 + Penalty 4699.757037 = -1975090.329690 nChanged 6 SP:Iteration 32Q (5816.740000 sec): 3 clusters Score: Raw -1979790.807600 + Penalty 4699.757037 = -1975091.050563 nChanged 5 SP:Iteration 33Q (5816.970000 sec): 3 clusters Score: Raw -1979791.289759 + Penalty 4699.757037 = -1975091.532722 nChanged 5 SP:Iteration 34Q (5817.240000 sec): 3 clusters Score: Raw -1979791.949703 + Penalty 4699.757037 = -1975092.192666 nChanged 5 SP:Iteration 35Q (5817.470000 sec): 3 clusters Score: Raw -1979792.671239 + Penalty 4699.757037 = -1975092.914202 nChanged 6 SP:Iteration 36Q (5817.700000 sec): 3 clusters Score: Raw -1979793.546607 + Penalty 4699.757037 = -1975093.789570 nChanged 3 SP:Iteration 37Q (5817.970000 sec): 3 clusters Score: Raw -1979793.809525 + Penalty 4699.757037 = -1975094.052488 nChanged 1 SP:Iteration 38Q (5818.210000 sec): 3 clusters Score: Raw -1979793.956048 + Penalty 4699.757037 = -1975094.199011 nChanged 3 SP:Iteration 39Q (5818.430000 sec): 3 clusters Score: Raw -1979794.245631 + Penalty 4699.757037 = -1975094.488594 nChanged 1 SP:Iteration 40F (5818.700000 sec): 3 clusters Score: Raw -1979794.467302 + Penalty 4699.757037 = -1975094.710265 nChanged 1 SP:Iteration 41Q (5818.960000 sec): 3 clusters Score: Raw -1979794.535195 + Penalty 4699.757037 = -1975094.778158 nChanged 2 SP:Iteration 42Q (5819.180000 sec): 3 clusters Score: Raw -1979794.716705 + Penalty 4699.757037 = -1975094.959668 nChanged 0 SP:Iteration 43F (5819.480000 sec): 3 clusters Score: Raw -1979794.716705 + Penalty 4699.757037 = -1975094.959668 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (5610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5819.570000 sec): 2 clusters Score: Raw -844003.734293 + Penalty 2140.811888 = -841862.922405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5819.770000 sec): 3 clusters Score: Raw -841208.943177 + Penalty 4281.623775 = -836927.319402 nChanged 2211 SP:Iteration 1F (5819.940000 sec): 3 clusters Score: Raw -842541.809856 + Penalty 4281.623775 = -838260.186081 nChanged 429 SP:Iteration 2F (5820.150000 sec): 3 clusters Score: Raw -842819.495580 + Penalty 4281.623775 = -838537.871805 nChanged 300 SP:Iteration 3F (5820.330000 sec): 3 clusters Score: Raw -843024.196641 + Penalty 4281.623775 = -838742.572866 nChanged 246 SP:Iteration 4Q (5820.540000 sec): 3 clusters Score: Raw -843216.181612 + Penalty 4281.623775 = -838934.557837 nChanged 263 SP:Iteration 5Q (5820.730000 sec): 3 clusters Score: Raw -843438.713246 + Penalty 4281.623775 = -839157.089470 nChanged 232 SP:Iteration 6Q (5820.920000 sec): 3 clusters Score: Raw -843655.062407 + Penalty 4281.623775 = -839373.438632 nChanged 235 SP:Iteration 7Q (5821.130000 sec): 3 clusters Score: Raw -843889.071338 + Penalty 4281.623775 = -839607.447563 nChanged 227 SP:Iteration 8Q (5821.330000 sec): 3 clusters Score: Raw -844081.104326 + Penalty 4281.623775 = -839799.480550 nChanged 210 SP:Iteration 9Q (5821.520000 sec): 3 clusters Score: Raw -844237.423126 + Penalty 4281.623775 = -839955.799351 nChanged 186 SP:Iteration 10Q (5821.720000 sec): 3 clusters Score: Raw -844357.640331 + Penalty 4281.623775 = -840076.016555 nChanged 148 SP:Iteration 11Q (5821.910000 sec): 3 clusters Score: Raw -844433.572499 + Penalty 4281.623775 = -840151.948724 nChanged 117 SP:Iteration 12Q (5822.130000 sec): 3 clusters Score: Raw -844485.623541 + Penalty 4281.623775 = -840203.999766 nChanged 88 SP:Iteration 13Q (5822.310000 sec): 3 clusters Score: Raw -844524.203101 + Penalty 4281.623775 = -840242.579325 nChanged 80 SP:Iteration 14Q (5822.510000 sec): 3 clusters Score: Raw -844555.929232 + Penalty 4281.623775 = -840274.305457 nChanged 65 SP:Iteration 15Q (5822.690000 sec): 3 clusters Score: Raw -844584.800027 + Penalty 4281.623775 = -840303.176252 nChanged 71 SP:Iteration 16Q (5822.920000 sec): 3 clusters Score: Raw -844614.925846 + Penalty 4281.623775 = -840333.302071 nChanged 55 SP:Iteration 17Q (5823.080000 sec): 3 clusters Score: Raw -844636.511770 + Penalty 4281.623775 = -840354.887995 nChanged 43 SP:Iteration 18Q (5823.280000 sec): 3 clusters Score: Raw -844652.065029 + Penalty 4281.623775 = -840370.441253 nChanged 42 SP:Iteration 19Q (5823.510000 sec): 3 clusters Score: Raw -844667.142856 + Penalty 4281.623775 = -840385.519081 nChanged 40 SP:Iteration 20F (5823.700000 sec): 3 clusters Score: Raw -844686.309811 + Penalty 4281.623775 = -840404.686036 nChanged 43 SP:Iteration 21Q (5823.900000 sec): 3 clusters Score: Raw -844709.184751 + Penalty 4281.623775 = -840427.560976 nChanged 50 SP:Iteration 22Q (5824.070000 sec): 3 clusters Score: Raw -844736.660036 + Penalty 4281.623775 = -840455.036261 nChanged 49 SP:Iteration 23Q (5824.280000 sec): 3 clusters Score: Raw -844762.360008 + Penalty 4281.623775 = -840480.736232 nChanged 46 SP:Iteration 24Q (5824.510000 sec): 3 clusters Score: Raw -844789.803162 + Penalty 4281.623775 = -840508.179386 nChanged 53 SP:Iteration 25Q (5824.730000 sec): 3 clusters Score: Raw -844818.995522 + Penalty 4281.623775 = -840537.371747 nChanged 64 SP:Iteration 26Q (5824.880000 sec): 3 clusters Score: Raw -844858.637575 + Penalty 4281.623775 = -840577.013799 nChanged 55 SP:Iteration 27Q (5825.120000 sec): 3 clusters Score: Raw -844890.095595 + Penalty 4281.623775 = -840608.471820 nChanged 47 SP:Iteration 28Q (5825.310000 sec): 3 clusters Score: Raw -844916.523213 + Penalty 4281.623775 = -840634.899438 nChanged 48 SP:Iteration 29Q (5825.490000 sec): 3 clusters Score: Raw -844944.918314 + Penalty 4281.623775 = -840663.294538 nChanged 45 SP:Iteration 30Q (5825.690000 sec): 3 clusters Score: Raw -844980.252805 + Penalty 4281.623775 = -840698.629030 nChanged 36 SP:Iteration 31Q (5825.890000 sec): 3 clusters Score: Raw -845002.740484 + Penalty 4281.623775 = -840721.116708 nChanged 31 SP:Iteration 32Q (5826.110000 sec): 3 clusters Score: Raw -845023.365571 + Penalty 4281.623775 = -840741.741796 nChanged 33 SP:Iteration 33Q (5826.270000 sec): 3 clusters Score: Raw -845047.452236 + Penalty 4281.623775 = -840765.828461 nChanged 38 SP:Iteration 34Q (5826.490000 sec): 3 clusters Score: Raw -845078.288838 + Penalty 4281.623775 = -840796.665063 nChanged 29 SP:Iteration 35Q (5826.700000 sec): 3 clusters Score: Raw -845096.803461 + Penalty 4281.623775 = -840815.179686 nChanged 24 SP:Iteration 36Q (5826.880000 sec): 3 clusters Score: Raw -845112.442283 + Penalty 4281.623775 = -840830.818508 nChanged 24 SP:Iteration 37Q (5827.080000 sec): 3 clusters Score: Raw -845129.923852 + Penalty 4281.623775 = -840848.300077 nChanged 24 SP:Iteration 38Q (5827.300000 sec): 3 clusters Score: Raw -845148.099136 + Penalty 4281.623775 = -840866.475361 nChanged 20 SP:Iteration 39Q (5827.480000 sec): 3 clusters Score: Raw -845161.333047 + Penalty 4281.623775 = -840879.709272 nChanged 18 SP:Iteration 40F (5827.680000 sec): 3 clusters Score: Raw -845174.571909 + Penalty 4281.623775 = -840892.948134 nChanged 19 SP:Iteration 41Q (5827.860000 sec): 3 clusters Score: Raw -845185.892576 + Penalty 4281.623775 = -840904.268801 nChanged 15 SP:Iteration 42Q (5828.050000 sec): 3 clusters Score: Raw -845198.350655 + Penalty 4281.623775 = -840916.726880 nChanged 14 SP:Iteration 43Q (5828.280000 sec): 3 clusters Score: Raw -845213.646754 + Penalty 4281.623775 = -840932.022979 nChanged 15 SP:Iteration 44Q (5828.480000 sec): 3 clusters Score: Raw -845225.572348 + Penalty 4281.623775 = -840943.948573 nChanged 14 SP:Iteration 45Q (5828.660000 sec): 3 clusters Score: Raw -845236.206155 + Penalty 4281.623775 = -840954.582379 nChanged 14 SP:Iteration 46Q (5828.840000 sec): 3 clusters Score: Raw -845244.643264 + Penalty 4281.623775 = -840963.019488 nChanged 13 SP:Iteration 47Q (5829.050000 sec): 3 clusters Score: Raw -845251.778918 + Penalty 4281.623775 = -840970.155143 nChanged 9 SP:Iteration 48Q (5829.250000 sec): 3 clusters Score: Raw -845256.218993 + Penalty 4281.623775 = -840974.595218 nChanged 12 SP:Iteration 49Q (5829.410000 sec): 3 clusters Score: Raw -845261.895577 + Penalty 4281.623775 = -840980.271802 nChanged 8 SP:Iteration 50Q (5829.600000 sec): 3 clusters Score: Raw -845266.717091 + Penalty 4281.623775 = -840985.093316 nChanged 10 SP:Iteration 51Q (5829.790000 sec): 3 clusters Score: Raw -845273.339663 + Penalty 4281.623775 = -840991.715887 nChanged 9 SP:Iteration 52Q (5830.010000 sec): 3 clusters Score: Raw -845280.724133 + Penalty 4281.623775 = -840999.100358 nChanged 7 SP:Iteration 53Q (5830.180000 sec): 3 clusters Score: Raw -845286.992281 + Penalty 4281.623775 = -841005.368506 nChanged 10 SP:Iteration 54Q (5830.400000 sec): 3 clusters Score: Raw -845294.914502 + Penalty 4281.623775 = -841013.290727 nChanged 11 SP:Iteration 55Q (5830.580000 sec): 3 clusters Score: Raw -845303.304179 + Penalty 4281.623775 = -841021.680404 nChanged 11 SP:Iteration 56Q (5830.750000 sec): 3 clusters Score: Raw -845307.487606 + Penalty 4281.623775 = -841025.863830 nChanged 8 SP:Iteration 57Q (5830.950000 sec): 3 clusters Score: Raw -845311.872454 + Penalty 4281.623775 = -841030.248679 nChanged 13 SP:Iteration 58Q (5831.190000 sec): 3 clusters Score: Raw -845321.449767 + Penalty 4281.623775 = -841039.825992 nChanged 19 SP:Iteration 59Q (5831.360000 sec): 3 clusters Score: Raw -845333.579850 + Penalty 4281.623775 = -841051.956075 nChanged 10 SP:Iteration 60F (5831.570000 sec): 3 clusters Score: Raw -845340.057815 + Penalty 4281.623775 = -841058.434039 nChanged 8 SP:Iteration 61Q (5831.760000 sec): 3 clusters Score: Raw -845343.677327 + Penalty 4281.623775 = -841062.053551 nChanged 7 SP:Iteration 62Q (5831.920000 sec): 3 clusters Score: Raw -845348.634834 + Penalty 4281.623775 = -841067.011059 nChanged 11 SP:Iteration 63Q (5832.150000 sec): 3 clusters Score: Raw -845356.591110 + Penalty 4281.623775 = -841074.967335 nChanged 12 SP:Iteration 64Q (5832.320000 sec): 3 clusters Score: Raw -845364.162747 + Penalty 4281.623775 = -841082.538971 nChanged 11 SP:Iteration 65Q (5832.520000 sec): 3 clusters Score: Raw -845369.430297 + Penalty 4281.623775 = -841087.806522 nChanged 5 SP:Iteration 66Q (5832.710000 sec): 3 clusters Score: Raw -845372.637331 + Penalty 4281.623775 = -841091.013556 nChanged 7 SP:Iteration 67Q (5832.910000 sec): 3 clusters Score: Raw -845375.910419 + Penalty 4281.623775 = -841094.286644 nChanged 5 SP:Iteration 68Q (5833.080000 sec): 3 clusters Score: Raw -845378.565994 + Penalty 4281.623775 = -841096.942219 nChanged 4 SP:Iteration 69Q (5833.260000 sec): 3 clusters Score: Raw -845380.523650 + Penalty 4281.623775 = -841098.899875 nChanged 2 SP:Iteration 70Q (5833.440000 sec): 3 clusters Score: Raw -845381.414379 + Penalty 4281.623775 = -841099.790603 nChanged 1 SP:Iteration 71Q (5833.630000 sec): 3 clusters Score: Raw -845383.537422 + Penalty 4281.623775 = -841101.913647 nChanged 3 SP:Iteration 72Q (5833.840000 sec): 3 clusters Score: Raw -845384.994650 + Penalty 4281.623775 = -841103.370874 nChanged 2 SP:Iteration 73Q (5834.040000 sec): 3 clusters Score: Raw -845386.420682 + Penalty 4281.623775 = -841104.796906 nChanged 1 SP:Iteration 74Q (5834.270000 sec): 3 clusters Score: Raw -845386.755823 + Penalty 4281.623775 = -841105.132048 nChanged 1 SP:Iteration 75Q (5834.420000 sec): 3 clusters Score: Raw -845386.976467 + Penalty 4281.623775 = -841105.352692 nChanged 0 SP:Iteration 76F (5834.650000 sec): 3 clusters Score: Raw -845386.976467 + Penalty 4281.623775 = -841105.352692 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5834.760000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5834.920000 sec): 3 clusters Score: Raw -57850.350197 + Penalty 3012.230089 = -54838.120108 nChanged 74 SP:Iteration 1F (5835.070000 sec): 3 clusters Score: Raw -58022.349411 + Penalty 3012.230089 = -55010.119322 nChanged 29 SP:Iteration 2F (5835.240000 sec): 3 clusters Score: Raw -58109.950892 + Penalty 3012.230089 = -55097.720803 nChanged 15 SP:Iteration 3Q (5835.380000 sec): 3 clusters Score: Raw -58155.878310 + Penalty 3012.230089 = -55143.648221 nChanged 15 SP:Iteration 4Q (5835.570000 sec): 3 clusters Score: Raw -58255.981026 + Penalty 3012.230089 = -55243.750937 nChanged 14 SP:Iteration 5Q (5835.740000 sec): 3 clusters Score: Raw -58399.772897 + Penalty 3012.230089 = -55387.542808 nChanged 17 SP:Iteration 6Q (5835.900000 sec): 3 clusters Score: Raw -58544.361687 + Penalty 3012.230089 = -55532.131598 nChanged 17 SP:Iteration 7Q (5836.080000 sec): 3 clusters Score: Raw -58615.605297 + Penalty 3012.230089 = -55603.375208 nChanged 21 SP:Iteration 8Q (5836.270000 sec): 3 clusters Score: Raw -58718.476449 + Penalty 3012.230089 = -55706.246360 nChanged 10 SP:Iteration 9Q (5836.410000 sec): 3 clusters Score: Raw -58766.720302 + Penalty 3012.230089 = -55754.490213 nChanged 4 SP:Iteration 10Q (5836.600000 sec): 3 clusters Score: Raw -58780.713342 + Penalty 3012.230089 = -55768.483253 nChanged 3 SP:Iteration 11Q (5836.740000 sec): 3 clusters Score: Raw -58789.087458 + Penalty 3012.230089 = -55776.857369 nChanged 0 SP:Iteration 12F (5836.960000 sec): 3 clusters Score: Raw -58789.087458 + Penalty 3012.230089 = -55776.857369 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5837.090000 sec): 2 clusters Score: Raw -947850.240378 + Penalty 2156.817441 = -945693.422937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5837.290000 sec): 3 clusters Score: Raw -944864.218493 + Penalty 4313.634882 = -940550.583612 nChanged 2303 SP:Iteration 1F (5837.490000 sec): 3 clusters Score: Raw -946154.943496 + Penalty 4313.634882 = -941841.308614 nChanged 403 SP:Iteration 2F (5837.610000 sec): 3 clusters Score: Raw -946359.113485 + Penalty 4313.634882 = -942045.478604 nChanged 278 SP:Iteration 3Q (5837.810000 sec): 3 clusters Score: Raw -946478.761637 + Penalty 4313.634882 = -942165.126755 nChanged 188 SP:Iteration 4Q (5838.070000 sec): 3 clusters Score: Raw -946552.615948 + Penalty 4313.634882 = -942238.981067 nChanged 152 SP:Iteration 5Q (5838.210000 sec): 3 clusters Score: Raw -946606.560827 + Penalty 4313.634882 = -942292.925945 nChanged 103 SP:Iteration 6Q (5838.440000 sec): 3 clusters Score: Raw -946645.972863 + Penalty 4313.634882 = -942332.337982 nChanged 105 SP:Iteration 7Q (5838.620000 sec): 3 clusters Score: Raw -946683.594201 + Penalty 4313.634882 = -942369.959319 nChanged 90 SP:Iteration 8Q (5838.870000 sec): 3 clusters Score: Raw -946715.865536 + Penalty 4313.634882 = -942402.230654 nChanged 83 SP:Iteration 9Q (5839.080000 sec): 3 clusters Score: Raw -946737.153244 + Penalty 4313.634882 = -942423.518362 nChanged 59 SP:Iteration 10Q (5839.270000 sec): 3 clusters Score: Raw -946751.178629 + Penalty 4313.634882 = -942437.543747 nChanged 46 SP:Iteration 11Q (5839.450000 sec): 3 clusters Score: Raw -946765.406786 + Penalty 4313.634882 = -942451.771904 nChanged 64 SP:Iteration 12Q (5839.650000 sec): 3 clusters Score: Raw -946783.366421 + Penalty 4313.634882 = -942469.731539 nChanged 61 SP:Iteration 13Q (5839.850000 sec): 3 clusters Score: Raw -946802.712301 + Penalty 4313.634882 = -942489.077419 nChanged 56 SP:Iteration 14Q (5840.040000 sec): 3 clusters Score: Raw -946821.614949 + Penalty 4313.634882 = -942507.980068 nChanged 56 SP:Iteration 15Q (5840.250000 sec): 3 clusters Score: Raw -946838.816012 + Penalty 4313.634882 = -942525.181130 nChanged 53 SP:Iteration 16Q (5840.460000 sec): 3 clusters Score: Raw -946856.167261 + Penalty 4313.634882 = -942542.532379 nChanged 59 SP:Iteration 17Q (5840.700000 sec): 3 clusters Score: Raw -946879.107202 + Penalty 4313.634882 = -942565.472320 nChanged 53 SP:Iteration 18Q (5840.880000 sec): 3 clusters Score: Raw -946894.903595 + Penalty 4313.634882 = -942581.268713 nChanged 47 SP:Iteration 19Q (5841.100000 sec): 3 clusters Score: Raw -946911.033489 + Penalty 4313.634882 = -942597.398607 nChanged 53 SP:Iteration 20F (5841.300000 sec): 3 clusters Score: Raw -946929.725627 + Penalty 4313.634882 = -942616.090745 nChanged 55 SP:Iteration 21Q (5841.500000 sec): 3 clusters Score: Raw -946947.959817 + Penalty 4313.634882 = -942634.324935 nChanged 57 SP:Iteration 22Q (5841.710000 sec): 3 clusters Score: Raw -946966.945679 + Penalty 4313.634882 = -942653.310798 nChanged 61 SP:Iteration 23Q (5841.930000 sec): 3 clusters Score: Raw -946994.420406 + Penalty 4313.634882 = -942680.785524 nChanged 80 SP:Iteration 24Q (5842.160000 sec): 3 clusters Score: Raw -947035.980418 + Penalty 4313.634882 = -942722.345536 nChanged 86 SP:Iteration 25Q (5842.360000 sec): 3 clusters Score: Raw -947077.029737 + Penalty 4313.634882 = -942763.394855 nChanged 101 SP:Iteration 26Q (5842.560000 sec): 3 clusters Score: Raw -947120.290067 + Penalty 4313.634882 = -942806.655185 nChanged 101 SP:Iteration 27Q (5842.770000 sec): 3 clusters Score: Raw -947172.274444 + Penalty 4313.634882 = -942858.639562 nChanged 111 SP:Iteration 28Q (5842.950000 sec): 3 clusters Score: Raw -947221.612602 + Penalty 4313.634882 = -942907.977721 nChanged 107 SP:Iteration 29Q (5843.130000 sec): 3 clusters Score: Raw -947275.398273 + Penalty 4313.634882 = -942961.763392 nChanged 116 SP:Iteration 30Q (5843.380000 sec): 3 clusters Score: Raw -947331.505268 + Penalty 4313.634882 = -943017.870386 nChanged 105 SP:Iteration 31Q (5843.550000 sec): 3 clusters Score: Raw -947382.417169 + Penalty 4313.634882 = -943068.782287 nChanged 110 SP:Iteration 32Q (5843.780000 sec): 3 clusters Score: Raw -947439.215848 + Penalty 4313.634882 = -943125.580966 nChanged 111 SP:Iteration 33Q (5843.940000 sec): 3 clusters Score: Raw -947491.216133 + Penalty 4313.634882 = -943177.581251 nChanged 103 SP:Iteration 34Q (5844.170000 sec): 3 clusters Score: Raw -947549.974561 + Penalty 4313.634882 = -943236.339679 nChanged 105 SP:Iteration 35Q (5844.350000 sec): 3 clusters Score: Raw -947608.762247 + Penalty 4313.634882 = -943295.127366 nChanged 100 SP:Iteration 36Q (5844.550000 sec): 3 clusters Score: Raw -947664.162434 + Penalty 4313.634882 = -943350.527552 nChanged 90 SP:Iteration 37Q (5844.780000 sec): 3 clusters Score: Raw -947723.158208 + Penalty 4313.634882 = -943409.523327 nChanged 78 SP:Iteration 38Q (5845.010000 sec): 3 clusters Score: Raw -947774.293603 + Penalty 4313.634882 = -943460.658721 nChanged 75 SP:Iteration 39Q (5845.200000 sec): 3 clusters Score: Raw -947824.137969 + Penalty 4313.634882 = -943510.503087 nChanged 62 SP:Iteration 40F (5845.420000 sec): 3 clusters Score: Raw -947864.630277 + Penalty 4313.634882 = -943550.995395 nChanged 47 SP:Iteration 41Q (5845.610000 sec): 3 clusters Score: Raw -947893.512170 + Penalty 4313.634882 = -943579.877288 nChanged 40 SP:Iteration 42Q (5845.830000 sec): 3 clusters Score: Raw -947921.423030 + Penalty 4313.634882 = -943607.788149 nChanged 37 SP:Iteration 43Q (5846.000000 sec): 3 clusters Score: Raw -947946.652940 + Penalty 4313.634882 = -943633.018058 nChanged 36 SP:Iteration 44Q (5846.210000 sec): 3 clusters Score: Raw -947975.858084 + Penalty 4313.634882 = -943662.223202 nChanged 24 SP:Iteration 45Q (5846.420000 sec): 3 clusters Score: Raw -947995.668939 + Penalty 4313.634882 = -943682.034057 nChanged 27 SP:Iteration 46Q (5846.610000 sec): 3 clusters Score: Raw -948015.393948 + Penalty 4313.634882 = -943701.759066 nChanged 19 SP:Iteration 47Q (5846.820000 sec): 3 clusters Score: Raw -948025.845871 + Penalty 4313.634882 = -943712.210989 nChanged 17 SP:Iteration 48Q (5847.010000 sec): 3 clusters Score: Raw -948037.939114 + Penalty 4313.634882 = -943724.304232 nChanged 13 SP:Iteration 49Q (5847.240000 sec): 3 clusters Score: Raw -948045.101689 + Penalty 4313.634882 = -943731.466807 nChanged 9 SP:Iteration 50Q (5847.450000 sec): 3 clusters Score: Raw -948050.065309 + Penalty 4313.634882 = -943736.430427 nChanged 3 SP:Iteration 51Q (5847.640000 sec): 3 clusters Score: Raw -948053.098862 + Penalty 4313.634882 = -943739.463980 nChanged 8 SP:Iteration 52Q (5847.870000 sec): 3 clusters Score: Raw -948058.366677 + Penalty 4313.634882 = -943744.731795 nChanged 7 SP:Iteration 53Q (5848.050000 sec): 3 clusters Score: Raw -948061.593650 + Penalty 4313.634882 = -943747.958769 nChanged 9 SP:Iteration 54Q (5848.270000 sec): 3 clusters Score: Raw -948065.317422 + Penalty 4313.634882 = -943751.682540 nChanged 5 SP:Iteration 55Q (5848.460000 sec): 3 clusters Score: Raw -948067.508027 + Penalty 4313.634882 = -943753.873145 nChanged 2 SP:Iteration 56Q (5848.660000 sec): 3 clusters Score: Raw -948069.005784 + Penalty 4313.634882 = -943755.370902 nChanged 1 SP:Iteration 57Q (5848.870000 sec): 3 clusters Score: Raw -948069.478661 + Penalty 4313.634882 = -943755.843780 nChanged 4 SP:Iteration 58Q (5849.080000 sec): 3 clusters Score: Raw -948073.096426 + Penalty 4313.634882 = -943759.461545 nChanged 6 SP:Iteration 59Q (5849.260000 sec): 3 clusters Score: Raw -948076.775853 + Penalty 4313.634882 = -943763.140971 nChanged 5 SP:Iteration 60F (5849.480000 sec): 3 clusters Score: Raw -948081.096698 + Penalty 4313.634882 = -943767.461816 nChanged 9 SP:Iteration 61Q (5849.690000 sec): 3 clusters Score: Raw -948086.866601 + Penalty 4313.634882 = -943773.231719 nChanged 6 SP:Iteration 62Q (5849.870000 sec): 3 clusters Score: Raw -948089.735575 + Penalty 4313.634882 = -943776.100693 nChanged 3 SP:Iteration 63Q (5850.060000 sec): 3 clusters Score: Raw -948090.784208 + Penalty 4313.634882 = -943777.149326 nChanged 1 SP:Iteration 64Q (5850.230000 sec): 3 clusters Score: Raw -948091.192619 + Penalty 4313.634882 = -943777.557737 nChanged 2 SP:Iteration 65Q (5850.470000 sec): 3 clusters Score: Raw -948092.497691 + Penalty 4313.634882 = -943778.862809 nChanged 2 SP:Iteration 66Q (5850.630000 sec): 3 clusters Score: Raw -948093.672882 + Penalty 4313.634882 = -943780.038000 nChanged 2 SP:Iteration 67Q (5850.850000 sec): 3 clusters Score: Raw -948095.017726 + Penalty 4313.634882 = -943781.382844 nChanged 2 SP:Iteration 68Q (5851.070000 sec): 3 clusters Score: Raw -948096.156910 + Penalty 4313.634882 = -943782.522028 nChanged 1 SP:Iteration 69Q (5851.270000 sec): 3 clusters Score: Raw -948096.716859 + Penalty 4313.634882 = -943783.081977 nChanged 2 SP:Iteration 70Q (5851.470000 sec): 3 clusters Score: Raw -948097.371237 + Penalty 4313.634882 = -943783.736356 nChanged 0 SP:Iteration 71F (5851.640000 sec): 3 clusters Score: Raw -948097.371237 + Penalty 4313.634882 = -943783.736356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.780000 sec): 2 clusters Score: Raw -169172.280396 + Penalty 1738.781069 = -167433.499327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.930000 sec): 3 clusters Score: Raw -168908.501379 + Penalty 3477.562138 = -165430.939241 nChanged 281 SP:Iteration 1F (5852.100000 sec): 3 clusters Score: Raw -169156.272862 + Penalty 3477.562138 = -165678.710725 nChanged 52 SP:Iteration 2Q (5852.280000 sec): 3 clusters Score: Raw -169213.241608 + Penalty 3477.562138 = -165735.679470 nChanged 29 SP:Iteration 3Q (5852.500000 sec): 3 clusters Score: Raw -169244.173981 + Penalty 3477.562138 = -165766.611843 nChanged 21 SP:Iteration 4Q (5852.650000 sec): 3 clusters Score: Raw -169274.604872 + Penalty 3477.562138 = -165797.042735 nChanged 24 SP:Iteration 5Q (5852.840000 sec): 3 clusters Score: Raw -169312.448076 + Penalty 3477.562138 = -165834.885938 nChanged 20 SP:Iteration 6Q (5853.020000 sec): 3 clusters Score: Raw -169333.355772 + Penalty 3477.562138 = -165855.793634 nChanged 13 SP:Iteration 7Q (5853.150000 sec): 3 clusters Score: Raw -169354.882501 + Penalty 3477.562138 = -165877.320363 nChanged 13 SP:Iteration 8Q (5853.350000 sec): 3 clusters Score: Raw -169371.694904 + Penalty 3477.562138 = -165894.132767 nChanged 9 SP:Iteration 9Q (5853.490000 sec): 3 clusters Score: Raw -169382.993888 + Penalty 3477.562138 = -165905.431750 nChanged 8 SP:Iteration 10Q (5853.650000 sec): 3 clusters Score: Raw -169391.866680 + Penalty 3477.562138 = -165914.304542 nChanged 6 SP:Iteration 11Q (5853.850000 sec): 3 clusters Score: Raw -169399.865955 + Penalty 3477.562138 = -165922.303817 nChanged 4 SP:Iteration 12Q (5854.010000 sec): 3 clusters Score: Raw -169404.690657 + Penalty 3477.562138 = -165927.128520 nChanged 2 SP:Iteration 13Q (5854.140000 sec): 3 clusters Score: Raw -169408.610166 + Penalty 3477.562138 = -165931.048028 nChanged 3 SP:Iteration 14Q (5854.300000 sec): 3 clusters Score: Raw -169412.331511 + Penalty 3477.562138 = -165934.769373 nChanged 1 SP:Iteration 15Q (5854.520000 sec): 3 clusters Score: Raw -169413.170913 + Penalty 3477.562138 = -165935.608776 nChanged 0 SP:Iteration 16F (5854.650000 sec): 3 clusters Score: Raw -169413.170913 + Penalty 3477.562138 = -165935.608776 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5854.750000 sec): 2 clusters Score: Raw -52044.951063 + Penalty 1452.057837 = -50592.893226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5854.890000 sec): 3 clusters Score: Raw -52185.055745 + Penalty 2904.115673 = -49280.940072 nChanged 51 SP:Iteration 1F (5855.100000 sec): 3 clusters Score: Raw -52399.004888 + Penalty 2904.115673 = -49494.889214 nChanged 27 SP:Iteration 2F (5855.310000 sec): 3 clusters Score: Raw -52607.773459 + Penalty 2904.115673 = -49703.657785 nChanged 27 SP:Iteration 3F (5855.480000 sec): 3 clusters Score: Raw -52798.917613 + Penalty 2904.115673 = -49894.801939 nChanged 27 SP:Iteration 4F (5855.650000 sec): 3 clusters Score: Raw -53011.657136 + Penalty 2904.115673 = -50107.541462 nChanged 23 SP:Iteration 5F (5855.840000 sec): 3 clusters Score: Raw -53227.019345 + Penalty 2904.115673 = -50322.903672 nChanged 21 SP:Iteration 6F (5856.020000 sec): 3 clusters Score: Raw -53543.093962 + Penalty 2904.115673 = -50638.978289 nChanged 14 SP:Iteration 7Q (5856.230000 sec): 3 clusters Score: Raw -53802.586924 + Penalty 2904.115673 = -50898.471251 nChanged 10 SP:Iteration 8Q (5856.410000 sec): 3 clusters Score: Raw -54130.930778 + Penalty 2904.115673 = -51226.815105 nChanged 7 SP:Iteration 9Q (5856.600000 sec): 3 clusters Score: Raw -54467.604201 + Penalty 2904.115673 = -51563.488528 nChanged 4 SP:Iteration 10Q (5856.770000 sec): 3 clusters Score: Raw -54873.562044 + Penalty 2904.115673 = -51969.446371 nChanged 0 SP:Iteration 11F (5856.950000 sec): 3 clusters Score: Raw -54873.562044 + Penalty 2904.115673 = -51969.446371 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 6.32 GB. Trying to split cluster 8 (6445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5857.060000 sec): 2 clusters Score: Raw -987240.856856 + Penalty 2175.222859 = -985065.633997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5857.280000 sec): 3 clusters Score: Raw -983981.688491 + Penalty 4350.445718 = -979631.242773 nChanged 2501 SP:Iteration 1F (5857.480000 sec): 3 clusters Score: Raw -985329.974405 + Penalty 4350.445718 = -980979.528687 nChanged 445 SP:Iteration 2F (5857.670000 sec): 3 clusters Score: Raw -985535.765830 + Penalty 4350.445718 = -981185.320112 nChanged 309 SP:Iteration 3Q (5857.920000 sec): 3 clusters Score: Raw -985675.342393 + Penalty 4350.445718 = -981324.896675 nChanged 200 SP:Iteration 4Q (5858.120000 sec): 3 clusters Score: Raw -985755.387373 + Penalty 4350.445718 = -981404.941655 nChanged 162 SP:Iteration 5Q (5858.390000 sec): 3 clusters Score: Raw -985817.674162 + Penalty 4350.445718 = -981467.228444 nChanged 153 SP:Iteration 6Q (5858.590000 sec): 3 clusters Score: Raw -985886.604913 + Penalty 4350.445718 = -981536.159195 nChanged 147 SP:Iteration 7Q (5858.760000 sec): 3 clusters Score: Raw -985970.895012 + Penalty 4350.445718 = -981620.449294 nChanged 167 SP:Iteration 8Q (5858.980000 sec): 3 clusters Score: Raw -986072.480752 + Penalty 4350.445718 = -981722.035034 nChanged 190 SP:Iteration 9Q (5859.230000 sec): 3 clusters Score: Raw -986229.905170 + Penalty 4350.445718 = -981879.459452 nChanged 254 SP:Iteration 10Q (5859.440000 sec): 3 clusters Score: Raw -986417.752606 + Penalty 4350.445718 = -982067.306888 nChanged 270 SP:Iteration 11Q (5859.720000 sec): 3 clusters Score: Raw -986632.191271 + Penalty 4350.445718 = -982281.745553 nChanged 305 SP:Iteration 12Q (5859.930000 sec): 3 clusters Score: Raw -986850.319757 + Penalty 4350.445718 = -982499.874039 nChanged 307 SP:Iteration 13Q (5860.130000 sec): 3 clusters Score: Raw -987034.749444 + Penalty 4350.445718 = -982684.303726 nChanged 253 SP:Iteration 14Q (5860.350000 sec): 3 clusters Score: Raw -987175.122247 + Penalty 4350.445718 = -982824.676529 nChanged 209 SP:Iteration 15Q (5860.580000 sec): 3 clusters Score: Raw -987304.299149 + Penalty 4350.445718 = -982953.853431 nChanged 196 SP:Iteration 16Q (5860.780000 sec): 3 clusters Score: Raw -987420.810200 + Penalty 4350.445718 = -983070.364482 nChanged 201 SP:Iteration 17Q (5861.000000 sec): 3 clusters Score: Raw -987538.055504 + Penalty 4350.445718 = -983187.609786 nChanged 174 SP:Iteration 18Q (5861.230000 sec): 3 clusters Score: Raw -987632.293796 + Penalty 4350.445718 = -983281.848078 nChanged 138 SP:Iteration 19Q (5861.410000 sec): 3 clusters Score: Raw -987709.482479 + Penalty 4350.445718 = -983359.036761 nChanged 136 SP:Iteration 20F (5861.620000 sec): 3 clusters Score: Raw -987780.767594 + Penalty 4350.445718 = -983430.321876 nChanged 110 SP:Iteration 21Q (5861.840000 sec): 3 clusters Score: Raw -987832.646042 + Penalty 4350.445718 = -983482.200324 nChanged 88 SP:Iteration 22Q (5862.010000 sec): 3 clusters Score: Raw -987869.554618 + Penalty 4350.445718 = -983519.108900 nChanged 78 SP:Iteration 23Q (5862.260000 sec): 3 clusters Score: Raw -987903.997919 + Penalty 4350.445718 = -983553.552201 nChanged 64 SP:Iteration 24Q (5862.420000 sec): 3 clusters Score: Raw -987929.218919 + Penalty 4350.445718 = -983578.773201 nChanged 47 SP:Iteration 25Q (5862.660000 sec): 3 clusters Score: Raw -987945.856929 + Penalty 4350.445718 = -983595.411211 nChanged 54 SP:Iteration 26Q (5862.890000 sec): 3 clusters Score: Raw -987967.404548 + Penalty 4350.445718 = -983616.958830 nChanged 49 SP:Iteration 27Q (5863.080000 sec): 3 clusters Score: Raw -987981.216321 + Penalty 4350.445718 = -983630.770603 nChanged 31 SP:Iteration 28Q (5863.310000 sec): 3 clusters Score: Raw -987991.337000 + Penalty 4350.445718 = -983640.891282 nChanged 35 SP:Iteration 29Q (5863.510000 sec): 3 clusters Score: Raw -988003.321450 + Penalty 4350.445718 = -983652.875732 nChanged 35 SP:Iteration 30Q (5863.740000 sec): 3 clusters Score: Raw -988012.696997 + Penalty 4350.445718 = -983662.251279 nChanged 20 SP:Iteration 31Q (5863.910000 sec): 3 clusters Score: Raw -988018.299611 + Penalty 4350.445718 = -983667.853893 nChanged 19 SP:Iteration 32Q (5864.120000 sec): 3 clusters Score: Raw -988022.498817 + Penalty 4350.445718 = -983672.053099 nChanged 12 SP:Iteration 33Q (5864.290000 sec): 3 clusters Score: Raw -988025.596063 + Penalty 4350.445718 = -983675.150345 nChanged 9 SP:Iteration 34Q (5864.490000 sec): 3 clusters Score: Raw -988028.206316 + Penalty 4350.445718 = -983677.760598 nChanged 15 SP:Iteration 35Q (5864.670000 sec): 3 clusters Score: Raw -988032.055751 + Penalty 4350.445718 = -983681.610033 nChanged 10 SP:Iteration 36Q (5864.870000 sec): 3 clusters Score: Raw -988034.043854 + Penalty 4350.445718 = -983683.598136 nChanged 6 SP:Iteration 37Q (5865.080000 sec): 3 clusters Score: Raw -988035.738968 + Penalty 4350.445718 = -983685.293250 nChanged 6 SP:Iteration 38Q (5865.290000 sec): 3 clusters Score: Raw -988037.656367 + Penalty 4350.445718 = -983687.210649 nChanged 9 SP:Iteration 39Q (5865.500000 sec): 3 clusters Score: Raw -988041.209718 + Penalty 4350.445718 = -983690.764000 nChanged 12 SP:Iteration 40F (5865.670000 sec): 3 clusters Score: Raw -988045.249335 + Penalty 4350.445718 = -983694.803616 nChanged 15 SP:Iteration 41Q (5865.850000 sec): 3 clusters Score: Raw -988049.205933 + Penalty 4350.445718 = -983698.760215 nChanged 16 SP:Iteration 42Q (5866.040000 sec): 3 clusters Score: Raw -988052.577848 + Penalty 4350.445718 = -983702.132130 nChanged 16 SP:Iteration 43Q (5866.220000 sec): 3 clusters Score: Raw -988058.031617 + Penalty 4350.445718 = -983707.585899 nChanged 20 SP:Iteration 44Q (5866.430000 sec): 3 clusters Score: Raw -988064.675127 + Penalty 4350.445718 = -983714.229409 nChanged 14 SP:Iteration 45Q (5866.650000 sec): 3 clusters Score: Raw -988070.077685 + Penalty 4350.445718 = -983719.631967 nChanged 15 SP:Iteration 46Q (5866.870000 sec): 3 clusters Score: Raw -988073.943063 + Penalty 4350.445718 = -983723.497345 nChanged 7 SP:Iteration 47Q (5867.090000 sec): 3 clusters Score: Raw -988075.712027 + Penalty 4350.445718 = -983725.266309 nChanged 9 SP:Iteration 48Q (5867.260000 sec): 3 clusters Score: Raw -988078.126951 + Penalty 4350.445718 = -983727.681233 nChanged 9 SP:Iteration 49Q (5867.490000 sec): 3 clusters Score: Raw -988080.637851 + Penalty 4350.445718 = -983730.192133 nChanged 9 SP:Iteration 50Q (5867.670000 sec): 3 clusters Score: Raw -988083.109745 + Penalty 4350.445718 = -983732.664027 nChanged 11 SP:Iteration 51Q (5867.910000 sec): 3 clusters Score: Raw -988086.796723 + Penalty 4350.445718 = -983736.351005 nChanged 15 SP:Iteration 52Q (5868.100000 sec): 3 clusters Score: Raw -988091.437582 + Penalty 4350.445718 = -983740.991864 nChanged 14 SP:Iteration 53Q (5868.290000 sec): 3 clusters Score: Raw -988094.645881 + Penalty 4350.445718 = -983744.200163 nChanged 16 SP:Iteration 54Q (5868.490000 sec): 3 clusters Score: Raw -988099.246286 + Penalty 4350.445718 = -983748.800568 nChanged 15 SP:Iteration 55Q (5868.690000 sec): 3 clusters Score: Raw -988104.122337 + Penalty 4350.445718 = -983753.676619 nChanged 20 SP:Iteration 56Q (5868.900000 sec): 3 clusters Score: Raw -988110.759761 + Penalty 4350.445718 = -983760.314043 nChanged 17 SP:Iteration 57Q (5869.110000 sec): 3 clusters Score: Raw -988116.588097 + Penalty 4350.445718 = -983766.142379 nChanged 22 SP:Iteration 58Q (5869.330000 sec): 3 clusters Score: Raw -988124.504425 + Penalty 4350.445718 = -983774.058707 nChanged 17 SP:Iteration 59Q (5869.510000 sec): 3 clusters Score: Raw -988129.365384 + Penalty 4350.445718 = -983778.919666 nChanged 15 SP:Iteration 60F (5869.740000 sec): 3 clusters Score: Raw -988133.579333 + Penalty 4350.445718 = -983783.133614 nChanged 16 SP:Iteration 61Q (5869.970000 sec): 3 clusters Score: Raw -988139.402676 + Penalty 4350.445718 = -983788.956958 nChanged 17 SP:Iteration 62Q (5870.180000 sec): 3 clusters Score: Raw -988145.104167 + Penalty 4350.445718 = -983794.658449 nChanged 15 SP:Iteration 63Q (5870.370000 sec): 3 clusters Score: Raw -988149.667524 + Penalty 4350.445718 = -983799.221806 nChanged 10 SP:Iteration 64Q (5870.570000 sec): 3 clusters Score: Raw -988152.290454 + Penalty 4350.445718 = -983801.844736 nChanged 8 SP:Iteration 65Q (5870.800000 sec): 3 clusters Score: Raw -988154.187690 + Penalty 4350.445718 = -983803.741972 nChanged 3 SP:Iteration 66Q (5870.990000 sec): 3 clusters Score: Raw -988154.867127 + Penalty 4350.445718 = -983804.421409 nChanged 1 SP:Iteration 67Q (5871.200000 sec): 3 clusters Score: Raw -988155.001774 + Penalty 4350.445718 = -983804.556056 nChanged 1 SP:Iteration 68Q (5871.430000 sec): 3 clusters Score: Raw -988155.190748 + Penalty 4350.445718 = -983804.745030 nChanged 1 SP:Iteration 69Q (5871.610000 sec): 3 clusters Score: Raw -988155.345514 + Penalty 4350.445718 = -983804.899796 nChanged 2 SP:Iteration 70Q (5871.820000 sec): 3 clusters Score: Raw -988155.989850 + Penalty 4350.445718 = -983805.544132 nChanged 2 SP:Iteration 71Q (5872.050000 sec): 3 clusters Score: Raw -988156.371336 + Penalty 4350.445718 = -983805.925618 nChanged 1 SP:Iteration 72Q (5872.260000 sec): 3 clusters Score: Raw -988156.869809 + Penalty 4350.445718 = -983806.424091 nChanged 3 SP:Iteration 73Q (5872.490000 sec): 3 clusters Score: Raw -988158.214237 + Penalty 4350.445718 = -983807.768518 nChanged 4 SP:Iteration 74Q (5872.710000 sec): 3 clusters Score: Raw -988159.293741 + Penalty 4350.445718 = -983808.848023 nChanged 4 SP:Iteration 75Q (5872.930000 sec): 3 clusters Score: Raw -988160.238202 + Penalty 4350.445718 = -983809.792484 nChanged 3 SP:Iteration 76Q (5873.110000 sec): 3 clusters Score: Raw -988160.839331 + Penalty 4350.445718 = -983810.393613 nChanged 2 SP:Iteration 77Q (5873.370000 sec): 3 clusters Score: Raw -988161.324991 + Penalty 4350.445718 = -983810.879273 nChanged 0 SP:Iteration 78F (5873.540000 sec): 3 clusters Score: Raw -988161.324991 + Penalty 4350.445718 = -983810.879273 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5873.670000 sec): 2 clusters Score: Raw -37137.687307 + Penalty 1411.209145 = -35726.478162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5873.840000 sec): 3 clusters Score: Raw -37327.777288 + Penalty 2822.418289 = -34505.358999 nChanged 51 SP:Iteration 1F (5874.050000 sec): 3 clusters Score: Raw -37597.474368 + Penalty 2822.418289 = -34775.056079 nChanged 18 SP:Iteration 2F (5874.220000 sec): 3 clusters Score: Raw -37743.522684 + Penalty 2822.418289 = -34921.104395 nChanged 13 SP:Iteration 3Q (5874.380000 sec): 3 clusters Score: Raw -37816.510370 + Penalty 2822.418289 = -34994.092080 nChanged 3 SP:Iteration 4Q (5874.540000 sec): 3 clusters Score: Raw -37838.977887 + Penalty 2822.418289 = -35016.559598 nChanged 2 SP:Iteration 5Q (5874.720000 sec): 3 clusters Score: Raw -37848.816743 + Penalty 2822.418289 = -35026.398453 nChanged 0 SP:Iteration 6F (5874.920000 sec): 3 clusters Score: Raw -37848.816743 + Penalty 2822.418289 = -35026.398453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5875.020000 sec): 2 clusters Score: Raw -44206.983608 + Penalty 1432.857776 = -42774.125832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5875.210000 sec): 3 clusters Score: Raw -44405.234872 + Penalty 2865.715552 = -41539.519320 nChanged 40 SP:Iteration 1F (5875.370000 sec): 3 clusters Score: Raw -44516.576139 + Penalty 2865.715552 = -41650.860586 nChanged 8 SP:Iteration 2Q (5875.540000 sec): 3 clusters Score: Raw -44538.080523 + Penalty 2865.715552 = -41672.364971 nChanged 2 SP:Iteration 3Q (5875.770000 sec): 3 clusters Score: Raw -44547.224248 + Penalty 2865.715552 = -41681.508696 nChanged 1 SP:Iteration 4Q (5875.960000 sec): 3 clusters Score: Raw -44549.314069 + Penalty 2865.715552 = -41683.598517 nChanged 1 SP:Iteration 5Q (5876.100000 sec): 3 clusters Score: Raw -44550.093421 + Penalty 2865.715552 = -41684.377869 nChanged 0 SP:Iteration 6F (5876.260000 sec): 3 clusters Score: Raw -44550.093421 + Penalty 2865.715552 = -41684.377869 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5876.340000 sec): 2 clusters Score: Raw -78711.632823 + Penalty 1552.376203 = -77159.256620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5876.520000 sec): 3 clusters Score: Raw -78742.183337 + Penalty 3104.752406 = -75637.430931 nChanged 109 SP:Iteration 1F (5876.690000 sec): 3 clusters Score: Raw -78941.176754 + Penalty 3104.752406 = -75836.424348 nChanged 19 SP:Iteration 2Q (5876.790000 sec): 3 clusters Score: Raw -78994.928755 + Penalty 3104.752406 = -75890.176349 nChanged 9 SP:Iteration 3Q (5876.960000 sec): 3 clusters Score: Raw -79014.940567 + Penalty 3104.752406 = -75910.188161 nChanged 3 SP:Iteration 4Q (5877.140000 sec): 3 clusters Score: Raw -79018.725077 + Penalty 3104.752406 = -75913.972671 nChanged 1 SP:Iteration 5Q (5877.310000 sec): 3 clusters Score: Raw -79020.163463 + Penalty 3104.752406 = -75915.411057 nChanged 0 SP:Iteration 6F (5877.460000 sec): 3 clusters Score: Raw -79020.163463 + Penalty 3104.752406 = -75915.411057 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5877.560000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5877.730000 sec): 3 clusters Score: Raw -100978.322696 + Penalty 3244.350880 = -97733.971816 nChanged 142 SP:Iteration 1F (5877.930000 sec): 3 clusters Score: Raw -101195.803351 + Penalty 3244.350880 = -97951.452472 nChanged 37 SP:Iteration 2F (5878.110000 sec): 3 clusters Score: Raw -101291.440756 + Penalty 3244.350880 = -98047.089877 nChanged 23 SP:Iteration 3Q (5878.280000 sec): 3 clusters Score: Raw -101346.696163 + Penalty 3244.350880 = -98102.345283 nChanged 19 SP:Iteration 4Q (5878.450000 sec): 3 clusters Score: Raw -101386.376606 + Penalty 3244.350880 = -98142.025726 nChanged 14 SP:Iteration 5Q (5878.590000 sec): 3 clusters Score: Raw -101417.761525 + Penalty 3244.350880 = -98173.410645 nChanged 11 SP:Iteration 6Q (5878.790000 sec): 3 clusters Score: Raw -101441.658371 + Penalty 3244.350880 = -98197.307491 nChanged 9 SP:Iteration 7Q (5878.940000 sec): 3 clusters Score: Raw -101481.829312 + Penalty 3244.350880 = -98237.478433 nChanged 9 SP:Iteration 8Q (5879.140000 sec): 3 clusters Score: Raw -101503.958265 + Penalty 3244.350880 = -98259.607385 nChanged 9 SP:Iteration 9Q (5879.300000 sec): 3 clusters Score: Raw -101531.139073 + Penalty 3244.350880 = -98286.788194 nChanged 11 SP:Iteration 10Q (5879.450000 sec): 3 clusters Score: Raw -101565.390242 + Penalty 3244.350880 = -98321.039363 nChanged 7 SP:Iteration 11Q (5879.640000 sec): 3 clusters Score: Raw -101593.188261 + Penalty 3244.350880 = -98348.837381 nChanged 9 SP:Iteration 12Q (5879.780000 sec): 3 clusters Score: Raw -101629.382055 + Penalty 3244.350880 = -98385.031175 nChanged 9 SP:Iteration 13Q (5879.990000 sec): 3 clusters Score: Raw -101649.310717 + Penalty 3244.350880 = -98404.959837 nChanged 13 SP:Iteration 14Q (5880.130000 sec): 3 clusters Score: Raw -101679.129746 + Penalty 3244.350880 = -98434.778866 nChanged 7 SP:Iteration 15Q (5880.350000 sec): 3 clusters Score: Raw -101689.430102 + Penalty 3244.350880 = -98445.079223 nChanged 5 SP:Iteration 16Q (5880.520000 sec): 3 clusters Score: Raw -101701.239040 + Penalty 3244.350880 = -98456.888160 nChanged 4 SP:Iteration 17Q (5880.660000 sec): 3 clusters Score: Raw -101706.178924 + Penalty 3244.350880 = -98461.828044 nChanged 4 SP:Iteration 18Q (5880.880000 sec): 3 clusters Score: Raw -101711.636884 + Penalty 3244.350880 = -98467.286004 nChanged 4 SP:Iteration 19Q (5881.050000 sec): 3 clusters Score: Raw -101718.297700 + Penalty 3244.350880 = -98473.946820 nChanged 5 SP:Iteration 20F (5881.210000 sec): 3 clusters Score: Raw -101727.001573 + Penalty 3244.350880 = -98482.650694 nChanged 8 SP:Iteration 21Q (5881.410000 sec): 3 clusters Score: Raw -101746.189581 + Penalty 3244.350880 = -98501.838702 nChanged 8 SP:Iteration 22Q (5881.610000 sec): 3 clusters Score: Raw -101770.014545 + Penalty 3244.350880 = -98525.663666 nChanged 13 SP:Iteration 23Q (5881.740000 sec): 3 clusters Score: Raw -101797.317375 + Penalty 3244.350880 = -98552.966495 nChanged 9 SP:Iteration 24Q (5881.950000 sec): 3 clusters Score: Raw -101815.670117 + Penalty 3244.350880 = -98571.319238 nChanged 9 SP:Iteration 25Q (5882.140000 sec): 3 clusters Score: Raw -101831.735116 + Penalty 3244.350880 = -98587.384237 nChanged 9 SP:Iteration 26Q (5882.280000 sec): 3 clusters Score: Raw -101851.799464 + Penalty 3244.350880 = -98607.448584 nChanged 12 SP:Iteration 27Q (5882.510000 sec): 3 clusters Score: Raw -101880.942662 + Penalty 3244.350880 = -98636.591783 nChanged 16 SP:Iteration 28Q (5882.660000 sec): 3 clusters Score: Raw -101938.363706 + Penalty 3244.350880 = -98694.012826 nChanged 14 SP:Iteration 29Q (5882.860000 sec): 3 clusters Score: Raw -101979.226408 + Penalty 3244.350880 = -98734.875528 nChanged 8 SP:Iteration 30Q (5883.000000 sec): 3 clusters Score: Raw -101991.770952 + Penalty 3244.350880 = -98747.420073 nChanged 5 SP:Iteration 31Q (5883.200000 sec): 3 clusters Score: Raw -102001.583234 + Penalty 3244.350880 = -98757.232355 nChanged 5 SP:Iteration 32Q (5883.370000 sec): 3 clusters Score: Raw -102012.418724 + Penalty 3244.350880 = -98768.067844 nChanged 2 SP:Iteration 33Q (5883.540000 sec): 3 clusters Score: Raw -102015.662378 + Penalty 3244.350880 = -98771.311499 nChanged 1 SP:Iteration 34Q (5883.720000 sec): 3 clusters Score: Raw -102017.946814 + Penalty 3244.350880 = -98773.595935 nChanged 2 SP:Iteration 35Q (5883.870000 sec): 3 clusters Score: Raw -102021.326752 + Penalty 3244.350880 = -98776.975872 nChanged 1 SP:Iteration 36Q (5884.060000 sec): 3 clusters Score: Raw -102022.745091 + Penalty 3244.350880 = -98778.394212 nChanged 0 SP:Iteration 37F (5884.240000 sec): 3 clusters Score: Raw -102022.863032 + Penalty 3244.350880 = -98778.512152 nChanged 1 SP:Iteration 38Q (5884.470000 sec): 3 clusters Score: Raw -102026.581203 + Penalty 3244.350880 = -98782.230323 nChanged 1 SP:Iteration 39Q (5884.600000 sec): 3 clusters Score: Raw -102029.151221 + Penalty 3244.350880 = -98784.800341 nChanged 0 SP:Iteration 40F (5884.820000 sec): 3 clusters Score: Raw -102029.151221 + Penalty 3244.350880 = -98784.800341 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5884.940000 sec): 2 clusters Score: Raw -742420.160060 + Penalty 2107.051108 = -740313.108951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5885.150000 sec): 3 clusters Score: Raw -740052.324519 + Penalty 4214.102217 = -735838.222302 nChanged 1858 SP:Iteration 1F (5885.360000 sec): 3 clusters Score: Raw -741170.105161 + Penalty 4214.102217 = -736956.002944 nChanged 420 SP:Iteration 2F (5885.510000 sec): 3 clusters Score: Raw -741492.249070 + Penalty 4214.102217 = -737278.146853 nChanged 297 SP:Iteration 3F (5885.700000 sec): 3 clusters Score: Raw -741705.550154 + Penalty 4214.102217 = -737491.447937 nChanged 222 SP:Iteration 4Q (5885.930000 sec): 3 clusters Score: Raw -741835.840702 + Penalty 4214.102217 = -737621.738485 nChanged 187 SP:Iteration 5Q (5886.090000 sec): 3 clusters Score: Raw -741946.178017 + Penalty 4214.102217 = -737732.075800 nChanged 156 SP:Iteration 6Q (5886.320000 sec): 3 clusters Score: Raw -742048.574975 + Penalty 4214.102217 = -737834.472758 nChanged 147 SP:Iteration 7Q (5886.490000 sec): 3 clusters Score: Raw -742135.858044 + Penalty 4214.102217 = -737921.755827 nChanged 128 SP:Iteration 8Q (5886.730000 sec): 3 clusters Score: Raw -742198.487207 + Penalty 4214.102217 = -737984.384990 nChanged 125 SP:Iteration 9Q (5886.960000 sec): 3 clusters Score: Raw -742262.038939 + Penalty 4214.102217 = -738047.936722 nChanged 115 SP:Iteration 10Q (5887.130000 sec): 3 clusters Score: Raw -742318.633428 + Penalty 4214.102217 = -738104.531211 nChanged 107 SP:Iteration 11Q (5887.340000 sec): 3 clusters Score: Raw -742374.008834 + Penalty 4214.102217 = -738159.906618 nChanged 102 SP:Iteration 12Q (5887.550000 sec): 3 clusters Score: Raw -742428.081989 + Penalty 4214.102217 = -738213.979772 nChanged 101 SP:Iteration 13Q (5887.790000 sec): 3 clusters Score: Raw -742476.992507 + Penalty 4214.102217 = -738262.890290 nChanged 96 SP:Iteration 14Q (5887.980000 sec): 3 clusters Score: Raw -742529.497987 + Penalty 4214.102217 = -738315.395771 nChanged 107 SP:Iteration 15Q (5888.200000 sec): 3 clusters Score: Raw -742595.261392 + Penalty 4214.102217 = -738381.159175 nChanged 118 SP:Iteration 16Q (5888.410000 sec): 3 clusters Score: Raw -742668.513760 + Penalty 4214.102217 = -738454.411544 nChanged 118 SP:Iteration 17Q (5888.610000 sec): 3 clusters Score: Raw -742748.114576 + Penalty 4214.102217 = -738534.012359 nChanged 113 SP:Iteration 18Q (5888.790000 sec): 3 clusters Score: Raw -742823.121804 + Penalty 4214.102217 = -738609.019587 nChanged 82 SP:Iteration 19Q (5889.000000 sec): 3 clusters Score: Raw -742873.275404 + Penalty 4214.102217 = -738659.173187 nChanged 74 SP:Iteration 20F (5889.140000 sec): 3 clusters Score: Raw -742923.305347 + Penalty 4214.102217 = -738709.203130 nChanged 55 SP:Iteration 21Q (5889.280000 sec): 3 clusters Score: Raw -742963.192145 + Penalty 4214.102217 = -738749.089928 nChanged 49 SP:Iteration 22Q (5889.460000 sec): 3 clusters Score: Raw -743000.041010 + Penalty 4214.102217 = -738785.938793 nChanged 37 SP:Iteration 23Q (5889.650000 sec): 3 clusters Score: Raw -743022.939941 + Penalty 4214.102217 = -738808.837725 nChanged 26 SP:Iteration 24Q (5889.800000 sec): 3 clusters Score: Raw -743040.168763 + Penalty 4214.102217 = -738826.066546 nChanged 17 SP:Iteration 25Q (5890.000000 sec): 3 clusters Score: Raw -743052.600005 + Penalty 4214.102217 = -738838.497788 nChanged 15 SP:Iteration 26Q (5890.200000 sec): 3 clusters Score: Raw -743063.970204 + Penalty 4214.102217 = -738849.867987 nChanged 18 SP:Iteration 27Q (5890.350000 sec): 3 clusters Score: Raw -743078.161070 + Penalty 4214.102217 = -738864.058853 nChanged 15 SP:Iteration 28Q (5890.570000 sec): 3 clusters Score: Raw -743089.625521 + Penalty 4214.102217 = -738875.523304 nChanged 17 SP:Iteration 29Q (5890.760000 sec): 3 clusters Score: Raw -743104.113186 + Penalty 4214.102217 = -738890.010970 nChanged 15 SP:Iteration 30Q (5890.960000 sec): 3 clusters Score: Raw -743120.252482 + Penalty 4214.102217 = -738906.150265 nChanged 11 SP:Iteration 31Q (5891.150000 sec): 3 clusters Score: Raw -743128.573060 + Penalty 4214.102217 = -738914.470843 nChanged 9 SP:Iteration 32Q (5891.320000 sec): 3 clusters Score: Raw -743136.350657 + Penalty 4214.102217 = -738922.248440 nChanged 8 SP:Iteration 33Q (5891.500000 sec): 3 clusters Score: Raw -743141.668950 + Penalty 4214.102217 = -738927.566733 nChanged 8 SP:Iteration 34Q (5891.670000 sec): 3 clusters Score: Raw -743146.176495 + Penalty 4214.102217 = -738932.074278 nChanged 3 SP:Iteration 35Q (5891.870000 sec): 3 clusters Score: Raw -743147.617910 + Penalty 4214.102217 = -738933.515693 nChanged 4 SP:Iteration 36Q (5892.080000 sec): 3 clusters Score: Raw -743150.873773 + Penalty 4214.102217 = -738936.771557 nChanged 3 SP:Iteration 37Q (5892.250000 sec): 3 clusters Score: Raw -743155.074528 + Penalty 4214.102217 = -738940.972311 nChanged 6 SP:Iteration 38Q (5892.460000 sec): 3 clusters Score: Raw -743159.792804 + Penalty 4214.102217 = -738945.690587 nChanged 3 SP:Iteration 39Q (5892.620000 sec): 3 clusters Score: Raw -743162.177306 + Penalty 4214.102217 = -738948.075090 nChanged 4 SP:Iteration 40F (5892.820000 sec): 3 clusters Score: Raw -743165.010948 + Penalty 4214.102217 = -738950.908731 nChanged 2 SP:Iteration 41Q (5893.010000 sec): 3 clusters Score: Raw -743167.228530 + Penalty 4214.102217 = -738953.126313 nChanged 5 SP:Iteration 42Q (5893.230000 sec): 3 clusters Score: Raw -743169.738467 + Penalty 4214.102217 = -738955.636251 nChanged 4 SP:Iteration 43Q (5893.420000 sec): 3 clusters Score: Raw -743173.676090 + Penalty 4214.102217 = -738959.573874 nChanged 3 SP:Iteration 44Q (5893.680000 sec): 3 clusters Score: Raw -743176.093027 + Penalty 4214.102217 = -738961.990810 nChanged 2 SP:Iteration 45Q (5893.900000 sec): 3 clusters Score: Raw -743177.733427 + Penalty 4214.102217 = -738963.631210 nChanged 3 SP:Iteration 46Q (5894.090000 sec): 3 clusters Score: Raw -743181.227355 + Penalty 4214.102217 = -738967.125138 nChanged 7 SP:Iteration 47Q (5894.320000 sec): 3 clusters Score: Raw -743185.852687 + Penalty 4214.102217 = -738971.750470 nChanged 4 SP:Iteration 48Q (5894.510000 sec): 3 clusters Score: Raw -743189.017486 + Penalty 4214.102217 = -738974.915269 nChanged 5 SP:Iteration 49Q (5894.720000 sec): 3 clusters Score: Raw -743191.320205 + Penalty 4214.102217 = -738977.217988 nChanged 4 SP:Iteration 50Q (5894.910000 sec): 3 clusters Score: Raw -743194.777640 + Penalty 4214.102217 = -738980.675423 nChanged 6 SP:Iteration 51Q (5895.150000 sec): 3 clusters Score: Raw -743198.679733 + Penalty 4214.102217 = -738984.577516 nChanged 3 SP:Iteration 52Q (5895.300000 sec): 3 clusters Score: Raw -743201.284002 + Penalty 4214.102217 = -738987.181785 nChanged 6 SP:Iteration 53Q (5895.540000 sec): 3 clusters Score: Raw -743204.999364 + Penalty 4214.102217 = -738990.897148 nChanged 4 SP:Iteration 54Q (5895.730000 sec): 3 clusters Score: Raw -743208.172947 + Penalty 4214.102217 = -738994.070730 nChanged 4 SP:Iteration 55Q (5895.910000 sec): 3 clusters Score: Raw -743213.314957 + Penalty 4214.102217 = -738999.212740 nChanged 3 SP:Iteration 56Q (5896.130000 sec): 3 clusters Score: Raw -743214.914033 + Penalty 4214.102217 = -739000.811816 nChanged 1 SP:Iteration 57Q (5896.290000 sec): 3 clusters Score: Raw -743216.365915 + Penalty 4214.102217 = -739002.263698 nChanged 2 SP:Iteration 58Q (5896.490000 sec): 3 clusters Score: Raw -743220.137697 + Penalty 4214.102217 = -739006.035481 nChanged 3 SP:Iteration 59Q (5896.690000 sec): 3 clusters Score: Raw -743222.418573 + Penalty 4214.102217 = -739008.316357 nChanged 4 SP:Iteration 60F (5896.870000 sec): 3 clusters Score: Raw -743226.181798 + Penalty 4214.102217 = -739012.079581 nChanged 3 SP:Iteration 61Q (5897.040000 sec): 3 clusters Score: Raw -743229.548568 + Penalty 4214.102217 = -739015.446351 nChanged 2 SP:Iteration 62Q (5897.250000 sec): 3 clusters Score: Raw -743231.503207 + Penalty 4214.102217 = -739017.400990 nChanged 2 SP:Iteration 63Q (5897.450000 sec): 3 clusters Score: Raw -743232.989719 + Penalty 4214.102217 = -739018.887502 nChanged 3 SP:Iteration 64Q (5897.670000 sec): 3 clusters Score: Raw -743235.183842 + Penalty 4214.102217 = -739021.081625 nChanged 1 SP:Iteration 65Q (5897.840000 sec): 3 clusters Score: Raw -743235.499240 + Penalty 4214.102217 = -739021.397024 nChanged 0 SP:Iteration 66F (5898.050000 sec): 3 clusters Score: Raw -743235.499240 + Penalty 4214.102217 = -739021.397024 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (37049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5898.310000 sec): 2 clusters Score: Raw -5861022.976660 + Penalty 2608.959167 = -5858414.017494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5898.690000 sec): 3 clusters Score: Raw -5838507.967931 + Penalty 5217.918333 = -5833290.049598 nChanged 16924 SP:Iteration 1F (5899.050000 sec): 3 clusters Score: Raw -5847899.121348 + Penalty 5217.918333 = -5842681.203015 nChanged 1866 SP:Iteration 2F (5899.440000 sec): 3 clusters Score: Raw -5848755.437580 + Penalty 5217.918333 = -5843537.519246 nChanged 1922 SP:Iteration 3F (5899.790000 sec): 3 clusters Score: Raw -5849778.040474 + Penalty 5217.918333 = -5844560.122140 nChanged 1940 SP:Iteration 4F (5900.190000 sec): 3 clusters Score: Raw -5850997.749192 + Penalty 5217.918333 = -5845779.830858 nChanged 2064 SP:Iteration 5F (5900.570000 sec): 3 clusters Score: Raw -5852344.044024 + Penalty 5217.918333 = -5847126.125691 nChanged 2141 SP:Iteration 6F (5900.970000 sec): 3 clusters Score: Raw -5853722.116158 + Penalty 5217.918333 = -5848504.197824 nChanged 2000 SP:Iteration 7F (5901.320000 sec): 3 clusters Score: Raw -5854851.764245 + Penalty 5217.918333 = -5849633.845912 nChanged 1738 SP:Iteration 8Q (5901.670000 sec): 3 clusters Score: Raw -5855706.239988 + Penalty 5217.918333 = -5850488.321655 nChanged 1514 SP:Iteration 9Q (5902.070000 sec): 3 clusters Score: Raw -5856385.069365 + Penalty 5217.918333 = -5851167.151032 nChanged 1275 SP:Iteration 10Q (5902.540000 sec): 3 clusters Score: Raw -5856871.125483 + Penalty 5217.918333 = -5851653.207150 nChanged 1062 SP:Iteration 11Q (5902.960000 sec): 3 clusters Score: Raw -5857218.119341 + Penalty 5217.918333 = -5852000.201008 nChanged 870 SP:Iteration 12Q (5903.390000 sec): 3 clusters Score: Raw -5857473.614792 + Penalty 5217.918333 = -5852255.696458 nChanged 760 SP:Iteration 13Q (5903.790000 sec): 3 clusters Score: Raw -5857693.553168 + Penalty 5217.918333 = -5852475.634835 nChanged 736 SP:Iteration 14Q (5904.130000 sec): 3 clusters Score: Raw -5857928.653128 + Penalty 5217.918333 = -5852710.734794 nChanged 753 SP:Iteration 15Q (5904.540000 sec): 3 clusters Score: Raw -5858168.270771 + Penalty 5217.918333 = -5852950.352438 nChanged 711 SP:Iteration 16Q (5904.920000 sec): 3 clusters Score: Raw -5858391.425216 + Penalty 5217.918333 = -5853173.506883 nChanged 658 SP:Iteration 17Q (5905.340000 sec): 3 clusters Score: Raw -5858586.634263 + Penalty 5217.918333 = -5853368.715929 nChanged 682 SP:Iteration 18Q (5905.720000 sec): 3 clusters Score: Raw -5858804.382948 + Penalty 5217.918333 = -5853586.464614 nChanged 680 SP:Iteration 19Q (5906.090000 sec): 3 clusters Score: Raw -5859032.917799 + Penalty 5217.918333 = -5853814.999465 nChanged 676 SP:Iteration 20F (5906.460000 sec): 3 clusters Score: Raw -5859289.125173 + Penalty 5217.918333 = -5854071.206840 nChanged 667 SP:Iteration 21Q (5906.840000 sec): 3 clusters Score: Raw -5859546.147249 + Penalty 5217.918333 = -5854328.228915 nChanged 633 SP:Iteration 22Q (5907.180000 sec): 3 clusters Score: Raw -5859798.818783 + Penalty 5217.918333 = -5854580.900450 nChanged 601 SP:Iteration 23Q (5907.560000 sec): 3 clusters Score: Raw -5860035.685933 + Penalty 5217.918333 = -5854817.767600 nChanged 538 SP:Iteration 24Q (5907.910000 sec): 3 clusters Score: Raw -5860255.391107 + Penalty 5217.918333 = -5855037.472774 nChanged 494 SP:Iteration 25Q (5908.300000 sec): 3 clusters Score: Raw -5860445.431632 + Penalty 5217.918333 = -5855227.513299 nChanged 412 SP:Iteration 26Q (5908.660000 sec): 3 clusters Score: Raw -5860610.868916 + Penalty 5217.918333 = -5855392.950583 nChanged 336 SP:Iteration 27Q (5909.030000 sec): 3 clusters Score: Raw -5860755.337605 + Penalty 5217.918333 = -5855537.419272 nChanged 318 SP:Iteration 28Q (5909.370000 sec): 3 clusters Score: Raw -5860889.099284 + Penalty 5217.918333 = -5855671.180951 nChanged 243 SP:Iteration 29Q (5909.730000 sec): 3 clusters Score: Raw -5860985.554403 + Penalty 5217.918333 = -5855767.636070 nChanged 218 SP:Iteration 30Q (5910.070000 sec): 3 clusters Score: Raw -5861067.044716 + Penalty 5217.918333 = -5855849.126383 nChanged 183 SP:Iteration 31Q (5910.450000 sec): 3 clusters Score: Raw -5861138.802403 + Penalty 5217.918333 = -5855920.884070 nChanged 151 SP:Iteration 32Q (5910.790000 sec): 3 clusters Score: Raw -5861195.080148 + Penalty 5217.918333 = -5855977.161815 nChanged 131 SP:Iteration 33Q (5911.110000 sec): 3 clusters Score: Raw -5861239.328127 + Penalty 5217.918333 = -5856021.409794 nChanged 119 SP:Iteration 34Q (5911.500000 sec): 3 clusters Score: Raw -5861283.777728 + Penalty 5217.918333 = -5856065.859394 nChanged 107 SP:Iteration 35Q (5911.870000 sec): 3 clusters Score: Raw -5861320.776183 + Penalty 5217.918333 = -5856102.857849 nChanged 77 SP:Iteration 36Q (5912.250000 sec): 3 clusters Score: Raw -5861346.832172 + Penalty 5217.918333 = -5856128.913839 nChanged 72 SP:Iteration 37Q (5912.630000 sec): 3 clusters Score: Raw -5861370.731165 + Penalty 5217.918333 = -5856152.812831 nChanged 66 SP:Iteration 38Q (5913.030000 sec): 3 clusters Score: Raw -5861392.342859 + Penalty 5217.918333 = -5856174.424526 nChanged 48 SP:Iteration 39Q (5913.300000 sec): 3 clusters Score: Raw -5861406.974387 + Penalty 5217.918333 = -5856189.056053 nChanged 40 SP:Iteration 40F (5913.670000 sec): 3 clusters Score: Raw -5861419.528773 + Penalty 5217.918333 = -5856201.610440 nChanged 28 SP:Iteration 41Q (5914.000000 sec): 3 clusters Score: Raw -5861427.514696 + Penalty 5217.918333 = -5856209.596363 nChanged 29 SP:Iteration 42Q (5914.370000 sec): 3 clusters Score: Raw -5861437.350667 + Penalty 5217.918333 = -5856219.432333 nChanged 29 SP:Iteration 43Q (5914.720000 sec): 3 clusters Score: Raw -5861446.428119 + Penalty 5217.918333 = -5856228.509786 nChanged 22 SP:Iteration 44Q (5915.070000 sec): 3 clusters Score: Raw -5861453.283020 + Penalty 5217.918333 = -5856235.364687 nChanged 18 SP:Iteration 45Q (5915.390000 sec): 3 clusters Score: Raw -5861457.508951 + Penalty 5217.918333 = -5856239.590617 nChanged 9 SP:Iteration 46Q (5915.770000 sec): 3 clusters Score: Raw -5861459.660584 + Penalty 5217.918333 = -5856241.742250 nChanged 10 SP:Iteration 47Q (5916.130000 sec): 3 clusters Score: Raw -5861463.135493 + Penalty 5217.918333 = -5856245.217159 nChanged 16 SP:Iteration 48Q (5916.470000 sec): 3 clusters Score: Raw -5861467.914966 + Penalty 5217.918333 = -5856249.996632 nChanged 15 SP:Iteration 49Q (5916.800000 sec): 3 clusters Score: Raw -5861472.461726 + Penalty 5217.918333 = -5856254.543393 nChanged 11 SP:Iteration 50Q (5917.130000 sec): 3 clusters Score: Raw -5861475.611524 + Penalty 5217.918333 = -5856257.693190 nChanged 11 SP:Iteration 51Q (5917.480000 sec): 3 clusters Score: Raw -5861478.289100 + Penalty 5217.918333 = -5856260.370766 nChanged 10 SP:Iteration 52Q (5917.790000 sec): 3 clusters Score: Raw -5861480.931238 + Penalty 5217.918333 = -5856263.012904 nChanged 12 SP:Iteration 53Q (5918.110000 sec): 3 clusters Score: Raw -5861484.400304 + Penalty 5217.918333 = -5856266.481970 nChanged 11 SP:Iteration 54Q (5918.410000 sec): 3 clusters Score: Raw -5861487.256851 + Penalty 5217.918333 = -5856269.338517 nChanged 7 SP:Iteration 55Q (5918.760000 sec): 3 clusters Score: Raw -5861489.103858 + Penalty 5217.918333 = -5856271.185525 nChanged 6 SP:Iteration 56Q (5919.060000 sec): 3 clusters Score: Raw -5861490.603076 + Penalty 5217.918333 = -5856272.684743 nChanged 7 SP:Iteration 57Q (5919.400000 sec): 3 clusters Score: Raw -5861492.783225 + Penalty 5217.918333 = -5856274.864892 nChanged 10 SP:Iteration 58Q (5919.720000 sec): 3 clusters Score: Raw -5861496.576099 + Penalty 5217.918333 = -5856278.657766 nChanged 15 SP:Iteration 59Q (5920.060000 sec): 3 clusters Score: Raw -5861502.167160 + Penalty 5217.918333 = -5856284.248826 nChanged 11 SP:Iteration 60F (5920.420000 sec): 3 clusters Score: Raw -5861505.817715 + Penalty 5217.918333 = -5856287.899382 nChanged 9 SP:Iteration 61Q (5920.730000 sec): 3 clusters Score: Raw -5861508.246358 + Penalty 5217.918333 = -5856290.328025 nChanged 5 SP:Iteration 62Q (5921.060000 sec): 3 clusters Score: Raw -5861509.817595 + Penalty 5217.918333 = -5856291.899262 nChanged 3 SP:Iteration 63Q (5921.400000 sec): 3 clusters Score: Raw -5861510.695943 + Penalty 5217.918333 = -5856292.777609 nChanged 6 SP:Iteration 64Q (5921.730000 sec): 3 clusters Score: Raw -5861512.454742 + Penalty 5217.918333 = -5856294.536409 nChanged 3 SP:Iteration 65Q (5922.100000 sec): 3 clusters Score: Raw -5861513.532650 + Penalty 5217.918333 = -5856295.614317 nChanged 4 SP:Iteration 66Q (5922.410000 sec): 3 clusters Score: Raw -5861515.090723 + Penalty 5217.918333 = -5856297.172389 nChanged 8 SP:Iteration 67Q (5922.780000 sec): 3 clusters Score: Raw -5861518.186583 + Penalty 5217.918333 = -5856300.268250 nChanged 7 SP:Iteration 68Q (5923.170000 sec): 3 clusters Score: Raw -5861520.961698 + Penalty 5217.918333 = -5856303.043365 nChanged 10 SP:Iteration 69Q (5923.530000 sec): 3 clusters Score: Raw -5861523.906254 + Penalty 5217.918333 = -5856305.987921 nChanged 7 SP:Iteration 70Q (5923.920000 sec): 3 clusters Score: Raw -5861526.111602 + Penalty 5217.918333 = -5856308.193269 nChanged 7 SP:Iteration 71Q (5924.310000 sec): 3 clusters Score: Raw -5861528.993739 + Penalty 5217.918333 = -5856311.075406 nChanged 8 SP:Iteration 72Q (5924.690000 sec): 3 clusters Score: Raw -5861531.751023 + Penalty 5217.918333 = -5856313.832689 nChanged 7 SP:Iteration 73Q (5925.030000 sec): 3 clusters Score: Raw -5861534.818948 + Penalty 5217.918333 = -5856316.900615 nChanged 7 SP:Iteration 74Q (5925.410000 sec): 3 clusters Score: Raw -5861537.318863 + Penalty 5217.918333 = -5856319.400530 nChanged 4 SP:Iteration 75Q (5925.760000 sec): 3 clusters Score: Raw -5861538.658048 + Penalty 5217.918333 = -5856320.739714 nChanged 7 SP:Iteration 76Q (5926.140000 sec): 3 clusters Score: Raw -5861540.742150 + Penalty 5217.918333 = -5856322.823816 nChanged 5 SP:Iteration 77Q (5926.500000 sec): 3 clusters Score: Raw -5861542.440925 + Penalty 5217.918333 = -5856324.522591 nChanged 5 SP:Iteration 78Q (5926.880000 sec): 3 clusters Score: Raw -5861545.288544 + Penalty 5217.918333 = -5856327.370211 nChanged 4 SP:Iteration 79Q (5927.270000 sec): 3 clusters Score: Raw -5861546.657772 + Penalty 5217.918333 = -5856328.739439 nChanged 3 SP:Iteration 80F (5927.660000 sec): 3 clusters Score: Raw -5861547.354928 + Penalty 5217.918333 = -5856329.436594 nChanged 1 SP:Iteration 81Q (5927.960000 sec): 3 clusters Score: Raw -5861547.589031 + Penalty 5217.918333 = -5856329.670697 nChanged 4 SP:Iteration 82Q (5928.300000 sec): 3 clusters Score: Raw -5861548.402041 + Penalty 5217.918333 = -5856330.483707 nChanged 0 SP:Iteration 83F (5928.690000 sec): 3 clusters Score: Raw -5861548.402041 + Penalty 5217.918333 = -5856330.483707 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5928.780000 sec): 2 clusters Score: Raw -1453254.140437 + Penalty 2260.257020 = -1450993.883417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5929.030000 sec): 3 clusters Score: Raw -1448425.368985 + Penalty 4520.514040 = -1443904.854945 nChanged 3786 SP:Iteration 1F (5929.260000 sec): 3 clusters Score: Raw -1450498.586584 + Penalty 4520.514040 = -1445978.072543 nChanged 590 SP:Iteration 2F (5929.510000 sec): 3 clusters Score: Raw -1450781.637236 + Penalty 4520.514040 = -1446261.123196 nChanged 426 SP:Iteration 3Q (5929.700000 sec): 3 clusters Score: Raw -1450976.188132 + Penalty 4520.514040 = -1446455.674091 nChanged 350 SP:Iteration 4Q (5929.940000 sec): 3 clusters Score: Raw -1451115.769760 + Penalty 4520.514040 = -1446595.255720 nChanged 266 SP:Iteration 5Q (5930.150000 sec): 3 clusters Score: Raw -1451221.095559 + Penalty 4520.514040 = -1446700.581519 nChanged 242 SP:Iteration 6Q (5930.370000 sec): 3 clusters Score: Raw -1451314.936700 + Penalty 4520.514040 = -1446794.422659 nChanged 240 SP:Iteration 7Q (5930.630000 sec): 3 clusters Score: Raw -1451407.577423 + Penalty 4520.514040 = -1446887.063383 nChanged 213 SP:Iteration 8Q (5930.870000 sec): 3 clusters Score: Raw -1451491.437755 + Penalty 4520.514040 = -1446970.923714 nChanged 213 SP:Iteration 9Q (5931.120000 sec): 3 clusters Score: Raw -1451581.639007 + Penalty 4520.514040 = -1447061.124966 nChanged 221 SP:Iteration 10Q (5931.350000 sec): 3 clusters Score: Raw -1451663.594564 + Penalty 4520.514040 = -1447143.080523 nChanged 202 SP:Iteration 11Q (5931.570000 sec): 3 clusters Score: Raw -1451742.849527 + Penalty 4520.514040 = -1447222.335486 nChanged 210 SP:Iteration 12Q (5931.830000 sec): 3 clusters Score: Raw -1451823.472362 + Penalty 4520.514040 = -1447302.958321 nChanged 202 SP:Iteration 13Q (5932.080000 sec): 3 clusters Score: Raw -1451900.964367 + Penalty 4520.514040 = -1447380.450326 nChanged 194 SP:Iteration 14Q (5932.280000 sec): 3 clusters Score: Raw -1451970.867177 + Penalty 4520.514040 = -1447450.353137 nChanged 173 SP:Iteration 15Q (5932.560000 sec): 3 clusters Score: Raw -1452034.526757 + Penalty 4520.514040 = -1447514.012717 nChanged 151 SP:Iteration 16Q (5932.800000 sec): 3 clusters Score: Raw -1452084.206975 + Penalty 4520.514040 = -1447563.692934 nChanged 135 SP:Iteration 17Q (5933.020000 sec): 3 clusters Score: Raw -1452119.826093 + Penalty 4520.514040 = -1447599.312053 nChanged 98 SP:Iteration 18Q (5933.270000 sec): 3 clusters Score: Raw -1452144.651118 + Penalty 4520.514040 = -1447624.137078 nChanged 93 SP:Iteration 19Q (5933.490000 sec): 3 clusters Score: Raw -1452166.398623 + Penalty 4520.514040 = -1447645.884582 nChanged 86 SP:Iteration 20F (5933.760000 sec): 3 clusters Score: Raw -1452188.743124 + Penalty 4520.514040 = -1447668.229084 nChanged 72 SP:Iteration 21Q (5934.000000 sec): 3 clusters Score: Raw -1452208.645653 + Penalty 4520.514040 = -1447688.131612 nChanged 79 SP:Iteration 22Q (5934.250000 sec): 3 clusters Score: Raw -1452227.161640 + Penalty 4520.514040 = -1447706.647599 nChanged 64 SP:Iteration 23Q (5934.500000 sec): 3 clusters Score: Raw -1452242.739155 + Penalty 4520.514040 = -1447722.225115 nChanged 56 SP:Iteration 24Q (5934.720000 sec): 3 clusters Score: Raw -1452256.417005 + Penalty 4520.514040 = -1447735.902964 nChanged 60 SP:Iteration 25Q (5934.920000 sec): 3 clusters Score: Raw -1452272.975952 + Penalty 4520.514040 = -1447752.461911 nChanged 62 SP:Iteration 26Q (5935.140000 sec): 3 clusters Score: Raw -1452287.867010 + Penalty 4520.514040 = -1447767.352970 nChanged 66 SP:Iteration 27Q (5935.360000 sec): 3 clusters Score: Raw -1452301.287777 + Penalty 4520.514040 = -1447780.773736 nChanged 45 SP:Iteration 28Q (5935.600000 sec): 3 clusters Score: Raw -1452313.746231 + Penalty 4520.514040 = -1447793.232191 nChanged 61 SP:Iteration 29Q (5935.810000 sec): 3 clusters Score: Raw -1452327.487366 + Penalty 4520.514040 = -1447806.973325 nChanged 48 SP:Iteration 30Q (5936.060000 sec): 3 clusters Score: Raw -1452337.193592 + Penalty 4520.514040 = -1447816.679552 nChanged 27 SP:Iteration 31Q (5936.230000 sec): 3 clusters Score: Raw -1452343.879371 + Penalty 4520.514040 = -1447823.365331 nChanged 36 SP:Iteration 32Q (5936.430000 sec): 3 clusters Score: Raw -1452354.057234 + Penalty 4520.514040 = -1447833.543194 nChanged 46 SP:Iteration 33Q (5936.650000 sec): 3 clusters Score: Raw -1452366.791362 + Penalty 4520.514040 = -1447846.277322 nChanged 52 SP:Iteration 34Q (5936.860000 sec): 3 clusters Score: Raw -1452378.344774 + Penalty 4520.514040 = -1447857.830734 nChanged 51 SP:Iteration 35Q (5937.130000 sec): 3 clusters Score: Raw -1452389.809596 + Penalty 4520.514040 = -1447869.295555 nChanged 50 SP:Iteration 36Q (5937.330000 sec): 3 clusters Score: Raw -1452403.119626 + Penalty 4520.514040 = -1447882.605585 nChanged 53 SP:Iteration 37Q (5937.530000 sec): 3 clusters Score: Raw -1452413.985849 + Penalty 4520.514040 = -1447893.471809 nChanged 43 SP:Iteration 38Q (5937.750000 sec): 3 clusters Score: Raw -1452422.010306 + Penalty 4520.514040 = -1447901.496265 nChanged 33 SP:Iteration 39Q (5938.010000 sec): 3 clusters Score: Raw -1452427.920868 + Penalty 4520.514040 = -1447907.406828 nChanged 26 SP:Iteration 40F (5938.290000 sec): 3 clusters Score: Raw -1452432.260839 + Penalty 4520.514040 = -1447911.746798 nChanged 18 SP:Iteration 41Q (5938.550000 sec): 3 clusters Score: Raw -1452435.066384 + Penalty 4520.514040 = -1447914.552343 nChanged 15 SP:Iteration 42Q (5938.770000 sec): 3 clusters Score: Raw -1452437.944816 + Penalty 4520.514040 = -1447917.430776 nChanged 17 SP:Iteration 43Q (5939.000000 sec): 3 clusters Score: Raw -1452440.221554 + Penalty 4520.514040 = -1447919.707513 nChanged 12 SP:Iteration 44Q (5939.220000 sec): 3 clusters Score: Raw -1452442.152183 + Penalty 4520.514040 = -1447921.638143 nChanged 5 SP:Iteration 45Q (5939.440000 sec): 3 clusters Score: Raw -1452442.863858 + Penalty 4520.514040 = -1447922.349818 nChanged 7 SP:Iteration 46Q (5939.650000 sec): 3 clusters Score: Raw -1452443.752987 + Penalty 4520.514040 = -1447923.238947 nChanged 8 SP:Iteration 47Q (5939.860000 sec): 3 clusters Score: Raw -1452445.127096 + Penalty 4520.514040 = -1447924.613056 nChanged 6 SP:Iteration 48Q (5940.090000 sec): 3 clusters Score: Raw -1452445.834149 + Penalty 4520.514040 = -1447925.320108 nChanged 6 SP:Iteration 49Q (5940.320000 sec): 3 clusters Score: Raw -1452446.816021 + Penalty 4520.514040 = -1447926.301981 nChanged 6 SP:Iteration 50Q (5940.550000 sec): 3 clusters Score: Raw -1452448.824685 + Penalty 4520.514040 = -1447928.310644 nChanged 11 SP:Iteration 51Q (5940.760000 sec): 3 clusters Score: Raw -1452450.779767 + Penalty 4520.514040 = -1447930.265727 nChanged 5 SP:Iteration 52Q (5941.030000 sec): 3 clusters Score: Raw -1452451.573004 + Penalty 4520.514040 = -1447931.058964 nChanged 5 SP:Iteration 53Q (5941.190000 sec): 3 clusters Score: Raw -1452452.290591 + Penalty 4520.514040 = -1447931.776550 nChanged 8 SP:Iteration 54Q (5941.440000 sec): 3 clusters Score: Raw -1452453.792383 + Penalty 4520.514040 = -1447933.278342 nChanged 8 SP:Iteration 55Q (5941.620000 sec): 3 clusters Score: Raw -1452455.124976 + Penalty 4520.514040 = -1447934.610936 nChanged 8 SP:Iteration 56Q (5941.880000 sec): 3 clusters Score: Raw -1452456.557780 + Penalty 4520.514040 = -1447936.043739 nChanged 8 SP:Iteration 57Q (5942.130000 sec): 3 clusters Score: Raw -1452457.967500 + Penalty 4520.514040 = -1447937.453459 nChanged 7 SP:Iteration 58Q (5942.350000 sec): 3 clusters Score: Raw -1452459.511710 + Penalty 4520.514040 = -1447938.997669 nChanged 10 SP:Iteration 59Q (5942.550000 sec): 3 clusters Score: Raw -1452460.768720 + Penalty 4520.514040 = -1447940.254680 nChanged 6 SP:Iteration 60F (5942.780000 sec): 3 clusters Score: Raw -1452461.576720 + Penalty 4520.514040 = -1447941.062679 nChanged 3 SP:Iteration 61Q (5943.040000 sec): 3 clusters Score: Raw -1452461.961072 + Penalty 4520.514040 = -1447941.447031 nChanged 4 SP:Iteration 62Q (5943.270000 sec): 3 clusters Score: Raw -1452462.429108 + Penalty 4520.514040 = -1447941.915068 nChanged 5 SP:Iteration 63Q (5943.490000 sec): 3 clusters Score: Raw -1452463.154562 + Penalty 4520.514040 = -1447942.640521 nChanged 4 SP:Iteration 64Q (5943.720000 sec): 3 clusters Score: Raw -1452463.590797 + Penalty 4520.514040 = -1447943.076757 nChanged 1 SP:Iteration 65Q (5943.960000 sec): 3 clusters Score: Raw -1452463.753772 + Penalty 4520.514040 = -1447943.239732 nChanged 0 SP:Iteration 66F (5944.170000 sec): 3 clusters Score: Raw -1452463.753772 + Penalty 4520.514040 = -1447943.239732 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5944.290000 sec): 2 clusters Score: Raw -110564.965691 + Penalty 1630.964453 = -108934.001238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5944.470000 sec): 3 clusters Score: Raw -110473.368475 + Penalty 3261.928906 = -107211.439568 nChanged 154 SP:Iteration 1F (5944.630000 sec): 3 clusters Score: Raw -110682.882523 + Penalty 3261.928906 = -107420.953617 nChanged 43 SP:Iteration 2F (5944.810000 sec): 3 clusters Score: Raw -110751.289807 + Penalty 3261.928906 = -107489.360900 nChanged 20 SP:Iteration 3Q (5945.010000 sec): 3 clusters Score: Raw -110782.702004 + Penalty 3261.928906 = -107520.773098 nChanged 11 SP:Iteration 4Q (5945.210000 sec): 3 clusters Score: Raw -110796.832685 + Penalty 3261.928906 = -107534.903778 nChanged 8 SP:Iteration 5Q (5945.410000 sec): 3 clusters Score: Raw -110808.505171 + Penalty 3261.928906 = -107546.576265 nChanged 6 SP:Iteration 6Q (5945.590000 sec): 3 clusters Score: Raw -110828.336999 + Penalty 3261.928906 = -107566.408093 nChanged 9 SP:Iteration 7Q (5945.760000 sec): 3 clusters Score: Raw -110848.444336 + Penalty 3261.928906 = -107586.515430 nChanged 11 SP:Iteration 8Q (5945.900000 sec): 3 clusters Score: Raw -110866.484017 + Penalty 3261.928906 = -107604.555111 nChanged 7 SP:Iteration 9Q (5946.090000 sec): 3 clusters Score: Raw -110882.713141 + Penalty 3261.928906 = -107620.784235 nChanged 8 SP:Iteration 10Q (5946.230000 sec): 3 clusters Score: Raw -110896.766398 + Penalty 3261.928906 = -107634.837492 nChanged 9 SP:Iteration 11Q (5946.430000 sec): 3 clusters Score: Raw -110918.723820 + Penalty 3261.928906 = -107656.794914 nChanged 13 SP:Iteration 12Q (5946.620000 sec): 3 clusters Score: Raw -110942.415079 + Penalty 3261.928906 = -107680.486173 nChanged 9 SP:Iteration 13Q (5946.750000 sec): 3 clusters Score: Raw -110960.169619 + Penalty 3261.928906 = -107698.240713 nChanged 9 SP:Iteration 14Q (5946.950000 sec): 3 clusters Score: Raw -110977.026637 + Penalty 3261.928906 = -107715.097731 nChanged 12 SP:Iteration 15Q (5947.110000 sec): 3 clusters Score: Raw -111003.532941 + Penalty 3261.928906 = -107741.604035 nChanged 17 SP:Iteration 16Q (5947.280000 sec): 3 clusters Score: Raw -111046.782819 + Penalty 3261.928906 = -107784.853913 nChanged 13 SP:Iteration 17Q (5947.490000 sec): 3 clusters Score: Raw -111093.570639 + Penalty 3261.928906 = -107831.641733 nChanged 23 SP:Iteration 18Q (5947.650000 sec): 3 clusters Score: Raw -111196.073232 + Penalty 3261.928906 = -107934.144326 nChanged 25 SP:Iteration 19Q (5947.810000 sec): 3 clusters Score: Raw -111276.710747 + Penalty 3261.928906 = -108014.781841 nChanged 18 SP:Iteration 20F (5947.980000 sec): 3 clusters Score: Raw -111334.096739 + Penalty 3261.928906 = -108072.167833 nChanged 12 SP:Iteration 21Q (5948.140000 sec): 3 clusters Score: Raw -111374.009127 + Penalty 3261.928906 = -108112.080221 nChanged 14 SP:Iteration 22Q (5948.290000 sec): 3 clusters Score: Raw -111424.028905 + Penalty 3261.928906 = -108162.099998 nChanged 8 SP:Iteration 23Q (5948.490000 sec): 3 clusters Score: Raw -111440.867364 + Penalty 3261.928906 = -108178.938458 nChanged 4 SP:Iteration 24Q (5948.640000 sec): 3 clusters Score: Raw -111447.883205 + Penalty 3261.928906 = -108185.954299 nChanged 2 SP:Iteration 25Q (5948.810000 sec): 3 clusters Score: Raw -111454.495660 + Penalty 3261.928906 = -108192.566754 nChanged 1 SP:Iteration 26Q (5948.960000 sec): 3 clusters Score: Raw -111455.340961 + Penalty 3261.928906 = -108193.412055 nChanged 0 SP:Iteration 27F (5949.140000 sec): 3 clusters Score: Raw -111455.340961 + Penalty 3261.928906 = -108193.412055 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5949.270000 sec): 2 clusters Score: Raw -1487760.130343 + Penalty 2266.060191 = -1485494.070152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.540000 sec): 3 clusters Score: Raw -1482764.003292 + Penalty 4532.120382 = -1478231.882910 nChanged 3820 SP:Iteration 1F (5949.760000 sec): 3 clusters Score: Raw -1484807.324305 + Penalty 4532.120382 = -1480275.203924 nChanged 594 SP:Iteration 2F (5949.970000 sec): 3 clusters Score: Raw -1485070.645176 + Penalty 4532.120382 = -1480538.524795 nChanged 435 SP:Iteration 3Q (5950.230000 sec): 3 clusters Score: Raw -1485254.584517 + Penalty 4532.120382 = -1480722.464135 nChanged 337 SP:Iteration 4Q (5950.460000 sec): 3 clusters Score: Raw -1485399.277200 + Penalty 4532.120382 = -1480867.156819 nChanged 294 SP:Iteration 5Q (5950.680000 sec): 3 clusters Score: Raw -1485515.219129 + Penalty 4532.120382 = -1480983.098747 nChanged 260 SP:Iteration 6Q (5950.910000 sec): 3 clusters Score: Raw -1485622.731744 + Penalty 4532.120382 = -1481090.611363 nChanged 252 SP:Iteration 7Q (5951.140000 sec): 3 clusters Score: Raw -1485730.609290 + Penalty 4532.120382 = -1481198.488908 nChanged 247 SP:Iteration 8Q (5951.350000 sec): 3 clusters Score: Raw -1485848.354055 + Penalty 4532.120382 = -1481316.233674 nChanged 243 SP:Iteration 9Q (5951.570000 sec): 3 clusters Score: Raw -1485977.119763 + Penalty 4532.120382 = -1481444.999381 nChanged 273 SP:Iteration 10Q (5951.820000 sec): 3 clusters Score: Raw -1486114.470633 + Penalty 4532.120382 = -1481582.350251 nChanged 291 SP:Iteration 11Q (5952.030000 sec): 3 clusters Score: Raw -1486254.127390 + Penalty 4532.120382 = -1481722.007008 nChanged 267 SP:Iteration 12Q (5952.260000 sec): 3 clusters Score: Raw -1486386.707244 + Penalty 4532.120382 = -1481854.586863 nChanged 242 SP:Iteration 13Q (5952.500000 sec): 3 clusters Score: Raw -1486500.607277 + Penalty 4532.120382 = -1481968.486896 nChanged 238 SP:Iteration 14Q (5952.760000 sec): 3 clusters Score: Raw -1486603.255930 + Penalty 4532.120382 = -1482071.135548 nChanged 205 SP:Iteration 15Q (5952.960000 sec): 3 clusters Score: Raw -1486693.719381 + Penalty 4532.120382 = -1482161.598999 nChanged 202 SP:Iteration 16Q (5953.220000 sec): 3 clusters Score: Raw -1486780.375163 + Penalty 4532.120382 = -1482248.254781 nChanged 188 SP:Iteration 17Q (5953.440000 sec): 3 clusters Score: Raw -1486862.214773 + Penalty 4532.120382 = -1482330.094391 nChanged 177 SP:Iteration 18Q (5953.670000 sec): 3 clusters Score: Raw -1486944.458178 + Penalty 4532.120382 = -1482412.337797 nChanged 183 SP:Iteration 19Q (5953.890000 sec): 3 clusters Score: Raw -1487024.916885 + Penalty 4532.120382 = -1482492.796504 nChanged 170 SP:Iteration 20F (5954.160000 sec): 3 clusters Score: Raw -1487101.502910 + Penalty 4532.120382 = -1482569.382529 nChanged 175 SP:Iteration 21Q (5954.360000 sec): 3 clusters Score: Raw -1487186.943364 + Penalty 4532.120382 = -1482654.822982 nChanged 168 SP:Iteration 22Q (5954.570000 sec): 3 clusters Score: Raw -1487265.267672 + Penalty 4532.120382 = -1482733.147291 nChanged 164 SP:Iteration 23Q (5954.830000 sec): 3 clusters Score: Raw -1487349.217881 + Penalty 4532.120382 = -1482817.097500 nChanged 180 SP:Iteration 24Q (5955.030000 sec): 3 clusters Score: Raw -1487459.894278 + Penalty 4532.120382 = -1482927.773896 nChanged 191 SP:Iteration 25Q (5955.270000 sec): 3 clusters Score: Raw -1487567.919638 + Penalty 4532.120382 = -1483035.799256 nChanged 149 SP:Iteration 26Q (5955.520000 sec): 3 clusters Score: Raw -1487649.396559 + Penalty 4532.120382 = -1483117.276177 nChanged 137 SP:Iteration 27Q (5955.690000 sec): 3 clusters Score: Raw -1487719.639321 + Penalty 4532.120382 = -1483187.518939 nChanged 122 SP:Iteration 28Q (5955.960000 sec): 3 clusters Score: Raw -1487790.003848 + Penalty 4532.120382 = -1483257.883466 nChanged 136 SP:Iteration 29Q (5956.130000 sec): 3 clusters Score: Raw -1487867.667215 + Penalty 4532.120382 = -1483335.546833 nChanged 105 SP:Iteration 30Q (5956.350000 sec): 3 clusters Score: Raw -1487925.547579 + Penalty 4532.120382 = -1483393.427198 nChanged 94 SP:Iteration 31Q (5956.590000 sec): 3 clusters Score: Raw -1487971.236610 + Penalty 4532.120382 = -1483439.116228 nChanged 71 SP:Iteration 32Q (5956.800000 sec): 3 clusters Score: Raw -1488010.474202 + Penalty 4532.120382 = -1483478.353821 nChanged 54 SP:Iteration 33Q (5957.010000 sec): 3 clusters Score: Raw -1488044.109801 + Penalty 4532.120382 = -1483511.989419 nChanged 61 SP:Iteration 34Q (5957.230000 sec): 3 clusters Score: Raw -1488074.000927 + Penalty 4532.120382 = -1483541.880546 nChanged 44 SP:Iteration 35Q (5957.450000 sec): 3 clusters Score: Raw -1488095.705733 + Penalty 4532.120382 = -1483563.585352 nChanged 33 SP:Iteration 36Q (5957.680000 sec): 3 clusters Score: Raw -1488111.876957 + Penalty 4532.120382 = -1483579.756575 nChanged 27 SP:Iteration 37Q (5957.900000 sec): 3 clusters Score: Raw -1488125.514060 + Penalty 4532.120382 = -1483593.393679 nChanged 23 SP:Iteration 38Q (5958.120000 sec): 3 clusters Score: Raw -1488136.023022 + Penalty 4532.120382 = -1483603.902640 nChanged 26 SP:Iteration 39Q (5958.320000 sec): 3 clusters Score: Raw -1488146.407631 + Penalty 4532.120382 = -1483614.287249 nChanged 20 SP:Iteration 40F (5958.540000 sec): 3 clusters Score: Raw -1488154.628134 + Penalty 4532.120382 = -1483622.507752 nChanged 24 SP:Iteration 41Q (5958.730000 sec): 3 clusters Score: Raw -1488164.628161 + Penalty 4532.120382 = -1483632.507779 nChanged 30 SP:Iteration 42Q (5958.920000 sec): 3 clusters Score: Raw -1488181.633764 + Penalty 4532.120382 = -1483649.513383 nChanged 31 SP:Iteration 43Q (5959.110000 sec): 3 clusters Score: Raw -1488195.126354 + Penalty 4532.120382 = -1483663.005973 nChanged 19 SP:Iteration 44Q (5959.320000 sec): 3 clusters Score: Raw -1488206.230689 + Penalty 4532.120382 = -1483674.110308 nChanged 21 SP:Iteration 45Q (5959.530000 sec): 3 clusters Score: Raw -1488216.766750 + Penalty 4532.120382 = -1483684.646369 nChanged 23 SP:Iteration 46Q (5959.720000 sec): 3 clusters Score: Raw -1488228.578947 + Penalty 4532.120382 = -1483696.458566 nChanged 18 SP:Iteration 47Q (5959.930000 sec): 3 clusters Score: Raw -1488238.795605 + Penalty 4532.120382 = -1483706.675224 nChanged 19 SP:Iteration 48Q (5960.130000 sec): 3 clusters Score: Raw -1488248.768880 + Penalty 4532.120382 = -1483716.648499 nChanged 24 SP:Iteration 49Q (5960.350000 sec): 3 clusters Score: Raw -1488265.465283 + Penalty 4532.120382 = -1483733.344901 nChanged 25 SP:Iteration 50Q (5960.510000 sec): 3 clusters Score: Raw -1488279.630969 + Penalty 4532.120382 = -1483747.510588 nChanged 19 SP:Iteration 51Q (5960.720000 sec): 3 clusters Score: Raw -1488290.468383 + Penalty 4532.120382 = -1483758.348001 nChanged 16 SP:Iteration 52Q (5960.910000 sec): 3 clusters Score: Raw -1488297.938883 + Penalty 4532.120382 = -1483765.818502 nChanged 14 SP:Iteration 53Q (5961.090000 sec): 3 clusters Score: Raw -1488304.852163 + Penalty 4532.120382 = -1483772.731781 nChanged 11 SP:Iteration 54Q (5961.310000 sec): 3 clusters Score: Raw -1488310.351262 + Penalty 4532.120382 = -1483778.230880 nChanged 10 SP:Iteration 55Q (5961.450000 sec): 3 clusters Score: Raw -1488315.342138 + Penalty 4532.120382 = -1483783.221756 nChanged 11 SP:Iteration 56Q (5961.670000 sec): 3 clusters Score: Raw -1488320.328105 + Penalty 4532.120382 = -1483788.207723 nChanged 6 SP:Iteration 57Q (5961.880000 sec): 3 clusters Score: Raw -1488324.106594 + Penalty 4532.120382 = -1483791.986213 nChanged 8 SP:Iteration 58Q (5962.070000 sec): 3 clusters Score: Raw -1488328.756826 + Penalty 4532.120382 = -1483796.636444 nChanged 4 SP:Iteration 59Q (5962.290000 sec): 3 clusters Score: Raw -1488330.018823 + Penalty 4532.120382 = -1483797.898441 nChanged 3 SP:Iteration 60F (5962.520000 sec): 3 clusters Score: Raw -1488331.818404 + Penalty 4532.120382 = -1483799.698022 nChanged 2 SP:Iteration 61Q (5962.670000 sec): 3 clusters Score: Raw -1488332.788902 + Penalty 4532.120382 = -1483800.668520 nChanged 1 SP:Iteration 62Q (5962.870000 sec): 3 clusters Score: Raw -1488332.934998 + Penalty 4532.120382 = -1483800.814616 nChanged 2 SP:Iteration 63Q (5963.000000 sec): 3 clusters Score: Raw -1488333.892371 + Penalty 4532.120382 = -1483801.771989 nChanged 1 SP:Iteration 64Q (5963.170000 sec): 3 clusters Score: Raw -1488334.393910 + Penalty 4532.120382 = -1483802.273528 nChanged 4 SP:Iteration 65Q (5963.400000 sec): 3 clusters Score: Raw -1488336.556703 + Penalty 4532.120382 = -1483804.436321 nChanged 3 SP:Iteration 66Q (5963.570000 sec): 3 clusters Score: Raw -1488337.404383 + Penalty 4532.120382 = -1483805.284002 nChanged 4 SP:Iteration 67Q (5963.770000 sec): 3 clusters Score: Raw -1488340.813122 + Penalty 4532.120382 = -1483808.692740 nChanged 2 SP:Iteration 68Q (5963.960000 sec): 3 clusters Score: Raw -1488342.277413 + Penalty 4532.120382 = -1483810.157031 nChanged 3 SP:Iteration 69Q (5964.140000 sec): 3 clusters Score: Raw -1488343.515157 + Penalty 4532.120382 = -1483811.394775 nChanged 4 SP:Iteration 70Q (5964.310000 sec): 3 clusters Score: Raw -1488345.438134 + Penalty 4532.120382 = -1483813.317753 nChanged 1 SP:Iteration 71Q (5964.550000 sec): 3 clusters Score: Raw -1488345.944742 + Penalty 4532.120382 = -1483813.824360 nChanged 1 SP:Iteration 72Q (5964.760000 sec): 3 clusters Score: Raw -1488346.986059 + Penalty 4532.120382 = -1483814.865677 nChanged 2 SP:Iteration 73Q (5965.000000 sec): 3 clusters Score: Raw -1488347.718177 + Penalty 4532.120382 = -1483815.597795 nChanged 1 SP:Iteration 74Q (5965.220000 sec): 3 clusters Score: Raw -1488348.655919 + Penalty 4532.120382 = -1483816.535537 nChanged 1 SP:Iteration 75Q (5965.430000 sec): 3 clusters Score: Raw -1488349.355781 + Penalty 4532.120382 = -1483817.235399 nChanged 1 SP:Iteration 76Q (5965.640000 sec): 3 clusters Score: Raw -1488349.861530 + Penalty 4532.120382 = -1483817.741149 nChanged 0 SP:Iteration 77F (5965.910000 sec): 3 clusters Score: Raw -1488349.861530 + Penalty 4532.120382 = -1483817.741149 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5966.350000 sec): 2 clusters Score: Raw -12234774.118960 + Penalty 2785.550906 = -12231988.568054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5966.890000 sec): 3 clusters Score: Raw -12187054.181970 + Penalty 5571.101812 = -12181483.080158 nChanged 35238 SP:Iteration 1F (5967.470000 sec): 3 clusters Score: Raw -12206967.974357 + Penalty 5571.101812 = -12201396.872544 nChanged 3002 SP:Iteration 2Q (5968.040000 sec): 3 clusters Score: Raw -12207930.530529 + Penalty 5571.101812 = -12202359.428716 nChanged 3424 SP:Iteration 3Q (5968.650000 sec): 3 clusters Score: Raw -12209376.784938 + Penalty 5571.101812 = -12203805.683126 nChanged 4417 SP:Iteration 4F (5969.210000 sec): 3 clusters Score: Raw -12211902.577742 + Penalty 5571.101812 = -12206331.475930 nChanged 5737 SP:Iteration 5F (5969.770000 sec): 3 clusters Score: Raw -12216029.736742 + Penalty 5571.101812 = -12210458.634929 nChanged 6579 SP:Iteration 6F (5970.390000 sec): 3 clusters Score: Raw -12221659.188588 + Penalty 5571.101812 = -12216088.086775 nChanged 6170 SP:Iteration 7F (5970.950000 sec): 3 clusters Score: Raw -12227516.515053 + Penalty 5571.101812 = -12221945.413241 nChanged 4206 SP:Iteration 8F (5971.540000 sec): 3 clusters Score: Raw -12231693.627733 + Penalty 5571.101812 = -12226122.525921 nChanged 2154 SP:Iteration 9Q (5972.160000 sec): 3 clusters Score: Raw -12234218.655933 + Penalty 5571.101812 = -12228647.554121 nChanged 929 SP:Iteration 10Q (5972.670000 sec): 3 clusters Score: Raw -12235464.417908 + Penalty 5571.101812 = -12229893.316096 nChanged 495 SP:Iteration 11Q (5973.230000 sec): 3 clusters Score: Raw -12235853.207766 + Penalty 5571.101812 = -12230282.105953 nChanged 276 SP:Iteration 12Q (5973.770000 sec): 3 clusters Score: Raw -12235990.786969 + Penalty 5571.101812 = -12230419.685156 nChanged 154 SP:Iteration 13Q (5974.270000 sec): 3 clusters Score: Raw -12236055.329085 + Penalty 5571.101812 = -12230484.227272 nChanged 108 SP:Iteration 14Q (5974.770000 sec): 3 clusters Score: Raw -12236091.092198 + Penalty 5571.101812 = -12230519.990385 nChanged 72 SP:Iteration 15Q (5975.340000 sec): 3 clusters Score: Raw -12236108.833098 + Penalty 5571.101812 = -12230537.731286 nChanged 50 SP:Iteration 16Q (5975.920000 sec): 3 clusters Score: Raw -12236121.726087 + Penalty 5571.101812 = -12230550.624274 nChanged 35 SP:Iteration 17Q (5976.470000 sec): 3 clusters Score: Raw -12236129.544500 + Penalty 5571.101812 = -12230558.442688 nChanged 30 SP:Iteration 18Q (5976.950000 sec): 3 clusters Score: Raw -12236134.796846 + Penalty 5571.101812 = -12230563.695033 nChanged 26 SP:Iteration 19Q (5977.480000 sec): 3 clusters Score: Raw -12236140.030884 + Penalty 5571.101812 = -12230568.929071 nChanged 20 SP:Iteration 20F (5978.060000 sec): 3 clusters Score: Raw -12236144.104375 + Penalty 5571.101812 = -12230573.002562 nChanged 10 SP:Iteration 21Q (5978.570000 sec): 3 clusters Score: Raw -12236145.805030 + Penalty 5571.101812 = -12230574.703217 nChanged 14 SP:Iteration 22Q (5979.090000 sec): 3 clusters Score: Raw -12236148.296545 + Penalty 5571.101812 = -12230577.194733 nChanged 14 SP:Iteration 23Q (5979.620000 sec): 3 clusters Score: Raw -12236150.306507 + Penalty 5571.101812 = -12230579.204694 nChanged 6 SP:Iteration 24Q (5980.130000 sec): 3 clusters Score: Raw -12236151.264394 + Penalty 5571.101812 = -12230580.162582 nChanged 5 SP:Iteration 25Q (5980.640000 sec): 3 clusters Score: Raw -12236151.867537 + Penalty 5571.101812 = -12230580.765725 nChanged 2 SP:Iteration 26Q (5981.120000 sec): 3 clusters Score: Raw -12236152.125804 + Penalty 5571.101812 = -12230581.023991 nChanged 1 SP:Iteration 27Q (5981.590000 sec): 3 clusters Score: Raw -12236152.281398 + Penalty 5571.101812 = -12230581.179585 nChanged 1 SP:Iteration 28Q (5982.070000 sec): 3 clusters Score: Raw -12236152.410947 + Penalty 5571.101812 = -12230581.309134 nChanged 0 SP:Iteration 29F (5982.610000 sec): 3 clusters Score: Raw -12236152.410947 + Penalty 5571.101812 = -12230581.309134 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (14315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5982.780000 sec): 2 clusters Score: Raw -2183447.204779 + Penalty 2373.127678 = -2181074.077101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5983.040000 sec): 3 clusters Score: Raw -2175466.080680 + Penalty 4746.255356 = -2170719.825324 nChanged 6129 SP:Iteration 1F (5983.290000 sec): 3 clusters Score: Raw -2179044.909390 + Penalty 4746.255356 = -2174298.654034 nChanged 1180 SP:Iteration 2F (5983.550000 sec): 3 clusters Score: Raw -2179976.627688 + Penalty 4746.255356 = -2175230.372332 nChanged 1215 SP:Iteration 3F (5983.790000 sec): 3 clusters Score: Raw -2181105.620787 + Penalty 4746.255356 = -2176359.365431 nChanged 1211 SP:Iteration 4F (5984.030000 sec): 3 clusters Score: Raw -2182237.534801 + Penalty 4746.255356 = -2177491.279445 nChanged 1096 SP:Iteration 5F (5984.300000 sec): 3 clusters Score: Raw -2183197.296221 + Penalty 4746.255356 = -2178451.040865 nChanged 821 SP:Iteration 6F (5984.530000 sec): 3 clusters Score: Raw -2183864.725066 + Penalty 4746.255356 = -2179118.469710 nChanged 572 SP:Iteration 7Q (5984.800000 sec): 3 clusters Score: Raw -2184340.785494 + Penalty 4746.255356 = -2179594.530138 nChanged 397 SP:Iteration 8Q (5985.020000 sec): 3 clusters Score: Raw -2184630.639472 + Penalty 4746.255356 = -2179884.384116 nChanged 253 SP:Iteration 9Q (5985.330000 sec): 3 clusters Score: Raw -2184797.838420 + Penalty 4746.255356 = -2180051.583064 nChanged 174 SP:Iteration 10Q (5985.570000 sec): 3 clusters Score: Raw -2184915.200415 + Penalty 4746.255356 = -2180168.945059 nChanged 152 SP:Iteration 11Q (5985.810000 sec): 3 clusters Score: Raw -2185007.245934 + Penalty 4746.255356 = -2180260.990578 nChanged 100 SP:Iteration 12Q (5986.060000 sec): 3 clusters Score: Raw -2185077.844497 + Penalty 4746.255356 = -2180331.589141 nChanged 88 SP:Iteration 13Q (5986.310000 sec): 3 clusters Score: Raw -2185137.531976 + Penalty 4746.255356 = -2180391.276620 nChanged 66 SP:Iteration 14Q (5986.550000 sec): 3 clusters Score: Raw -2185173.895177 + Penalty 4746.255356 = -2180427.639821 nChanged 54 SP:Iteration 15Q (5986.840000 sec): 3 clusters Score: Raw -2185202.653993 + Penalty 4746.255356 = -2180456.398637 nChanged 45 SP:Iteration 16Q (5987.070000 sec): 3 clusters Score: Raw -2185228.103672 + Penalty 4746.255356 = -2180481.848316 nChanged 38 SP:Iteration 17Q (5987.330000 sec): 3 clusters Score: Raw -2185245.960603 + Penalty 4746.255356 = -2180499.705248 nChanged 29 SP:Iteration 18Q (5987.520000 sec): 3 clusters Score: Raw -2185258.873146 + Penalty 4746.255356 = -2180512.617790 nChanged 26 SP:Iteration 19Q (5987.770000 sec): 3 clusters Score: Raw -2185267.500371 + Penalty 4746.255356 = -2180521.245016 nChanged 14 SP:Iteration 20F (5988.050000 sec): 3 clusters Score: Raw -2185271.474800 + Penalty 4746.255356 = -2180525.219445 nChanged 8 SP:Iteration 21Q (5988.270000 sec): 3 clusters Score: Raw -2185273.255087 + Penalty 4746.255356 = -2180526.999731 nChanged 4 SP:Iteration 22Q (5988.540000 sec): 3 clusters Score: Raw -2185274.471925 + Penalty 4746.255356 = -2180528.216570 nChanged 6 SP:Iteration 23Q (5988.800000 sec): 3 clusters Score: Raw -2185276.184566 + Penalty 4746.255356 = -2180529.929210 nChanged 11 SP:Iteration 24Q (5989.050000 sec): 3 clusters Score: Raw -2185280.987756 + Penalty 4746.255356 = -2180534.732400 nChanged 7 SP:Iteration 25Q (5989.280000 sec): 3 clusters Score: Raw -2185282.583785 + Penalty 4746.255356 = -2180536.328429 nChanged 4 SP:Iteration 26Q (5989.520000 sec): 3 clusters Score: Raw -2185283.642654 + Penalty 4746.255356 = -2180537.387298 nChanged 3 SP:Iteration 27Q (5989.780000 sec): 3 clusters Score: Raw -2185284.878992 + Penalty 4746.255356 = -2180538.623636 nChanged 2 SP:Iteration 28Q (5990.080000 sec): 3 clusters Score: Raw -2185285.508448 + Penalty 4746.255356 = -2180539.253092 nChanged 1 SP:Iteration 29Q (5990.300000 sec): 3 clusters Score: Raw -2185285.626254 + Penalty 4746.255356 = -2180539.370898 nChanged 0 SP:Iteration 30F (5990.570000 sec): 3 clusters Score: Raw -2185285.626254 + Penalty 4746.255356 = -2180539.370898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5990.680000 sec): 2 clusters Score: Raw -137338.924216 + Penalty 1699.618175 = -135639.306041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5990.880000 sec): 3 clusters Score: Raw -137234.121589 + Penalty 3399.236350 = -133834.885239 nChanged 281 SP:Iteration 1F (5991.080000 sec): 3 clusters Score: Raw -137756.045962 + Penalty 3399.236350 = -134356.809612 nChanged 112 SP:Iteration 2F (5991.240000 sec): 3 clusters Score: Raw -138048.176295 + Penalty 3399.236350 = -134648.939945 nChanged 90 SP:Iteration 3F (5991.440000 sec): 3 clusters Score: Raw -138287.120886 + Penalty 3399.236350 = -134887.884535 nChanged 67 SP:Iteration 4F (5991.600000 sec): 3 clusters Score: Raw -138491.349893 + Penalty 3399.236350 = -135092.113543 nChanged 51 SP:Iteration 5F (5991.800000 sec): 3 clusters Score: Raw -138592.846041 + Penalty 3399.236350 = -135193.609691 nChanged 17 SP:Iteration 6Q (5992.000000 sec): 3 clusters Score: Raw -138626.277150 + Penalty 3399.236350 = -135227.040800 nChanged 14 SP:Iteration 7Q (5992.170000 sec): 3 clusters Score: Raw -138660.203340 + Penalty 3399.236350 = -135260.966989 nChanged 11 SP:Iteration 8Q (5992.330000 sec): 3 clusters Score: Raw -138683.326338 + Penalty 3399.236350 = -135284.089988 nChanged 4 SP:Iteration 9Q (5992.560000 sec): 3 clusters Score: Raw -138689.689417 + Penalty 3399.236350 = -135290.453066 nChanged 1 SP:Iteration 10Q (5992.750000 sec): 3 clusters Score: Raw -138690.557291 + Penalty 3399.236350 = -135291.320940 nChanged 0 SP:Iteration 11F (5992.950000 sec): 3 clusters Score: Raw -138690.557291 + Penalty 3399.236350 = -135291.320940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5993.040000 sec): 2 clusters Score: Raw -33284.212817 + Penalty 1351.857536 = -31932.355281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5993.210000 sec): 3 clusters Score: Raw -33594.588644 + Penalty 2703.715073 = -30890.873571 nChanged 37 SP:Iteration 1F (5993.380000 sec): 3 clusters Score: Raw -33854.283550 + Penalty 2703.715073 = -31150.568477 nChanged 16 SP:Iteration 2F (5993.550000 sec): 3 clusters Score: Raw -33951.472604 + Penalty 2703.715073 = -31247.757531 nChanged 9 SP:Iteration 3Q (5993.750000 sec): 3 clusters Score: Raw -34056.678338 + Penalty 2703.715073 = -31352.963265 nChanged 7 SP:Iteration 4Q (5993.910000 sec): 3 clusters Score: Raw -34131.039651 + Penalty 2703.715073 = -31427.324578 nChanged 5 SP:Iteration 5Q (5994.150000 sec): 3 clusters Score: Raw -34164.913949 + Penalty 2703.715073 = -31461.198876 nChanged 7 SP:Iteration 6Q (5994.330000 sec): 3 clusters Score: Raw -34211.556867 + Penalty 2703.715073 = -31507.841794 nChanged 3 SP:Iteration 7Q (5994.450000 sec): 3 clusters Score: Raw -34234.880431 + Penalty 2703.715073 = -31531.165358 nChanged 1 SP:Iteration 8Q (5994.610000 sec): 3 clusters Score: Raw -34240.882105 + Penalty 2703.715073 = -31537.167032 nChanged 0 SP:Iteration 9F (5994.770000 sec): 3 clusters Score: Raw -34240.882105 + Penalty 2703.715073 = -31537.167032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5994.890000 sec): 2 clusters Score: Raw -377621.577378 + Penalty 1941.452217 = -375680.125161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.030000 sec): 3 clusters Score: Raw -376596.019996 + Penalty 3882.904434 = -372713.115562 nChanged 838 SP:Iteration 1F (5995.250000 sec): 3 clusters Score: Raw -377214.539617 + Penalty 3882.904434 = -373331.635183 nChanged 212 SP:Iteration 2F (5995.410000 sec): 3 clusters Score: Raw -377429.168214 + Penalty 3882.904434 = -373546.263780 nChanged 146 SP:Iteration 3F (5995.560000 sec): 3 clusters Score: Raw -377598.038210 + Penalty 3882.904434 = -373715.133776 nChanged 139 SP:Iteration 4F (5995.740000 sec): 3 clusters Score: Raw -377758.794592 + Penalty 3882.904434 = -373875.890158 nChanged 138 SP:Iteration 5F (5995.930000 sec): 3 clusters Score: Raw -377897.452199 + Penalty 3882.904434 = -374014.547765 nChanged 107 SP:Iteration 6Q (5996.070000 sec): 3 clusters Score: Raw -378006.382023 + Penalty 3882.904434 = -374123.477588 nChanged 91 SP:Iteration 7Q (5996.210000 sec): 3 clusters Score: Raw -378079.084723 + Penalty 3882.904434 = -374196.180288 nChanged 51 SP:Iteration 8Q (5996.360000 sec): 3 clusters Score: Raw -378122.208252 + Penalty 3882.904434 = -374239.303818 nChanged 46 SP:Iteration 9Q (5996.490000 sec): 3 clusters Score: Raw -378161.967969 + Penalty 3882.904434 = -374279.063535 nChanged 40 SP:Iteration 10Q (5996.660000 sec): 3 clusters Score: Raw -378190.253641 + Penalty 3882.904434 = -374307.349207 nChanged 39 SP:Iteration 11Q (5996.840000 sec): 3 clusters Score: Raw -378217.185570 + Penalty 3882.904434 = -374334.281136 nChanged 35 SP:Iteration 12Q (5997.010000 sec): 3 clusters Score: Raw -378242.027761 + Penalty 3882.904434 = -374359.123327 nChanged 24 SP:Iteration 13Q (5997.210000 sec): 3 clusters Score: Raw -378256.858713 + Penalty 3882.904434 = -374373.954279 nChanged 16 SP:Iteration 14Q (5997.370000 sec): 3 clusters Score: Raw -378268.231763 + Penalty 3882.904434 = -374385.327329 nChanged 14 SP:Iteration 15Q (5997.550000 sec): 3 clusters Score: Raw -378277.239233 + Penalty 3882.904434 = -374394.334799 nChanged 11 SP:Iteration 16Q (5997.730000 sec): 3 clusters Score: Raw -378285.164781 + Penalty 3882.904434 = -374402.260347 nChanged 12 SP:Iteration 17Q (5997.940000 sec): 3 clusters Score: Raw -378292.996857 + Penalty 3882.904434 = -374410.092423 nChanged 5 SP:Iteration 18Q (5998.080000 sec): 3 clusters Score: Raw -378296.411994 + Penalty 3882.904434 = -374413.507560 nChanged 5 SP:Iteration 19Q (5998.320000 sec): 3 clusters Score: Raw -378299.265335 + Penalty 3882.904434 = -374416.360900 nChanged 2 SP:Iteration 20F (5998.510000 sec): 3 clusters Score: Raw -378300.986786 + Penalty 3882.904434 = -374418.082352 nChanged 4 SP:Iteration 21Q (5998.660000 sec): 3 clusters Score: Raw -378303.385429 + Penalty 3882.904434 = -374420.480995 nChanged 0 SP:Iteration 22F (5998.850000 sec): 3 clusters Score: Raw -378303.385429 + Penalty 3882.904434 = -374420.480995 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5998.920000 sec): 2 clusters Score: Raw -20675.268818 + Penalty 1285.082320 = -19390.186497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5999.060000 sec): 3 clusters Score: Raw -21139.325559 + Penalty 2570.164641 = -18569.160918 nChanged 27 SP:Iteration 1F (5999.250000 sec): 3 clusters Score: Raw -21276.422139 + Penalty 2570.164641 = -18706.257498 nChanged 8 SP:Iteration 2Q (5999.410000 sec): 3 clusters Score: Raw -21315.323205 + Penalty 2570.164641 = -18745.158564 nChanged 4 SP:Iteration 3Q (5999.600000 sec): 3 clusters Score: Raw -21332.467829 + Penalty 2570.164641 = -18762.303188 nChanged 1 SP:Iteration 4Q (5999.800000 sec): 3 clusters Score: Raw -21338.750744 + Penalty 2570.164641 = -18768.586103 nChanged 3 SP:Iteration 5Q (5999.950000 sec): 3 clusters Score: Raw -21350.557964 + Penalty 2570.164641 = -18780.393323 nChanged 1 SP:Iteration 6Q (6000.110000 sec): 3 clusters Score: Raw -21351.761600 + Penalty 2570.164641 = -18781.596960 nChanged 1 SP:Iteration 7Q (6000.310000 sec): 3 clusters Score: Raw -21353.788761 + Penalty 2570.164641 = -18783.624120 nChanged 0 SP:Iteration 8F (6000.470000 sec): 3 clusters Score: Raw -21353.788761 + Penalty 2570.164641 = -18783.624120 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6000.570000 sec): 2 clusters Score: Raw -24816.303860 + Penalty 1326.082668 = -23490.221192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6000.720000 sec): 3 clusters Score: Raw -25104.807355 + Penalty 2652.165335 = -22452.642020 nChanged 38 SP:Iteration 1F (6000.920000 sec): 3 clusters Score: Raw -25347.744227 + Penalty 2652.165335 = -22695.578892 nChanged 14 SP:Iteration 2F (6001.070000 sec): 3 clusters Score: Raw -25450.768039 + Penalty 2652.165335 = -22798.602703 nChanged 3 SP:Iteration 3Q (6001.260000 sec): 3 clusters Score: Raw -25494.887576 + Penalty 2652.165335 = -22842.722241 nChanged 6 SP:Iteration 4Q (6001.400000 sec): 3 clusters Score: Raw -25562.494144 + Penalty 2652.165335 = -22910.328809 nChanged 6 SP:Iteration 5Q (6001.540000 sec): 3 clusters Score: Raw -25618.301865 + Penalty 2652.165335 = -22966.136529 nChanged 0 SP:Iteration 6F (6001.730000 sec): 3 clusters Score: Raw -25618.301865 + Penalty 2652.165335 = -22966.136529 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6001.810000 sec): 2 clusters Score: Raw -160268.188895 + Penalty 1726.636379 = -158541.552516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6002.020000 sec): 3 clusters Score: Raw -160066.309773 + Penalty 3453.272758 = -156613.037015 nChanged 292 SP:Iteration 1F (6002.180000 sec): 3 clusters Score: Raw -160531.622666 + Penalty 3453.272758 = -157078.349908 nChanged 95 SP:Iteration 2F (6002.370000 sec): 3 clusters Score: Raw -160694.272639 + Penalty 3453.272758 = -157240.999881 nChanged 52 SP:Iteration 3Q (6002.530000 sec): 3 clusters Score: Raw -160784.955262 + Penalty 3453.272758 = -157331.682504 nChanged 44 SP:Iteration 4Q (6002.710000 sec): 3 clusters Score: Raw -160844.259107 + Penalty 3453.272758 = -157390.986349 nChanged 20 SP:Iteration 5Q (6002.870000 sec): 3 clusters Score: Raw -160869.363691 + Penalty 3453.272758 = -157416.090933 nChanged 18 SP:Iteration 6Q (6003.030000 sec): 3 clusters Score: Raw -160897.884021 + Penalty 3453.272758 = -157444.611263 nChanged 17 SP:Iteration 7Q (6003.210000 sec): 3 clusters Score: Raw -160923.442089 + Penalty 3453.272758 = -157470.169330 nChanged 14 SP:Iteration 8Q (6003.390000 sec): 3 clusters Score: Raw -160941.584529 + Penalty 3453.272758 = -157488.311771 nChanged 7 SP:Iteration 9Q (6003.570000 sec): 3 clusters Score: Raw -160947.947303 + Penalty 3453.272758 = -157494.674545 nChanged 5 SP:Iteration 10Q (6003.780000 sec): 3 clusters Score: Raw -160953.805235 + Penalty 3453.272758 = -157500.532477 nChanged 3 SP:Iteration 11Q (6003.900000 sec): 3 clusters Score: Raw -160957.730966 + Penalty 3453.272758 = -157504.458207 nChanged 1 SP:Iteration 12Q (6004.100000 sec): 3 clusters Score: Raw -160958.576271 + Penalty 3453.272758 = -157505.303513 nChanged 2 SP:Iteration 13Q (6004.250000 sec): 3 clusters Score: Raw -160961.330977 + Penalty 3453.272758 = -157508.058218 nChanged 2 SP:Iteration 14Q (6004.420000 sec): 3 clusters Score: Raw -160962.834898 + Penalty 3453.272758 = -157509.562139 nChanged 2 SP:Iteration 15Q (6004.590000 sec): 3 clusters Score: Raw -160965.762841 + Penalty 3453.272758 = -157512.490083 nChanged 2 SP:Iteration 16Q (6004.760000 sec): 3 clusters Score: Raw -160967.606623 + Penalty 3453.272758 = -157514.333865 nChanged 3 SP:Iteration 17Q (6004.920000 sec): 3 clusters Score: Raw -160972.136926 + Penalty 3453.272758 = -157518.864167 nChanged 5 SP:Iteration 18Q (6005.090000 sec): 3 clusters Score: Raw -160977.907350 + Penalty 3453.272758 = -157524.634592 nChanged 2 SP:Iteration 19Q (6005.240000 sec): 3 clusters Score: Raw -160979.913665 + Penalty 3453.272758 = -157526.640907 nChanged 3 SP:Iteration 20F (6005.440000 sec): 3 clusters Score: Raw -160983.182697 + Penalty 3453.272758 = -157529.909939 nChanged 2 SP:Iteration 21Q (6005.590000 sec): 3 clusters Score: Raw -160986.417402 + Penalty 3453.272758 = -157533.144644 nChanged 2 SP:Iteration 22Q (6005.760000 sec): 3 clusters Score: Raw -160989.606061 + Penalty 3453.272758 = -157536.333303 nChanged 2 SP:Iteration 23Q (6005.910000 sec): 3 clusters Score: Raw -160991.455149 + Penalty 3453.272758 = -157538.182391 nChanged 2 SP:Iteration 24Q (6006.120000 sec): 3 clusters Score: Raw -161004.358280 + Penalty 3453.272758 = -157551.085521 nChanged 5 SP:Iteration 25Q (6006.310000 sec): 3 clusters Score: Raw -161011.014285 + Penalty 3453.272758 = -157557.741527 nChanged 4 SP:Iteration 26Q (6006.470000 sec): 3 clusters Score: Raw -161016.462865 + Penalty 3453.272758 = -157563.190107 nChanged 4 SP:Iteration 27Q (6006.670000 sec): 3 clusters Score: Raw -161020.825456 + Penalty 3453.272758 = -157567.552697 nChanged 4 SP:Iteration 28Q (6006.870000 sec): 3 clusters Score: Raw -161027.731418 + Penalty 3453.272758 = -157574.458659 nChanged 4 SP:Iteration 29Q (6007.010000 sec): 3 clusters Score: Raw -161034.639981 + Penalty 3453.272758 = -157581.367223 nChanged 2 SP:Iteration 30Q (6007.230000 sec): 3 clusters Score: Raw -161035.939263 + Penalty 3453.272758 = -157582.666505 nChanged 1 SP:Iteration 31Q (6007.390000 sec): 3 clusters Score: Raw -161037.377999 + Penalty 3453.272758 = -157584.105241 nChanged 1 SP:Iteration 32Q (6007.610000 sec): 3 clusters Score: Raw -161039.106365 + Penalty 3453.272758 = -157585.833607 nChanged 1 SP:Iteration 33Q (6007.760000 sec): 3 clusters Score: Raw -161041.131405 + Penalty 3453.272758 = -157587.858647 nChanged 3 SP:Iteration 34Q (6007.930000 sec): 3 clusters Score: Raw -161044.740471 + Penalty 3453.272758 = -157591.467713 nChanged 2 SP:Iteration 35Q (6008.150000 sec): 3 clusters Score: Raw -161046.104799 + Penalty 3453.272758 = -157592.832041 nChanged 0 SP:Iteration 36F (6008.350000 sec): 3 clusters Score: Raw -161046.104799 + Penalty 3453.272758 = -157592.832041 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (170623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6009.190000 sec): 2 clusters Score: Raw -27060621.969119 + Penalty 2987.708507 = -27057634.260612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6010.230000 sec): 3 clusters Score: Raw -26949465.635962 + Penalty 5975.417015 = -26943490.218948 nChanged 81827 SP:Iteration 1F (6011.210000 sec): 3 clusters Score: Raw -26997936.924559 + Penalty 5975.417015 = -26991961.507544 nChanged 6274 SP:Iteration 2Q (6012.300000 sec): 3 clusters Score: Raw -27000589.667929 + Penalty 5975.417015 = -26994614.250914 nChanged 8222 SP:Iteration 3Q (6013.410000 sec): 3 clusters Score: Raw -27005098.318180 + Penalty 5975.417015 = -26999122.901165 nChanged 10901 SP:Iteration 4F (6014.490000 sec): 3 clusters Score: Raw -27011882.974203 + Penalty 5975.417015 = -27005907.557189 nChanged 13539 SP:Iteration 5F (6015.550000 sec): 3 clusters Score: Raw -27021571.455344 + Penalty 5975.417015 = -27015596.038329 nChanged 14403 SP:Iteration 6F (6016.590000 sec): 3 clusters Score: Raw -27032974.013403 + Penalty 5975.417015 = -27026998.596389 nChanged 12603 SP:Iteration 7F (6017.600000 sec): 3 clusters Score: Raw -27043992.573252 + Penalty 5975.417015 = -27038017.156237 nChanged 9136 SP:Iteration 8F (6018.640000 sec): 3 clusters Score: Raw -27053200.017063 + Penalty 5975.417015 = -27047224.600048 nChanged 5642 SP:Iteration 9Q (6019.800000 sec): 3 clusters Score: Raw -27058321.719499 + Penalty 5975.417015 = -27052346.302484 nChanged 3735 SP:Iteration 10Q (6020.830000 sec): 3 clusters Score: Raw -27060553.903492 + Penalty 5975.417015 = -27054578.486477 nChanged 2762 SP:Iteration 11Q (6021.780000 sec): 3 clusters Score: Raw -27061960.949443 + Penalty 5975.417015 = -27055985.532428 nChanged 2356 SP:Iteration 12Q (6022.820000 sec): 3 clusters Score: Raw -27062972.299051 + Penalty 5975.417015 = -27056996.882037 nChanged 1864 SP:Iteration 13Q (6023.830000 sec): 3 clusters Score: Raw -27063655.976215 + Penalty 5975.417015 = -27057680.559201 nChanged 1533 SP:Iteration 14Q (6024.850000 sec): 3 clusters Score: Raw -27064137.268108 + Penalty 5975.417015 = -27058161.851093 nChanged 1294 SP:Iteration 15Q (6025.800000 sec): 3 clusters Score: Raw -27064488.371502 + Penalty 5975.417015 = -27058512.954488 nChanged 1131 SP:Iteration 16Q (6026.770000 sec): 3 clusters Score: Raw -27064771.020172 + Penalty 5975.417015 = -27058795.603158 nChanged 983 SP:Iteration 17Q (6027.720000 sec): 3 clusters Score: Raw -27064999.881227 + Penalty 5975.417015 = -27059024.464212 nChanged 880 SP:Iteration 18Q (6028.710000 sec): 3 clusters Score: Raw -27065185.164417 + Penalty 5975.417015 = -27059209.747403 nChanged 731 SP:Iteration 19Q (6029.680000 sec): 3 clusters Score: Raw -27065320.517138 + Penalty 5975.417015 = -27059345.100123 nChanged 641 SP:Iteration 20F (6030.740000 sec): 3 clusters Score: Raw -27065431.970313 + Penalty 5975.417015 = -27059456.553298 nChanged 596 SP:Iteration 21Q (6031.760000 sec): 3 clusters Score: Raw -27065526.039063 + Penalty 5975.417015 = -27059550.622048 nChanged 528 SP:Iteration 22Q (6032.690000 sec): 3 clusters Score: Raw -27065599.453346 + Penalty 5975.417015 = -27059624.036332 nChanged 417 SP:Iteration 23Q (6033.610000 sec): 3 clusters Score: Raw -27065652.476915 + Penalty 5975.417015 = -27059677.059901 nChanged 344 SP:Iteration 24Q (6034.580000 sec): 3 clusters Score: Raw -27065690.391818 + Penalty 5975.417015 = -27059714.974804 nChanged 299 SP:Iteration 25Q (6035.460000 sec): 3 clusters Score: Raw -27065721.039691 + Penalty 5975.417015 = -27059745.622676 nChanged 257 SP:Iteration 26Q (6036.380000 sec): 3 clusters Score: Raw -27065744.817426 + Penalty 5975.417015 = -27059769.400411 nChanged 203 SP:Iteration 27Q (6037.290000 sec): 3 clusters Score: Raw -27065761.113910 + Penalty 5975.417015 = -27059785.696896 nChanged 182 SP:Iteration 28Q (6038.340000 sec): 3 clusters Score: Raw -27065776.802463 + Penalty 5975.417015 = -27059801.385448 nChanged 169 SP:Iteration 29Q (6039.290000 sec): 3 clusters Score: Raw -27065791.113041 + Penalty 5975.417015 = -27059815.696026 nChanged 171 SP:Iteration 30Q (6040.250000 sec): 3 clusters Score: Raw -27065805.552855 + Penalty 5975.417015 = -27059830.135840 nChanged 151 SP:Iteration 31Q (6041.260000 sec): 3 clusters Score: Raw -27065816.827519 + Penalty 5975.417015 = -27059841.410504 nChanged 153 SP:Iteration 32Q (6042.170000 sec): 3 clusters Score: Raw -27065827.934606 + Penalty 5975.417015 = -27059852.517591 nChanged 136 SP:Iteration 33Q (6043.130000 sec): 3 clusters Score: Raw -27065838.667568 + Penalty 5975.417015 = -27059863.250553 nChanged 123 SP:Iteration 34Q (6044.060000 sec): 3 clusters Score: Raw -27065846.070118 + Penalty 5975.417015 = -27059870.653103 nChanged 107 SP:Iteration 35Q (6045.050000 sec): 3 clusters Score: Raw -27065852.703933 + Penalty 5975.417015 = -27059877.286918 nChanged 97 SP:Iteration 36Q (6046.060000 sec): 3 clusters Score: Raw -27065859.516352 + Penalty 5975.417015 = -27059884.099337 nChanged 106 SP:Iteration 37Q (6047.030000 sec): 3 clusters Score: Raw -27065866.078304 + Penalty 5975.417015 = -27059890.661289 nChanged 93 SP:Iteration 38Q (6047.960000 sec): 3 clusters Score: Raw -27065871.628895 + Penalty 5975.417015 = -27059896.211881 nChanged 78 SP:Iteration 39Q (6048.980000 sec): 3 clusters Score: Raw -27065875.796034 + Penalty 5975.417015 = -27059900.379020 nChanged 76 SP:Iteration 40F (6050.060000 sec): 3 clusters Score: Raw -27065880.090959 + Penalty 5975.417015 = -27059904.673944 nChanged 75 SP:Iteration 41Q (6050.980000 sec): 3 clusters Score: Raw -27065884.591470 + Penalty 5975.417015 = -27059909.174455 nChanged 68 SP:Iteration 42Q (6052.080000 sec): 3 clusters Score: Raw -27065888.984741 + Penalty 5975.417015 = -27059913.567726 nChanged 59 SP:Iteration 43Q (6053.170000 sec): 3 clusters Score: Raw -27065892.704941 + Penalty 5975.417015 = -27059917.287927 nChanged 69 SP:Iteration 44Q (6054.160000 sec): 3 clusters Score: Raw -27065897.398745 + Penalty 5975.417015 = -27059921.981730 nChanged 65 SP:Iteration 45Q (6055.150000 sec): 3 clusters Score: Raw -27065901.497952 + Penalty 5975.417015 = -27059926.080937 nChanged 53 SP:Iteration 46Q (6056.260000 sec): 3 clusters Score: Raw -27065904.387303 + Penalty 5975.417015 = -27059928.970288 nChanged 56 SP:Iteration 47Q (6057.300000 sec): 3 clusters Score: Raw -27065906.867238 + Penalty 5975.417015 = -27059931.450223 nChanged 47 SP:Iteration 48Q (6058.350000 sec): 3 clusters Score: Raw -27065909.056904 + Penalty 5975.417015 = -27059933.639889 nChanged 41 SP:Iteration 49Q (6059.330000 sec): 3 clusters Score: Raw -27065910.984805 + Penalty 5975.417015 = -27059935.567790 nChanged 41 SP:Iteration 50Q (6060.250000 sec): 3 clusters Score: Raw -27065912.852089 + Penalty 5975.417015 = -27059937.435074 nChanged 36 SP:Iteration 51Q (6061.170000 sec): 3 clusters Score: Raw -27065914.371923 + Penalty 5975.417015 = -27059938.954908 nChanged 39 SP:Iteration 52Q (6062.090000 sec): 3 clusters Score: Raw -27065916.126239 + Penalty 5975.417015 = -27059940.709224 nChanged 33 SP:Iteration 53Q (6063.160000 sec): 3 clusters Score: Raw -27065917.618690 + Penalty 5975.417015 = -27059942.201675 nChanged 27 SP:Iteration 54Q (6064.180000 sec): 3 clusters Score: Raw -27065918.600846 + Penalty 5975.417015 = -27059943.183831 nChanged 22 SP:Iteration 55Q (6065.140000 sec): 3 clusters Score: Raw -27065919.540575 + Penalty 5975.417015 = -27059944.123560 nChanged 25 SP:Iteration 56Q (6066.120000 sec): 3 clusters Score: Raw -27065920.851214 + Penalty 5975.417015 = -27059945.434199 nChanged 31 SP:Iteration 57Q (6067.130000 sec): 3 clusters Score: Raw -27065922.555607 + Penalty 5975.417015 = -27059947.138592 nChanged 25 SP:Iteration 58Q (6068.150000 sec): 3 clusters Score: Raw -27065923.685535 + Penalty 5975.417015 = -27059948.268520 nChanged 24 SP:Iteration 59Q (6069.040000 sec): 3 clusters Score: Raw -27065924.568519 + Penalty 5975.417015 = -27059949.151505 nChanged 20 SP:Iteration 60F (6070.050000 sec): 3 clusters Score: Raw -27065925.283321 + Penalty 5975.417015 = -27059949.866307 nChanged 19 SP:Iteration 61Q (6070.920000 sec): 3 clusters Score: Raw -27065926.012760 + Penalty 5975.417015 = -27059950.595746 nChanged 11 SP:Iteration 62Q (6071.870000 sec): 3 clusters Score: Raw -27065926.448243 + Penalty 5975.417015 = -27059951.031228 nChanged 14 SP:Iteration 63Q (6072.750000 sec): 3 clusters Score: Raw -27065927.091561 + Penalty 5975.417015 = -27059951.674546 nChanged 14 SP:Iteration 64Q (6073.710000 sec): 3 clusters Score: Raw -27065927.725378 + Penalty 5975.417015 = -27059952.308363 nChanged 19 SP:Iteration 65Q (6074.630000 sec): 3 clusters Score: Raw -27065928.733304 + Penalty 5975.417015 = -27059953.316289 nChanged 21 SP:Iteration 66Q (6075.540000 sec): 3 clusters Score: Raw -27065929.759957 + Penalty 5975.417015 = -27059954.342943 nChanged 20 SP:Iteration 67Q (6076.510000 sec): 3 clusters Score: Raw -27065930.437626 + Penalty 5975.417015 = -27059955.020612 nChanged 15 SP:Iteration 68Q (6077.490000 sec): 3 clusters Score: Raw -27065930.964542 + Penalty 5975.417015 = -27059955.547527 nChanged 14 SP:Iteration 69Q (6078.400000 sec): 3 clusters Score: Raw -27065931.360830 + Penalty 5975.417015 = -27059955.943815 nChanged 12 SP:Iteration 70Q (6079.380000 sec): 3 clusters Score: Raw -27065931.695755 + Penalty 5975.417015 = -27059956.278740 nChanged 12 SP:Iteration 71Q (6080.320000 sec): 3 clusters Score: Raw -27065932.274751 + Penalty 5975.417015 = -27059956.857736 nChanged 9 SP:Iteration 72Q (6081.330000 sec): 3 clusters Score: Raw -27065932.612912 + Penalty 5975.417015 = -27059957.195898 nChanged 6 SP:Iteration 73Q (6082.260000 sec): 3 clusters Score: Raw -27065932.863943 + Penalty 5975.417015 = -27059957.446928 nChanged 5 SP:Iteration 74Q (6083.330000 sec): 3 clusters Score: Raw -27065933.031254 + Penalty 5975.417015 = -27059957.614239 nChanged 3 SP:Iteration 75Q (6084.350000 sec): 3 clusters Score: Raw -27065933.168207 + Penalty 5975.417015 = -27059957.751192 nChanged 4 SP:Iteration 76Q (6085.400000 sec): 3 clusters Score: Raw -27065933.262525 + Penalty 5975.417015 = -27059957.845511 nChanged 3 SP:Iteration 77Q (6086.370000 sec): 3 clusters Score: Raw -27065933.377651 + Penalty 5975.417015 = -27059957.960636 nChanged 4 SP:Iteration 78Q (6087.290000 sec): 3 clusters Score: Raw -27065933.482208 + Penalty 5975.417015 = -27059958.065193 nChanged 3 SP:Iteration 79Q (6088.220000 sec): 3 clusters Score: Raw -27065933.554049 + Penalty 5975.417015 = -27059958.137034 nChanged 1 SP:Iteration 80F (6089.260000 sec): 3 clusters Score: Raw -27065933.602936 + Penalty 5975.417015 = -27059958.185921 nChanged 1 SP:Iteration 81Q (6090.160000 sec): 3 clusters Score: Raw -27065933.635157 + Penalty 5975.417015 = -27059958.218142 nChanged 1 SP:Iteration 82Q (6091.070000 sec): 3 clusters Score: Raw -27065933.651290 + Penalty 5975.417015 = -27059958.234275 nChanged 0 SP:Iteration 83F (6092.110000 sec): 3 clusters Score: Raw -27065933.651290 + Penalty 5975.417015 = -27059958.234275 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 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6092.290000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6092.440000 sec): 3 clusters Score: Raw -71913.255445 + Penalty 3004.164871 = -68909.090575 nChanged 73 SP:Iteration 1F (6092.620000 sec): 3 clusters Score: Raw -72087.915907 + Penalty 3004.164871 = -69083.751036 nChanged 15 SP:Iteration 2Q (6092.790000 sec): 3 clusters Score: Raw -72150.680552 + Penalty 3004.164871 = -69146.515682 nChanged 6 SP:Iteration 3Q (6092.990000 sec): 3 clusters Score: Raw -72165.854235 + Penalty 3004.164871 = -69161.689365 nChanged 2 SP:Iteration 4Q (6093.170000 sec): 3 clusters Score: Raw -72169.658653 + Penalty 3004.164871 = -69165.493782 nChanged 3 SP:Iteration 5Q (6093.370000 sec): 3 clusters Score: Raw -72173.681179 + Penalty 3004.164871 = -69169.516308 nChanged 1 SP:Iteration 6Q (6093.540000 sec): 3 clusters Score: Raw -72174.905066 + Penalty 3004.164871 = -69170.740196 nChanged 1 SP:Iteration 7Q (6093.750000 sec): 3 clusters Score: Raw -72176.603063 + Penalty 3004.164871 = -69172.438193 nChanged 0 SP:Iteration 8F (6093.930000 sec): 3 clusters Score: Raw -72176.603063 + Penalty 3004.164871 = -69172.438193 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6094.090000 sec): 2 clusters Score: Raw -2610637.747285 + Penalty 2409.152013 = -2608228.595272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6094.330000 sec): 3 clusters Score: Raw -2601220.720517 + Penalty 4818.304026 = -2596402.416491 nChanged 7144 SP:Iteration 1F (6094.620000 sec): 3 clusters Score: Raw -2605171.224510 + Penalty 4818.304026 = -2600352.920484 nChanged 969 SP:Iteration 2F (6094.940000 sec): 3 clusters Score: Raw -2605542.537611 + Penalty 4818.304026 = -2600724.233584 nChanged 758 SP:Iteration 3Q (6095.250000 sec): 3 clusters Score: Raw -2605798.566099 + Penalty 4818.304026 = -2600980.262073 nChanged 606 SP:Iteration 4Q (6095.550000 sec): 3 clusters Score: Raw -2606011.761952 + Penalty 4818.304026 = -2601193.457926 nChanged 568 SP:Iteration 5Q (6095.790000 sec): 3 clusters Score: Raw -2606206.723712 + Penalty 4818.304026 = -2601388.419686 nChanged 534 SP:Iteration 6Q (6096.100000 sec): 3 clusters Score: Raw -2606401.482004 + Penalty 4818.304026 = -2601583.177978 nChanged 570 SP:Iteration 7Q (6096.340000 sec): 3 clusters Score: Raw -2606616.640098 + Penalty 4818.304026 = -2601798.336072 nChanged 569 SP:Iteration 8Q (6096.610000 sec): 3 clusters Score: Raw -2606833.094909 + Penalty 4818.304026 = -2602014.790883 nChanged 559 SP:Iteration 9Q (6096.900000 sec): 3 clusters Score: Raw -2607043.502809 + Penalty 4818.304026 = -2602225.198783 nChanged 572 SP:Iteration 10Q (6097.200000 sec): 3 clusters Score: Raw -2607272.377415 + Penalty 4818.304026 = -2602454.073389 nChanged 609 SP:Iteration 11Q (6097.490000 sec): 3 clusters Score: Raw -2607527.934229 + Penalty 4818.304026 = -2602709.630203 nChanged 638 SP:Iteration 12Q (6097.750000 sec): 3 clusters Score: Raw -2607827.057348 + Penalty 4818.304026 = -2603008.753322 nChanged 634 SP:Iteration 13Q (6098.030000 sec): 3 clusters Score: Raw -2608131.413097 + Penalty 4818.304026 = -2603313.109071 nChanged 581 SP:Iteration 14Q (6098.310000 sec): 3 clusters Score: Raw -2608421.194072 + Penalty 4818.304026 = -2603602.890046 nChanged 584 SP:Iteration 15Q (6098.560000 sec): 3 clusters Score: Raw -2608738.470944 + Penalty 4818.304026 = -2603920.166918 nChanged 587 SP:Iteration 16Q (6098.830000 sec): 3 clusters Score: Raw -2609059.274551 + Penalty 4818.304026 = -2604240.970525 nChanged 548 SP:Iteration 17Q (6099.100000 sec): 3 clusters Score: Raw -2609384.952576 + Penalty 4818.304026 = -2604566.648550 nChanged 475 SP:Iteration 18Q (6099.360000 sec): 3 clusters Score: Raw -2609672.307534 + Penalty 4818.304026 = -2604854.003508 nChanged 413 SP:Iteration 19Q (6099.630000 sec): 3 clusters Score: Raw -2609948.488790 + Penalty 4818.304026 = -2605130.184764 nChanged 371 SP:Iteration 20F (6099.940000 sec): 3 clusters Score: Raw -2610192.093024 + Penalty 4818.304026 = -2605373.788998 nChanged 276 SP:Iteration 21Q (6100.200000 sec): 3 clusters Score: Raw -2610385.091438 + Penalty 4818.304026 = -2605566.787412 nChanged 220 SP:Iteration 22Q (6100.470000 sec): 3 clusters Score: Raw -2610538.415644 + Penalty 4818.304026 = -2605720.111618 nChanged 162 SP:Iteration 23Q (6100.740000 sec): 3 clusters Score: Raw -2610648.323350 + Penalty 4818.304026 = -2605830.019324 nChanged 119 SP:Iteration 24Q (6101.020000 sec): 3 clusters Score: Raw -2610729.374298 + Penalty 4818.304026 = -2605911.070272 nChanged 78 SP:Iteration 25Q (6101.320000 sec): 3 clusters Score: Raw -2610788.563623 + Penalty 4818.304026 = -2605970.259597 nChanged 58 SP:Iteration 26Q (6101.560000 sec): 3 clusters Score: Raw -2610829.206281 + Penalty 4818.304026 = -2606010.902255 nChanged 42 SP:Iteration 27Q (6101.790000 sec): 3 clusters Score: Raw -2610862.702059 + Penalty 4818.304026 = -2606044.398033 nChanged 35 SP:Iteration 28Q (6102.070000 sec): 3 clusters Score: Raw -2610889.661205 + Penalty 4818.304026 = -2606071.357179 nChanged 36 SP:Iteration 29Q (6102.330000 sec): 3 clusters Score: Raw -2610916.955267 + Penalty 4818.304026 = -2606098.651240 nChanged 31 SP:Iteration 30Q (6102.590000 sec): 3 clusters Score: Raw -2610936.386264 + Penalty 4818.304026 = -2606118.082238 nChanged 14 SP:Iteration 31Q (6102.870000 sec): 3 clusters Score: Raw -2610947.543258 + Penalty 4818.304026 = -2606129.239232 nChanged 12 SP:Iteration 32Q (6103.170000 sec): 3 clusters Score: Raw -2610958.193062 + Penalty 4818.304026 = -2606139.889036 nChanged 14 SP:Iteration 33Q (6103.440000 sec): 3 clusters Score: Raw -2610969.641217 + Penalty 4818.304026 = -2606151.337191 nChanged 11 SP:Iteration 34Q (6103.730000 sec): 3 clusters Score: Raw -2610979.310421 + Penalty 4818.304026 = -2606161.006395 nChanged 9 SP:Iteration 35Q (6103.950000 sec): 3 clusters Score: Raw -2610987.881695 + Penalty 4818.304026 = -2606169.577669 nChanged 4 SP:Iteration 36Q (6104.220000 sec): 3 clusters Score: Raw -2610991.001936 + Penalty 4818.304026 = -2606172.697910 nChanged 3 SP:Iteration 37Q (6104.580000 sec): 3 clusters Score: Raw -2610993.852874 + Penalty 4818.304026 = -2606175.548848 nChanged 5 SP:Iteration 38Q (6104.820000 sec): 3 clusters Score: Raw -2610997.016625 + Penalty 4818.304026 = -2606178.712599 nChanged 5 SP:Iteration 39Q (6105.070000 sec): 3 clusters Score: Raw -2610999.975843 + Penalty 4818.304026 = -2606181.671817 nChanged 5 SP:Iteration 40F (6105.330000 sec): 3 clusters Score: Raw -2611005.068994 + Penalty 4818.304026 = -2606186.764968 nChanged 4 SP:Iteration 41Q (6105.600000 sec): 3 clusters Score: Raw -2611010.217237 + Penalty 4818.304026 = -2606191.913211 nChanged 3 SP:Iteration 42Q (6105.870000 sec): 3 clusters Score: Raw -2611012.671451 + Penalty 4818.304026 = -2606194.367425 nChanged 4 SP:Iteration 43Q (6106.100000 sec): 3 clusters Score: Raw -2611015.028198 + Penalty 4818.304026 = -2606196.724171 nChanged 1 SP:Iteration 44Q (6106.340000 sec): 3 clusters Score: Raw -2611016.055987 + Penalty 4818.304026 = -2606197.751961 nChanged 1 SP:Iteration 45Q (6106.610000 sec): 3 clusters Score: Raw -2611016.791760 + Penalty 4818.304026 = -2606198.487734 nChanged 1 SP:Iteration 46Q (6106.850000 sec): 3 clusters Score: Raw -2611017.953754 + Penalty 4818.304026 = -2606199.649728 nChanged 1 SP:Iteration 47Q (6107.100000 sec): 3 clusters Score: Raw -2611018.503906 + Penalty 4818.304026 = -2606200.199879 nChanged 0 SP:Iteration 48F (6107.370000 sec): 3 clusters Score: Raw -2611018.503906 + Penalty 4818.304026 = -2606200.199879 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (84339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6107.860000 sec): 2 clusters Score: Raw -13493899.633571 + Penalty 2812.964718 = -13491086.668853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6108.450000 sec): 3 clusters Score: Raw -13440083.317110 + Penalty 5625.929437 = -13434457.387673 nChanged 39728 SP:Iteration 1F (6109.040000 sec): 3 clusters Score: Raw -13462604.742332 + Penalty 5625.929437 = -13456978.812895 nChanged 2642 SP:Iteration 2Q (6109.660000 sec): 3 clusters Score: Raw -13463181.515773 + Penalty 5625.929437 = -13457555.586336 nChanged 2661 SP:Iteration 3Q (6110.340000 sec): 3 clusters Score: Raw -13463813.395748 + Penalty 5625.929437 = -13458187.466312 nChanged 2764 SP:Iteration 4Q (6111.010000 sec): 3 clusters Score: Raw -13464509.210354 + Penalty 5625.929437 = -13458883.280917 nChanged 2962 SP:Iteration 5Q (6111.660000 sec): 3 clusters Score: Raw -13465339.401494 + Penalty 5625.929437 = -13459713.472057 nChanged 3378 SP:Iteration 6Q (6112.340000 sec): 3 clusters Score: Raw -13466513.836143 + Penalty 5625.929437 = -13460887.906706 nChanged 4000 SP:Iteration 7Q (6112.980000 sec): 3 clusters Score: Raw -13468281.436197 + Penalty 5625.929437 = -13462655.506761 nChanged 4892 SP:Iteration 8F (6113.640000 sec): 3 clusters Score: Raw -13470902.001637 + Penalty 5625.929437 = -13465276.072201 nChanged 5575 SP:Iteration 9F (6114.210000 sec): 3 clusters Score: Raw -13474416.306836 + Penalty 5625.929437 = -13468790.377400 nChanged 5827 SP:Iteration 10F (6114.810000 sec): 3 clusters Score: Raw -13478462.362064 + Penalty 5625.929437 = -13472836.432627 nChanged 5471 SP:Iteration 11F (6115.430000 sec): 3 clusters Score: Raw -13482568.271638 + Penalty 5625.929437 = -13476942.342201 nChanged 4713 SP:Iteration 12F (6116.090000 sec): 3 clusters Score: Raw -13486310.524703 + Penalty 5625.929437 = -13480684.595266 nChanged 3700 SP:Iteration 13Q (6116.720000 sec): 3 clusters Score: Raw -13489372.206992 + Penalty 5625.929437 = -13483746.277555 nChanged 2619 SP:Iteration 14Q (6117.340000 sec): 3 clusters Score: Raw -13491594.502131 + Penalty 5625.929437 = -13485968.572695 nChanged 1533 SP:Iteration 15Q (6117.990000 sec): 3 clusters Score: Raw -13492866.260647 + Penalty 5625.929437 = -13487240.331211 nChanged 825 SP:Iteration 16Q (6118.590000 sec): 3 clusters Score: Raw -13493563.091324 + Penalty 5625.929437 = -13487937.161887 nChanged 391 SP:Iteration 17Q (6119.160000 sec): 3 clusters Score: Raw -13493896.997112 + Penalty 5625.929437 = -13488271.067675 nChanged 162 SP:Iteration 18Q (6119.750000 sec): 3 clusters Score: Raw -13494033.084186 + Penalty 5625.929437 = -13488407.154749 nChanged 88 SP:Iteration 19Q (6120.300000 sec): 3 clusters Score: Raw -13494112.289028 + Penalty 5625.929437 = -13488486.359591 nChanged 44 SP:Iteration 20F (6120.870000 sec): 3 clusters Score: Raw -13494151.633231 + Penalty 5625.929437 = -13488525.703795 nChanged 24 SP:Iteration 21Q (6121.400000 sec): 3 clusters Score: Raw -13494171.314336 + Penalty 5625.929437 = -13488545.384899 nChanged 12 SP:Iteration 22Q (6122.020000 sec): 3 clusters Score: Raw -13494184.824226 + Penalty 5625.929437 = -13488558.894789 nChanged 7 SP:Iteration 23Q (6122.590000 sec): 3 clusters Score: Raw -13494191.591868 + Penalty 5625.929437 = -13488565.662431 nChanged 4 SP:Iteration 24Q (6123.090000 sec): 3 clusters Score: Raw -13494194.800350 + Penalty 5625.929437 = -13488568.870913 nChanged 3 SP:Iteration 25Q (6123.630000 sec): 3 clusters Score: Raw -13494196.942161 + Penalty 5625.929437 = -13488571.012725 nChanged 2 SP:Iteration 26Q (6124.210000 sec): 3 clusters Score: Raw -13494198.411625 + Penalty 5625.929437 = -13488572.482189 nChanged 0 SP:Iteration 27F (6124.810000 sec): 3 clusters Score: Raw -13494198.411625 + Penalty 5625.929437 = -13488572.482189 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6125.030000 sec): 2 clusters Score: Raw -5008727.660509 + Penalty 2573.322334 = -5006154.338175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6125.420000 sec): 3 clusters Score: Raw -4989410.972914 + Penalty 5146.644668 = -4984264.328246 nChanged 14488 SP:Iteration 1F (6125.740000 sec): 3 clusters Score: Raw -4997219.990040 + Penalty 5146.644668 = -4992073.345371 nChanged 1605 SP:Iteration 2F (6126.050000 sec): 3 clusters Score: Raw -4997851.523118 + Penalty 5146.644668 = -4992704.878450 nChanged 1695 SP:Iteration 3F (6126.410000 sec): 3 clusters Score: Raw -4998656.409405 + Penalty 5146.644668 = -4993509.764737 nChanged 1844 SP:Iteration 4F (6126.720000 sec): 3 clusters Score: Raw -4999723.700901 + Penalty 5146.644668 = -4994577.056233 nChanged 2114 SP:Iteration 5F (6127.080000 sec): 3 clusters Score: Raw -5001038.584425 + Penalty 5146.644668 = -4995891.939757 nChanged 2156 SP:Iteration 6F (6127.450000 sec): 3 clusters Score: Raw -5002440.624932 + Penalty 5146.644668 = -4997293.980264 nChanged 1994 SP:Iteration 7F (6127.770000 sec): 3 clusters Score: Raw -5003741.271058 + Penalty 5146.644668 = -4998594.626390 nChanged 1654 SP:Iteration 8F (6128.070000 sec): 3 clusters Score: Raw -5004848.281235 + Penalty 5146.644668 = -4999701.636567 nChanged 1302 SP:Iteration 9Q (6128.420000 sec): 3 clusters Score: Raw -5005770.554796 + Penalty 5146.644668 = -5000623.910127 nChanged 988 SP:Iteration 10Q (6128.830000 sec): 3 clusters Score: Raw -5006513.351113 + Penalty 5146.644668 = -5001366.706445 nChanged 744 SP:Iteration 11Q (6129.190000 sec): 3 clusters Score: Raw -5007138.354931 + Penalty 5146.644668 = -5001991.710263 nChanged 624 SP:Iteration 12Q (6129.540000 sec): 3 clusters Score: Raw -5007870.318486 + Penalty 5146.644668 = -5002723.673818 nChanged 472 SP:Iteration 13Q (6129.870000 sec): 3 clusters Score: Raw -5008473.979935 + Penalty 5146.644668 = -5003327.335267 nChanged 354 SP:Iteration 14Q (6130.220000 sec): 3 clusters Score: Raw -5008799.003382 + Penalty 5146.644668 = -5003652.358714 nChanged 307 SP:Iteration 15Q (6130.570000 sec): 3 clusters Score: Raw -5009003.272019 + Penalty 5146.644668 = -5003856.627351 nChanged 229 SP:Iteration 16Q (6130.920000 sec): 3 clusters Score: Raw -5009120.745848 + Penalty 5146.644668 = -5003974.101180 nChanged 181 SP:Iteration 17Q (6131.210000 sec): 3 clusters Score: Raw -5009197.542835 + Penalty 5146.644668 = -5004050.898167 nChanged 172 SP:Iteration 18Q (6131.580000 sec): 3 clusters Score: Raw -5009264.140410 + Penalty 5146.644668 = -5004117.495742 nChanged 117 SP:Iteration 19Q (6131.850000 sec): 3 clusters Score: Raw -5009302.219575 + Penalty 5146.644668 = -5004155.574906 nChanged 86 SP:Iteration 20F (6132.220000 sec): 3 clusters Score: Raw -5009328.647408 + Penalty 5146.644668 = -5004182.002740 nChanged 69 SP:Iteration 21Q (6132.550000 sec): 3 clusters Score: Raw -5009347.080417 + Penalty 5146.644668 = -5004200.435749 nChanged 62 SP:Iteration 22Q (6132.920000 sec): 3 clusters Score: Raw -5009363.970208 + Penalty 5146.644668 = -5004217.325539 nChanged 55 SP:Iteration 23Q (6133.220000 sec): 3 clusters Score: Raw -5009377.306371 + Penalty 5146.644668 = -5004230.661702 nChanged 47 SP:Iteration 24Q (6133.620000 sec): 3 clusters Score: Raw -5009389.462819 + Penalty 5146.644668 = -5004242.818151 nChanged 47 SP:Iteration 25Q (6133.960000 sec): 3 clusters Score: Raw -5009400.387444 + Penalty 5146.644668 = -5004253.742776 nChanged 41 SP:Iteration 26Q (6134.320000 sec): 3 clusters Score: Raw -5009411.832540 + Penalty 5146.644668 = -5004265.187871 nChanged 34 SP:Iteration 27Q (6134.640000 sec): 3 clusters Score: Raw -5009418.522195 + Penalty 5146.644668 = -5004271.877527 nChanged 26 SP:Iteration 28Q (6135.020000 sec): 3 clusters Score: Raw -5009423.318234 + Penalty 5146.644668 = -5004276.673566 nChanged 27 SP:Iteration 29Q (6135.350000 sec): 3 clusters Score: Raw -5009428.465663 + Penalty 5146.644668 = -5004281.820995 nChanged 24 SP:Iteration 30Q (6135.680000 sec): 3 clusters Score: Raw -5009433.240327 + Penalty 5146.644668 = -5004286.595659 nChanged 21 SP:Iteration 31Q (6136.060000 sec): 3 clusters Score: Raw -5009437.376845 + Penalty 5146.644668 = -5004290.732177 nChanged 24 SP:Iteration 32Q (6136.390000 sec): 3 clusters Score: Raw -5009442.595083 + Penalty 5146.644668 = -5004295.950415 nChanged 25 SP:Iteration 33Q (6136.730000 sec): 3 clusters Score: Raw -5009447.825177 + Penalty 5146.644668 = -5004301.180509 nChanged 20 SP:Iteration 34Q (6137.090000 sec): 3 clusters Score: Raw -5009451.881151 + Penalty 5146.644668 = -5004305.236483 nChanged 20 SP:Iteration 35Q (6137.380000 sec): 3 clusters Score: Raw -5009455.831962 + Penalty 5146.644668 = -5004309.187294 nChanged 16 SP:Iteration 36Q (6137.720000 sec): 3 clusters Score: Raw -5009458.594879 + Penalty 5146.644668 = -5004311.950210 nChanged 9 SP:Iteration 37Q (6138.070000 sec): 3 clusters Score: Raw -5009460.174367 + Penalty 5146.644668 = -5004313.529699 nChanged 8 SP:Iteration 38Q (6138.430000 sec): 3 clusters Score: Raw -5009462.028288 + Penalty 5146.644668 = -5004315.383620 nChanged 12 SP:Iteration 39Q (6138.810000 sec): 3 clusters Score: Raw -5009463.965071 + Penalty 5146.644668 = -5004317.320403 nChanged 15 SP:Iteration 40F (6139.200000 sec): 3 clusters Score: Raw -5009467.836357 + Penalty 5146.644668 = -5004321.191689 nChanged 13 SP:Iteration 41Q (6139.500000 sec): 3 clusters Score: Raw -5009469.807409 + Penalty 5146.644668 = -5004323.162741 nChanged 8 SP:Iteration 42Q (6139.820000 sec): 3 clusters Score: Raw -5009471.234253 + Penalty 5146.644668 = -5004324.589584 nChanged 9 SP:Iteration 43Q (6140.140000 sec): 3 clusters Score: Raw -5009472.692547 + Penalty 5146.644668 = -5004326.047879 nChanged 6 SP:Iteration 44Q (6140.470000 sec): 3 clusters Score: Raw -5009473.784391 + Penalty 5146.644668 = -5004327.139722 nChanged 8 SP:Iteration 45Q (6140.800000 sec): 3 clusters Score: Raw -5009475.429189 + Penalty 5146.644668 = -5004328.784521 nChanged 9 SP:Iteration 46Q (6141.140000 sec): 3 clusters Score: Raw -5009477.265733 + Penalty 5146.644668 = -5004330.621065 nChanged 6 SP:Iteration 47Q (6141.450000 sec): 3 clusters Score: Raw -5009478.050666 + Penalty 5146.644668 = -5004331.405997 nChanged 3 SP:Iteration 48Q (6141.800000 sec): 3 clusters Score: Raw -5009478.505051 + Penalty 5146.644668 = -5004331.860383 nChanged 5 SP:Iteration 49Q (6142.130000 sec): 3 clusters Score: Raw -5009479.406563 + Penalty 5146.644668 = -5004332.761895 nChanged 5 SP:Iteration 50Q (6142.480000 sec): 3 clusters Score: Raw -5009480.275911 + Penalty 5146.644668 = -5004333.631243 nChanged 3 SP:Iteration 51Q (6142.820000 sec): 3 clusters Score: Raw -5009480.652417 + Penalty 5146.644668 = -5004334.007749 nChanged 2 SP:Iteration 52Q (6143.160000 sec): 3 clusters Score: Raw -5009480.952270 + Penalty 5146.644668 = -5004334.307602 nChanged 3 SP:Iteration 53Q (6143.480000 sec): 3 clusters Score: Raw -5009481.369290 + Penalty 5146.644668 = -5004334.724621 nChanged 3 SP:Iteration 54Q (6143.810000 sec): 3 clusters Score: Raw -5009482.001753 + Penalty 5146.644668 = -5004335.357085 nChanged 6 SP:Iteration 55Q (6144.160000 sec): 3 clusters Score: Raw -5009482.742519 + Penalty 5146.644668 = -5004336.097851 nChanged 4 SP:Iteration 56Q (6144.430000 sec): 3 clusters Score: Raw -5009483.382942 + Penalty 5146.644668 = -5004336.738273 nChanged 1 SP:Iteration 57Q (6144.780000 sec): 3 clusters Score: Raw -5009483.510571 + Penalty 5146.644668 = -5004336.865902 nChanged 2 SP:Iteration 58Q (6145.090000 sec): 3 clusters Score: Raw -5009484.045603 + Penalty 5146.644668 = -5004337.400935 nChanged 4 SP:Iteration 59Q (6145.430000 sec): 3 clusters Score: Raw -5009484.616832 + Penalty 5146.644668 = -5004337.972164 nChanged 5 SP:Iteration 60F (6145.740000 sec): 3 clusters Score: Raw -5009485.283521 + Penalty 5146.644668 = -5004338.638853 nChanged 5 SP:Iteration 61Q (6146.100000 sec): 3 clusters Score: Raw -5009485.975920 + Penalty 5146.644668 = -5004339.331251 nChanged 3 SP:Iteration 62Q (6146.470000 sec): 3 clusters Score: Raw -5009486.243021 + Penalty 5146.644668 = -5004339.598353 nChanged 0 SP:Iteration 63F (6146.820000 sec): 3 clusters Score: Raw -5009486.243021 + Penalty 5146.644668 = -5004339.598353 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6146.930000 sec): 2 clusters Score: Raw -1127657.872166 + Penalty 2200.307275 = -1125457.564891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6147.110000 sec): 3 clusters Score: Raw -1124037.394827 + Penalty 4400.614551 = -1119636.780276 nChanged 2847 SP:Iteration 1F (6147.350000 sec): 3 clusters Score: Raw -1125587.388808 + Penalty 4400.614551 = -1121186.774257 nChanged 486 SP:Iteration 2F (6147.530000 sec): 3 clusters Score: Raw -1125865.776106 + Penalty 4400.614551 = -1121465.161555 nChanged 378 SP:Iteration 3F (6147.740000 sec): 3 clusters Score: Raw -1126109.473315 + Penalty 4400.614551 = -1121708.858764 nChanged 358 SP:Iteration 4F (6147.930000 sec): 3 clusters Score: Raw -1126363.556565 + Penalty 4400.614551 = -1121962.942014 nChanged 338 SP:Iteration 5Q (6148.170000 sec): 3 clusters Score: Raw -1126610.142944 + Penalty 4400.614551 = -1122209.528393 nChanged 325 SP:Iteration 6Q (6148.390000 sec): 3 clusters Score: Raw -1126823.600394 + Penalty 4400.614551 = -1122422.985843 nChanged 345 SP:Iteration 7Q (6148.620000 sec): 3 clusters Score: Raw -1127029.083757 + Penalty 4400.614551 = -1122628.469206 nChanged 320 SP:Iteration 8Q (6148.790000 sec): 3 clusters Score: Raw -1127232.694261 + Penalty 4400.614551 = -1122832.079710 nChanged 319 SP:Iteration 9Q (6149.000000 sec): 3 clusters Score: Raw -1127422.619345 + Penalty 4400.614551 = -1123022.004794 nChanged 275 SP:Iteration 10Q (6149.260000 sec): 3 clusters Score: Raw -1127598.845934 + Penalty 4400.614551 = -1123198.231383 nChanged 229 SP:Iteration 11Q (6149.450000 sec): 3 clusters Score: Raw -1127752.555255 + Penalty 4400.614551 = -1123351.940704 nChanged 196 SP:Iteration 12Q (6149.710000 sec): 3 clusters Score: Raw -1127878.473179 + Penalty 4400.614551 = -1123477.858628 nChanged 148 SP:Iteration 13Q (6149.910000 sec): 3 clusters Score: Raw -1127976.431274 + Penalty 4400.614551 = -1123575.816723 nChanged 132 SP:Iteration 14Q (6150.140000 sec): 3 clusters Score: Raw -1128060.752890 + Penalty 4400.614551 = -1123660.138339 nChanged 96 SP:Iteration 15Q (6150.340000 sec): 3 clusters Score: Raw -1128116.996860 + Penalty 4400.614551 = -1123716.382309 nChanged 69 SP:Iteration 16Q (6150.570000 sec): 3 clusters Score: Raw -1128166.424737 + Penalty 4400.614551 = -1123765.810186 nChanged 63 SP:Iteration 17Q (6150.780000 sec): 3 clusters Score: Raw -1128203.251563 + Penalty 4400.614551 = -1123802.637012 nChanged 52 SP:Iteration 18Q (6150.980000 sec): 3 clusters Score: Raw -1128235.602205 + Penalty 4400.614551 = -1123834.987654 nChanged 41 SP:Iteration 19Q (6151.190000 sec): 3 clusters Score: Raw -1128264.712477 + Penalty 4400.614551 = -1123864.097926 nChanged 48 SP:Iteration 20F (6151.380000 sec): 3 clusters Score: Raw -1128297.552118 + Penalty 4400.614551 = -1123896.937567 nChanged 40 SP:Iteration 21Q (6151.630000 sec): 3 clusters Score: Raw -1128325.240443 + Penalty 4400.614551 = -1123924.625892 nChanged 35 SP:Iteration 22Q (6151.800000 sec): 3 clusters Score: Raw -1128356.265364 + Penalty 4400.614551 = -1123955.650813 nChanged 35 SP:Iteration 23Q (6152.020000 sec): 3 clusters Score: Raw -1128378.134404 + Penalty 4400.614551 = -1123977.519853 nChanged 30 SP:Iteration 24Q (6152.180000 sec): 3 clusters Score: Raw -1128400.089078 + Penalty 4400.614551 = -1123999.474527 nChanged 22 SP:Iteration 25Q (6152.400000 sec): 3 clusters Score: Raw -1128416.300809 + Penalty 4400.614551 = -1124015.686258 nChanged 24 SP:Iteration 26Q (6152.600000 sec): 3 clusters Score: Raw -1128436.361398 + Penalty 4400.614551 = -1124035.746847 nChanged 22 SP:Iteration 27Q (6152.810000 sec): 3 clusters Score: Raw -1128452.477334 + Penalty 4400.614551 = -1124051.862783 nChanged 17 SP:Iteration 28Q (6153.000000 sec): 3 clusters Score: Raw -1128464.615787 + Penalty 4400.614551 = -1124064.001236 nChanged 4 SP:Iteration 29Q (6153.220000 sec): 3 clusters Score: Raw -1128465.937678 + Penalty 4400.614551 = -1124065.323127 nChanged 4 SP:Iteration 30Q (6153.450000 sec): 3 clusters Score: Raw -1128468.007216 + Penalty 4400.614551 = -1124067.392665 nChanged 5 SP:Iteration 31Q (6153.670000 sec): 3 clusters Score: Raw -1128470.232784 + Penalty 4400.614551 = -1124069.618233 nChanged 3 SP:Iteration 32Q (6153.870000 sec): 3 clusters Score: Raw -1128471.594813 + Penalty 4400.614551 = -1124070.980262 nChanged 3 SP:Iteration 33Q (6154.030000 sec): 3 clusters Score: Raw -1128472.932278 + Penalty 4400.614551 = -1124072.317727 nChanged 3 SP:Iteration 34Q (6154.260000 sec): 3 clusters Score: Raw -1128474.840159 + Penalty 4400.614551 = -1124074.225608 nChanged 3 SP:Iteration 35Q (6154.450000 sec): 3 clusters Score: Raw -1128475.711900 + Penalty 4400.614551 = -1124075.097349 nChanged 2 SP:Iteration 36Q (6154.640000 sec): 3 clusters Score: Raw -1128477.976609 + Penalty 4400.614551 = -1124077.362058 nChanged 5 SP:Iteration 37Q (6154.880000 sec): 3 clusters Score: Raw -1128481.415010 + Penalty 4400.614551 = -1124080.800459 nChanged 10 SP:Iteration 38Q (6155.080000 sec): 3 clusters Score: Raw -1128486.330962 + Penalty 4400.614551 = -1124085.716411 nChanged 7 SP:Iteration 39Q (6155.280000 sec): 3 clusters Score: Raw -1128490.157863 + Penalty 4400.614551 = -1124089.543312 nChanged 4 SP:Iteration 40F (6155.480000 sec): 3 clusters Score: Raw -1128491.914593 + Penalty 4400.614551 = -1124091.300042 nChanged 3 SP:Iteration 41Q (6155.700000 sec): 3 clusters Score: Raw -1128493.227767 + Penalty 4400.614551 = -1124092.613216 nChanged 4 SP:Iteration 42Q (6155.920000 sec): 3 clusters Score: Raw -1128494.917699 + Penalty 4400.614551 = -1124094.303148 nChanged 3 SP:Iteration 43Q (6156.150000 sec): 3 clusters Score: Raw -1128496.378543 + Penalty 4400.614551 = -1124095.763992 nChanged 3 SP:Iteration 44Q (6156.380000 sec): 3 clusters Score: Raw -1128498.189150 + Penalty 4400.614551 = -1124097.574599 nChanged 3 SP:Iteration 45Q (6156.550000 sec): 3 clusters Score: Raw -1128499.875681 + Penalty 4400.614551 = -1124099.261130 nChanged 4 SP:Iteration 46Q (6156.780000 sec): 3 clusters Score: Raw -1128503.016432 + Penalty 4400.614551 = -1124102.401881 nChanged 5 SP:Iteration 47Q (6156.960000 sec): 3 clusters Score: Raw -1128505.771657 + Penalty 4400.614551 = -1124105.157106 nChanged 3 SP:Iteration 48Q (6157.170000 sec): 3 clusters Score: Raw -1128507.154070 + Penalty 4400.614551 = -1124106.539519 nChanged 2 SP:Iteration 49Q (6157.390000 sec): 3 clusters Score: Raw -1128508.345038 + Penalty 4400.614551 = -1124107.730487 nChanged 0 SP:Iteration 50F (6157.590000 sec): 3 clusters Score: Raw -1128508.345038 + Penalty 4400.614551 = -1124107.730487 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.670000 sec): 2 clusters Score: Raw -64351.254233 + Penalty 1536.718144 = -62814.536089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6157.880000 sec): 3 clusters Score: Raw -64555.273398 + Penalty 3073.436287 = -61481.837111 nChanged 135 SP:Iteration 1F (6158.040000 sec): 3 clusters Score: Raw -64902.640786 + Penalty 3073.436287 = -61829.204499 nChanged 53 SP:Iteration 2F (6158.210000 sec): 3 clusters Score: Raw -65132.334470 + Penalty 3073.436287 = -62058.898183 nChanged 30 SP:Iteration 3F (6158.390000 sec): 3 clusters Score: Raw -65305.424886 + Penalty 3073.436287 = -62231.988599 nChanged 20 SP:Iteration 4Q (6158.600000 sec): 3 clusters Score: Raw -65427.724715 + Penalty 3073.436287 = -62354.288428 nChanged 11 SP:Iteration 5Q (6158.770000 sec): 3 clusters Score: Raw -65482.675019 + Penalty 3073.436287 = -62409.238732 nChanged 3 SP:Iteration 6Q (6159.010000 sec): 3 clusters Score: Raw -65537.723893 + Penalty 3073.436287 = -62464.287606 nChanged 7 SP:Iteration 7Q (6159.160000 sec): 3 clusters Score: Raw -65563.699620 + Penalty 3073.436287 = -62490.263332 nChanged 7 SP:Iteration 8Q (6159.310000 sec): 3 clusters Score: Raw -65590.014480 + Penalty 3073.436287 = -62516.578193 nChanged 4 SP:Iteration 9Q (6159.530000 sec): 3 clusters Score: Raw -65666.578101 + Penalty 3073.436287 = -62593.141814 nChanged 6 SP:Iteration 10Q (6159.710000 sec): 3 clusters Score: Raw -65690.639326 + Penalty 3073.436287 = -62617.203038 nChanged 0 SP:Iteration 11F (6159.870000 sec): 3 clusters Score: Raw -65690.639326 + Penalty 3073.436287 = -62617.203038 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6159.970000 sec): 2 clusters Score: Raw -58152.748443 + Penalty 1469.215438 = -56683.533005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6160.150000 sec): 3 clusters Score: Raw -58243.028092 + Penalty 2938.430876 = -55304.597217 nChanged 58 SP:Iteration 1F (6160.320000 sec): 3 clusters Score: Raw -58374.100040 + Penalty 2938.430876 = -55435.669164 nChanged 14 SP:Iteration 2Q (6160.510000 sec): 3 clusters Score: Raw -58409.499540 + Penalty 2938.430876 = -55471.068664 nChanged 8 SP:Iteration 3Q (6160.660000 sec): 3 clusters Score: Raw -58437.525767 + Penalty 2938.430876 = -55499.094892 nChanged 3 SP:Iteration 4Q (6160.850000 sec): 3 clusters Score: Raw -58460.360856 + Penalty 2938.430876 = -55521.929980 nChanged 0 SP:Iteration 5F (6160.990000 sec): 3 clusters Score: Raw -58460.360856 + Penalty 2938.430876 = -55521.929980 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6161.050000 sec): 2 clusters Score: Raw -235044.666299 + Penalty 1826.250548 = -233218.415751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6161.230000 sec): 3 clusters Score: Raw -234541.429555 + Penalty 3652.501097 = -230888.928459 nChanged 480 SP:Iteration 1F (6161.410000 sec): 3 clusters Score: Raw -234942.912433 + Penalty 3652.501097 = -231290.411336 nChanged 117 SP:Iteration 2F (6161.580000 sec): 3 clusters Score: Raw -235069.851177 + Penalty 3652.501097 = -231417.350081 nChanged 52 SP:Iteration 3Q (6161.800000 sec): 3 clusters Score: Raw -235129.121308 + Penalty 3652.501097 = -231476.620211 nChanged 37 SP:Iteration 4Q (6161.940000 sec): 3 clusters Score: Raw -235163.085317 + Penalty 3652.501097 = -231510.584220 nChanged 21 SP:Iteration 5Q (6162.180000 sec): 3 clusters Score: Raw -235181.123335 + Penalty 3652.501097 = -231528.622239 nChanged 12 SP:Iteration 6Q (6162.360000 sec): 3 clusters Score: Raw -235191.484743 + Penalty 3652.501097 = -231538.983646 nChanged 11 SP:Iteration 7Q (6162.520000 sec): 3 clusters Score: Raw -235199.916430 + Penalty 3652.501097 = -231547.415333 nChanged 7 SP:Iteration 8Q (6162.690000 sec): 3 clusters Score: Raw -235204.459926 + Penalty 3652.501097 = -231551.958829 nChanged 5 SP:Iteration 9Q (6162.960000 sec): 3 clusters Score: Raw -235207.416630 + Penalty 3652.501097 = -231554.915533 nChanged 7 SP:Iteration 10Q (6163.130000 sec): 3 clusters Score: Raw -235213.662424 + Penalty 3652.501097 = -231561.161328 nChanged 7 SP:Iteration 11Q (6163.310000 sec): 3 clusters Score: Raw -235219.983697 + Penalty 3652.501097 = -231567.482601 nChanged 6 SP:Iteration 12Q (6163.520000 sec): 3 clusters Score: Raw -235226.625073 + Penalty 3652.501097 = -231574.123976 nChanged 3 SP:Iteration 13Q (6163.660000 sec): 3 clusters Score: Raw -235230.155805 + Penalty 3652.501097 = -231577.654708 nChanged 7 SP:Iteration 14Q (6163.850000 sec): 3 clusters Score: Raw -235235.478776 + Penalty 3652.501097 = -231582.977679 nChanged 5 SP:Iteration 15Q (6164.020000 sec): 3 clusters Score: Raw -235240.295703 + Penalty 3652.501097 = -231587.794606 nChanged 3 SP:Iteration 16Q (6164.240000 sec): 3 clusters Score: Raw -235244.831819 + Penalty 3652.501097 = -231592.330723 nChanged 3 SP:Iteration 17Q (6164.400000 sec): 3 clusters Score: Raw -235246.772859 + Penalty 3652.501097 = -231594.271763 nChanged 0 SP:Iteration 18F (6164.590000 sec): 3 clusters Score: Raw -235246.772859 + Penalty 3652.501097 = -231594.271763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6164.720000 sec): 2 clusters Score: Raw -43379.962623 + Penalty 1425.058391 = -41954.904231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6164.880000 sec): 3 clusters Score: Raw -43508.807406 + Penalty 2850.116783 = -40658.690624 nChanged 30 SP:Iteration 1F (6165.130000 sec): 3 clusters Score: Raw -43605.939268 + Penalty 2850.116783 = -40755.822486 nChanged 11 SP:Iteration 2Q (6165.280000 sec): 3 clusters Score: Raw -43667.197634 + Penalty 2850.116783 = -40817.080851 nChanged 5 SP:Iteration 3Q (6165.490000 sec): 3 clusters Score: Raw -43681.280855 + Penalty 2850.116783 = -40831.164072 nChanged 1 SP:Iteration 4Q (6165.650000 sec): 3 clusters Score: Raw -43684.316207 + Penalty 2850.116783 = -40834.199424 nChanged 0 SP:Iteration 5F (6165.810000 sec): 3 clusters Score: Raw -43684.316207 + Penalty 2850.116783 = -40834.199424 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6165.930000 sec): 2 clusters Score: Raw -373121.420290 + Penalty 1941.748337 = -371179.671954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6166.090000 sec): 3 clusters Score: Raw -372172.519187 + Penalty 3883.496673 = -368289.022514 nChanged 852 SP:Iteration 1F (6166.280000 sec): 3 clusters Score: Raw -372839.241725 + Penalty 3883.496673 = -368955.745052 nChanged 211 SP:Iteration 2F (6166.490000 sec): 3 clusters Score: Raw -373075.107015 + Penalty 3883.496673 = -369191.610342 nChanged 158 SP:Iteration 3F (6166.700000 sec): 3 clusters Score: Raw -373215.467048 + Penalty 3883.496673 = -369331.970375 nChanged 94 SP:Iteration 4Q (6166.930000 sec): 3 clusters Score: Raw -373332.334362 + Penalty 3883.496673 = -369448.837689 nChanged 105 SP:Iteration 5Q (6167.080000 sec): 3 clusters Score: Raw -373445.635541 + Penalty 3883.496673 = -369562.138868 nChanged 91 SP:Iteration 6Q (6167.230000 sec): 3 clusters Score: Raw -373520.268910 + Penalty 3883.496673 = -369636.772237 nChanged 78 SP:Iteration 7Q (6167.470000 sec): 3 clusters Score: Raw -373612.899190 + Penalty 3883.496673 = -369729.402517 nChanged 75 SP:Iteration 8Q (6167.660000 sec): 3 clusters Score: Raw -373703.581554 + Penalty 3883.496673 = -369820.084881 nChanged 69 SP:Iteration 9Q (6167.790000 sec): 3 clusters Score: Raw -373779.061049 + Penalty 3883.496673 = -369895.564376 nChanged 70 SP:Iteration 10Q (6168.000000 sec): 3 clusters Score: Raw -373875.007705 + Penalty 3883.496673 = -369991.511032 nChanged 68 SP:Iteration 11Q (6168.200000 sec): 3 clusters Score: Raw -373953.691159 + Penalty 3883.496673 = -370070.194485 nChanged 68 SP:Iteration 12Q (6168.400000 sec): 3 clusters Score: Raw -374064.015567 + Penalty 3883.496673 = -370180.518894 nChanged 79 SP:Iteration 13Q (6168.580000 sec): 3 clusters Score: Raw -374208.522052 + Penalty 3883.496673 = -370325.025379 nChanged 66 SP:Iteration 14Q (6168.780000 sec): 3 clusters Score: Raw -374313.892122 + Penalty 3883.496673 = -370430.395449 nChanged 54 SP:Iteration 15Q (6168.940000 sec): 3 clusters Score: Raw -374384.813853 + Penalty 3883.496673 = -370501.317180 nChanged 56 SP:Iteration 16Q (6169.120000 sec): 3 clusters Score: Raw -374447.578171 + Penalty 3883.496673 = -370564.081498 nChanged 45 SP:Iteration 17Q (6169.280000 sec): 3 clusters Score: Raw -374501.198880 + Penalty 3883.496673 = -370617.702207 nChanged 42 SP:Iteration 18Q (6169.460000 sec): 3 clusters Score: Raw -374553.947979 + Penalty 3883.496673 = -370670.451306 nChanged 40 SP:Iteration 19Q (6169.630000 sec): 3 clusters Score: Raw -374603.993907 + Penalty 3883.496673 = -370720.497234 nChanged 32 SP:Iteration 20F (6169.800000 sec): 3 clusters Score: Raw -374643.596747 + Penalty 3883.496673 = -370760.100074 nChanged 32 SP:Iteration 21Q (6170.000000 sec): 3 clusters Score: Raw -374680.012146 + Penalty 3883.496673 = -370796.515473 nChanged 28 SP:Iteration 22Q (6170.200000 sec): 3 clusters Score: Raw -374704.273936 + Penalty 3883.496673 = -370820.777263 nChanged 23 SP:Iteration 23Q (6170.370000 sec): 3 clusters Score: Raw -374723.849282 + Penalty 3883.496673 = -370840.352609 nChanged 17 SP:Iteration 24Q (6170.600000 sec): 3 clusters Score: Raw -374734.484479 + Penalty 3883.496673 = -370850.987806 nChanged 8 SP:Iteration 25Q (6170.800000 sec): 3 clusters Score: Raw -374741.128272 + Penalty 3883.496673 = -370857.631599 nChanged 9 SP:Iteration 26Q (6170.950000 sec): 3 clusters Score: Raw -374748.500301 + Penalty 3883.496673 = -370865.003628 nChanged 13 SP:Iteration 27Q (6171.170000 sec): 3 clusters Score: Raw -374756.921044 + Penalty 3883.496673 = -370873.424371 nChanged 9 SP:Iteration 28Q (6171.380000 sec): 3 clusters Score: Raw -374762.380600 + Penalty 3883.496673 = -370878.883927 nChanged 8 SP:Iteration 29Q (6171.580000 sec): 3 clusters Score: Raw -374768.386524 + Penalty 3883.496673 = -370884.889851 nChanged 8 SP:Iteration 30Q (6171.750000 sec): 3 clusters Score: Raw -374773.458409 + Penalty 3883.496673 = -370889.961736 nChanged 3 SP:Iteration 31Q (6171.950000 sec): 3 clusters Score: Raw -374774.601724 + Penalty 3883.496673 = -370891.105051 nChanged 1 SP:Iteration 32Q (6172.170000 sec): 3 clusters Score: Raw -374774.795939 + Penalty 3883.496673 = -370891.299266 nChanged 1 SP:Iteration 33Q (6172.360000 sec): 3 clusters Score: Raw -374775.088661 + Penalty 3883.496673 = -370891.591987 nChanged 0 SP:Iteration 34F (6172.520000 sec): 3 clusters Score: Raw -374775.088661 + Penalty 3883.496673 = -370891.591987 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6172.630000 sec): 2 clusters Score: Raw -44705.858752 + Penalty 1420.258241 = -43285.600511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6172.830000 sec): 3 clusters Score: Raw -44884.407600 + Penalty 2840.516483 = -42043.891117 nChanged 44 SP:Iteration 1F (6172.980000 sec): 3 clusters Score: Raw -44979.465282 + Penalty 2840.516483 = -42138.948799 nChanged 12 SP:Iteration 2Q (6173.150000 sec): 3 clusters Score: Raw -45012.963844 + Penalty 2840.516483 = -42172.447361 nChanged 4 SP:Iteration 3Q (6173.330000 sec): 3 clusters Score: Raw -45023.189145 + Penalty 2840.516483 = -42182.672662 nChanged 5 SP:Iteration 4Q (6173.520000 sec): 3 clusters Score: Raw -45043.278409 + Penalty 2840.516483 = -42202.761926 nChanged 1 SP:Iteration 5Q (6173.670000 sec): 3 clusters Score: Raw -45057.241691 + Penalty 2840.516483 = -42216.725208 nChanged 0 SP:Iteration 6F (6173.810000 sec): 3 clusters Score: Raw -45057.241691 + Penalty 2840.516483 = -42216.725208 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6173.910000 sec): 2 clusters Score: Raw -106231.081948 + Penalty 1629.578975 = -104601.502974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.050000 sec): 3 clusters Score: Raw -106132.698128 + Penalty 3259.157949 = -102873.540179 nChanged 154 SP:Iteration 1F (6174.210000 sec): 3 clusters Score: Raw -106402.561099 + Penalty 3259.157949 = -103143.403150 nChanged 51 SP:Iteration 2F (6174.420000 sec): 3 clusters Score: Raw -106538.280770 + Penalty 3259.157949 = -103279.122821 nChanged 42 SP:Iteration 3F (6174.580000 sec): 3 clusters Score: Raw -106719.630021 + Penalty 3259.157949 = -103460.472072 nChanged 36 SP:Iteration 4F (6174.730000 sec): 3 clusters Score: Raw -106925.432254 + Penalty 3259.157949 = -103666.274305 nChanged 25 SP:Iteration 5Q (6174.910000 sec): 3 clusters Score: Raw -107054.593472 + Penalty 3259.157949 = -103795.435523 nChanged 19 SP:Iteration 6Q (6175.110000 sec): 3 clusters Score: Raw -107107.611372 + Penalty 3259.157949 = -103848.453423 nChanged 8 SP:Iteration 7Q (6175.270000 sec): 3 clusters Score: Raw -107128.656429 + Penalty 3259.157949 = -103869.498480 nChanged 9 SP:Iteration 8Q (6175.470000 sec): 3 clusters Score: Raw -107170.892697 + Penalty 3259.157949 = -103911.734748 nChanged 13 SP:Iteration 9Q (6175.640000 sec): 3 clusters Score: Raw -107223.200364 + Penalty 3259.157949 = -103964.042415 nChanged 7 SP:Iteration 10Q (6175.810000 sec): 3 clusters Score: Raw -107243.939097 + Penalty 3259.157949 = -103984.781147 nChanged 4 SP:Iteration 11Q (6175.960000 sec): 3 clusters Score: Raw -107250.697965 + Penalty 3259.157949 = -103991.540015 nChanged 3 SP:Iteration 12Q (6176.160000 sec): 3 clusters Score: Raw -107257.089019 + Penalty 3259.157949 = -103997.931069 nChanged 4 SP:Iteration 13Q (6176.320000 sec): 3 clusters Score: Raw -107266.076834 + Penalty 3259.157949 = -104006.918885 nChanged 0 SP:Iteration 14F (6176.480000 sec): 3 clusters Score: Raw -107266.076834 + Penalty 3259.157949 = -104006.918885 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6176.620000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6176.760000 sec): 3 clusters Score: Raw -48063.872482 + Penalty 2791.300072 = -45272.572410 nChanged 38 SP:Iteration 1F (6176.950000 sec): 3 clusters Score: Raw -48177.357732 + Penalty 2791.300072 = -45386.057659 nChanged 6 SP:Iteration 2Q (6177.110000 sec): 3 clusters Score: Raw -48190.238525 + Penalty 2791.300072 = -45398.938453 nChanged 2 SP:Iteration 3Q (6177.320000 sec): 3 clusters Score: Raw -48195.471185 + Penalty 2791.300072 = -45404.171112 nChanged 0 SP:Iteration 4F (6177.480000 sec): 3 clusters Score: Raw -48195.471185 + Penalty 2791.300072 = -45404.171112 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6177.570000 sec): 2 clusters Score: Raw -32042.018588 + Penalty 1336.489789 = -30705.528799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6177.750000 sec): 3 clusters Score: Raw -32412.457849 + Penalty 2672.979578 = -29739.478271 nChanged 37 SP:Iteration 1F (6177.940000 sec): 3 clusters Score: Raw -32897.266938 + Penalty 2672.979578 = -30224.287360 nChanged 14 SP:Iteration 2F (6178.100000 sec): 3 clusters Score: Raw -33388.308783 + Penalty 2672.979578 = -30715.329205 nChanged 9 SP:Iteration 3Q (6178.310000 sec): 3 clusters Score: Raw -33486.617766 + Penalty 2672.979578 = -30813.638188 nChanged 1 SP:Iteration 4Q (6178.510000 sec): 3 clusters Score: Raw -33493.044853 + Penalty 2672.979578 = -30820.065275 nChanged 1 SP:Iteration 5Q (6178.660000 sec): 3 clusters Score: Raw -33502.569689 + Penalty 2672.979578 = -30829.590111 nChanged 2 SP:Iteration 6Q (6178.840000 sec): 3 clusters Score: Raw -33513.228511 + Penalty 2672.979578 = -30840.248933 nChanged 0 SP:Iteration 7F (6179.000000 sec): 3 clusters Score: Raw -33513.228511 + Penalty 2672.979578 = -30840.248933 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 6.32 GB. Trying to split cluster 41 (6474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6179.130000 sec): 2 clusters Score: Raw -1014607.986367 + Penalty 2176.336260 = -1012431.650108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6179.380000 sec): 3 clusters Score: Raw -1011351.702938 + Penalty 4352.672520 = -1006999.030419 nChanged 2571 SP:Iteration 1F (6179.600000 sec): 3 clusters Score: Raw -1012777.099627 + Penalty 4352.672520 = -1008424.427108 nChanged 446 SP:Iteration 2F (6179.790000 sec): 3 clusters Score: Raw -1012993.615095 + Penalty 4352.672520 = -1008640.942575 nChanged 297 SP:Iteration 3Q (6179.990000 sec): 3 clusters Score: Raw -1013129.867877 + Penalty 4352.672520 = -1008777.195357 nChanged 237 SP:Iteration 4Q (6180.200000 sec): 3 clusters Score: Raw -1013227.947163 + Penalty 4352.672520 = -1008875.274643 nChanged 184 SP:Iteration 5Q (6180.390000 sec): 3 clusters Score: Raw -1013310.105714 + Penalty 4352.672520 = -1008957.433194 nChanged 166 SP:Iteration 6Q (6180.620000 sec): 3 clusters Score: Raw -1013370.879418 + Penalty 4352.672520 = -1009018.206898 nChanged 133 SP:Iteration 7Q (6180.830000 sec): 3 clusters Score: Raw -1013412.378534 + Penalty 4352.672520 = -1009059.706014 nChanged 109 SP:Iteration 8Q (6181.030000 sec): 3 clusters Score: Raw -1013452.565705 + Penalty 4352.672520 = -1009099.893186 nChanged 102 SP:Iteration 9Q (6181.280000 sec): 3 clusters Score: Raw -1013490.319096 + Penalty 4352.672520 = -1009137.646577 nChanged 94 SP:Iteration 10Q (6181.470000 sec): 3 clusters Score: Raw -1013529.115008 + Penalty 4352.672520 = -1009176.442488 nChanged 117 SP:Iteration 11Q (6181.680000 sec): 3 clusters Score: Raw -1013570.002521 + Penalty 4352.672520 = -1009217.330002 nChanged 101 SP:Iteration 12Q (6181.900000 sec): 3 clusters Score: Raw -1013604.478713 + Penalty 4352.672520 = -1009251.806193 nChanged 98 SP:Iteration 13Q (6182.160000 sec): 3 clusters Score: Raw -1013638.712923 + Penalty 4352.672520 = -1009286.040403 nChanged 114 SP:Iteration 14Q (6182.340000 sec): 3 clusters Score: Raw -1013680.134307 + Penalty 4352.672520 = -1009327.461787 nChanged 114 SP:Iteration 15Q (6182.530000 sec): 3 clusters Score: Raw -1013724.697624 + Penalty 4352.672520 = -1009372.025104 nChanged 124 SP:Iteration 16Q (6182.710000 sec): 3 clusters Score: Raw -1013775.358685 + Penalty 4352.672520 = -1009422.686165 nChanged 135 SP:Iteration 17Q (6182.930000 sec): 3 clusters Score: Raw -1013831.879341 + Penalty 4352.672520 = -1009479.206821 nChanged 140 SP:Iteration 18Q (6183.150000 sec): 3 clusters Score: Raw -1013893.864855 + Penalty 4352.672520 = -1009541.192336 nChanged 140 SP:Iteration 19Q (6183.380000 sec): 3 clusters Score: Raw -1013966.421612 + Penalty 4352.672520 = -1009613.749092 nChanged 152 SP:Iteration 20F (6183.590000 sec): 3 clusters Score: Raw -1014048.656531 + Penalty 4352.672520 = -1009695.984012 nChanged 167 SP:Iteration 21Q (6183.820000 sec): 3 clusters Score: Raw -1014127.453139 + Penalty 4352.672520 = -1009774.780619 nChanged 136 SP:Iteration 22Q (6184.040000 sec): 3 clusters Score: Raw -1014198.049353 + Penalty 4352.672520 = -1009845.376833 nChanged 149 SP:Iteration 23Q (6184.230000 sec): 3 clusters Score: Raw -1014283.290896 + Penalty 4352.672520 = -1009930.618377 nChanged 134 SP:Iteration 24Q (6184.450000 sec): 3 clusters Score: Raw -1014355.568294 + Penalty 4352.672520 = -1010002.895774 nChanged 123 SP:Iteration 25Q (6184.650000 sec): 3 clusters Score: Raw -1014430.088493 + Penalty 4352.672520 = -1010077.415973 nChanged 121 SP:Iteration 26Q (6184.870000 sec): 3 clusters Score: Raw -1014503.567489 + Penalty 4352.672520 = -1010150.894969 nChanged 96 SP:Iteration 27Q (6185.100000 sec): 3 clusters Score: Raw -1014565.844281 + Penalty 4352.672520 = -1010213.171761 nChanged 85 SP:Iteration 28Q (6185.280000 sec): 3 clusters Score: Raw -1014613.438682 + Penalty 4352.672520 = -1010260.766162 nChanged 75 SP:Iteration 29Q (6185.510000 sec): 3 clusters Score: Raw -1014662.057669 + Penalty 4352.672520 = -1010309.385149 nChanged 57 SP:Iteration 30Q (6185.760000 sec): 3 clusters Score: Raw -1014694.462678 + Penalty 4352.672520 = -1010341.790159 nChanged 31 SP:Iteration 31Q (6185.940000 sec): 3 clusters Score: Raw -1014713.780801 + Penalty 4352.672520 = -1010361.108282 nChanged 35 SP:Iteration 32Q (6186.150000 sec): 3 clusters Score: Raw -1014730.877389 + Penalty 4352.672520 = -1010378.204869 nChanged 25 SP:Iteration 33Q (6186.360000 sec): 3 clusters Score: Raw -1014743.884399 + Penalty 4352.672520 = -1010391.211879 nChanged 26 SP:Iteration 34Q (6186.540000 sec): 3 clusters Score: Raw -1014761.525140 + Penalty 4352.672520 = -1010408.852620 nChanged 21 SP:Iteration 35Q (6186.720000 sec): 3 clusters Score: Raw -1014777.096438 + Penalty 4352.672520 = -1010424.423919 nChanged 23 SP:Iteration 36Q (6186.990000 sec): 3 clusters Score: Raw -1014793.600428 + Penalty 4352.672520 = -1010440.927909 nChanged 19 SP:Iteration 37Q (6187.210000 sec): 3 clusters Score: Raw -1014806.225411 + Penalty 4352.672520 = -1010453.552892 nChanged 13 SP:Iteration 38Q (6187.380000 sec): 3 clusters Score: Raw -1014812.511722 + Penalty 4352.672520 = -1010459.839202 nChanged 7 SP:Iteration 39Q (6187.640000 sec): 3 clusters Score: Raw -1014816.726069 + Penalty 4352.672520 = -1010464.053550 nChanged 4 SP:Iteration 40F (6187.830000 sec): 3 clusters Score: Raw -1014819.131280 + Penalty 4352.672520 = -1010466.458760 nChanged 3 SP:Iteration 41Q (6188.070000 sec): 3 clusters Score: Raw -1014820.929181 + Penalty 4352.672520 = -1010468.256662 nChanged 4 SP:Iteration 42Q (6188.250000 sec): 3 clusters Score: Raw -1014822.964822 + Penalty 4352.672520 = -1010470.292303 nChanged 4 SP:Iteration 43Q (6188.470000 sec): 3 clusters Score: Raw -1014824.778787 + Penalty 4352.672520 = -1010472.106267 nChanged 3 SP:Iteration 44Q (6188.730000 sec): 3 clusters Score: Raw -1014826.443289 + Penalty 4352.672520 = -1010473.770770 nChanged 3 SP:Iteration 45Q (6188.930000 sec): 3 clusters Score: Raw -1014828.662157 + Penalty 4352.672520 = -1010475.989638 nChanged 5 SP:Iteration 46Q (6189.120000 sec): 3 clusters Score: Raw -1014830.670970 + Penalty 4352.672520 = -1010477.998450 nChanged 4 SP:Iteration 47Q (6189.290000 sec): 3 clusters Score: Raw -1014832.763602 + Penalty 4352.672520 = -1010480.091083 nChanged 1 SP:Iteration 48Q (6189.520000 sec): 3 clusters Score: Raw -1014833.114243 + Penalty 4352.672520 = -1010480.441723 nChanged 2 SP:Iteration 49Q (6189.710000 sec): 3 clusters Score: Raw -1014833.980792 + Penalty 4352.672520 = -1010481.308272 nChanged 2 SP:Iteration 50Q (6189.940000 sec): 3 clusters Score: Raw -1014835.019906 + Penalty 4352.672520 = -1010482.347386 nChanged 4 SP:Iteration 51Q (6190.180000 sec): 3 clusters Score: Raw -1014836.875800 + Penalty 4352.672520 = -1010484.203281 nChanged 2 SP:Iteration 52Q (6190.420000 sec): 3 clusters Score: Raw -1014837.512200 + Penalty 4352.672520 = -1010484.839681 nChanged 2 SP:Iteration 53Q (6190.610000 sec): 3 clusters Score: Raw -1014839.207626 + Penalty 4352.672520 = -1010486.535107 nChanged 4 SP:Iteration 54Q (6190.810000 sec): 3 clusters Score: Raw -1014841.449338 + Penalty 4352.672520 = -1010488.776818 nChanged 4 SP:Iteration 55Q (6191.020000 sec): 3 clusters Score: Raw -1014843.659669 + Penalty 4352.672520 = -1010490.987149 nChanged 4 SP:Iteration 56Q (6191.260000 sec): 3 clusters Score: Raw -1014845.485012 + Penalty 4352.672520 = -1010492.812492 nChanged 4 SP:Iteration 57Q (6191.450000 sec): 3 clusters Score: Raw -1014847.096159 + Penalty 4352.672520 = -1010494.423640 nChanged 4 SP:Iteration 58Q (6191.640000 sec): 3 clusters Score: Raw -1014848.874749 + Penalty 4352.672520 = -1010496.202229 nChanged 6 SP:Iteration 59Q (6191.900000 sec): 3 clusters Score: Raw -1014851.815415 + Penalty 4352.672520 = -1010499.142895 nChanged 3 SP:Iteration 60F (6192.060000 sec): 3 clusters Score: Raw -1014853.378369 + Penalty 4352.672520 = -1010500.705849 nChanged 7 SP:Iteration 61Q (6192.260000 sec): 3 clusters Score: Raw -1014856.852575 + Penalty 4352.672520 = -1010504.180055 nChanged 7 SP:Iteration 62Q (6192.470000 sec): 3 clusters Score: Raw -1014860.790728 + Penalty 4352.672520 = -1010508.118208 nChanged 3 SP:Iteration 63Q (6192.680000 sec): 3 clusters Score: Raw -1014861.494341 + Penalty 4352.672520 = -1010508.821821 nChanged 3 SP:Iteration 64Q (6192.910000 sec): 3 clusters Score: Raw -1014864.235244 + Penalty 4352.672520 = -1010511.562725 nChanged 3 SP:Iteration 65Q (6193.150000 sec): 3 clusters Score: Raw -1014866.084317 + Penalty 4352.672520 = -1010513.411798 nChanged 2 SP:Iteration 66Q (6193.360000 sec): 3 clusters Score: Raw -1014866.873024 + Penalty 4352.672520 = -1010514.200504 nChanged 0 SP:Iteration 67F (6193.580000 sec): 3 clusters Score: Raw -1014866.873024 + Penalty 4352.672520 = -1010514.200504 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6193.700000 sec): 2 clusters Score: Raw -29602.163915 + Penalty 1335.354776 = -28266.809140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.890000 sec): 3 clusters Score: Raw -29798.707058 + Penalty 2670.709551 = -27127.997507 nChanged 13 SP:Iteration 1F (6194.030000 sec): 3 clusters Score: Raw -29847.416255 + Penalty 2670.709551 = -27176.706704 nChanged 2 SP:Iteration 2Q (6194.270000 sec): 3 clusters Score: Raw -29857.384523 + Penalty 2670.709551 = -27186.674972 nChanged 1 SP:Iteration 3Q (6194.420000 sec): 3 clusters Score: Raw -29859.985231 + Penalty 2670.709551 = -27189.275680 nChanged 1 SP:Iteration 4Q (6194.670000 sec): 3 clusters Score: Raw -29862.409301 + Penalty 2670.709551 = -27191.699750 nChanged 1 SP:Iteration 5Q (6194.840000 sec): 3 clusters Score: Raw -29866.025631 + Penalty 2670.709551 = -27195.316080 nChanged 2 SP:Iteration 6Q (6195.040000 sec): 3 clusters Score: Raw -29878.578287 + Penalty 2670.709551 = -27207.868736 nChanged 1 SP:Iteration 7Q (6195.240000 sec): 3 clusters Score: Raw -29882.076620 + Penalty 2670.709551 = -27211.367069 nChanged 0 SP:Iteration 8F (6195.400000 sec): 3 clusters Score: Raw -29882.076620 + Penalty 2670.709551 = -27211.367069 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6195.520000 sec): 2 clusters Score: Raw -84475.160791 + Penalty 1584.779685 = -82890.381106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6195.710000 sec): 3 clusters Score: Raw -84561.120476 + Penalty 3169.559371 = -81391.561105 nChanged 133 SP:Iteration 1F (6195.890000 sec): 3 clusters Score: Raw -84923.781381 + Penalty 3169.559371 = -81754.222010 nChanged 52 SP:Iteration 2F (6196.060000 sec): 3 clusters Score: Raw -85291.143509 + Penalty 3169.559371 = -82121.584139 nChanged 42 SP:Iteration 3F (6196.240000 sec): 3 clusters Score: Raw -85585.309575 + Penalty 3169.559371 = -82415.750204 nChanged 22 SP:Iteration 4Q (6196.450000 sec): 3 clusters Score: Raw -85687.870561 + Penalty 3169.559371 = -82518.311190 nChanged 13 SP:Iteration 5Q (6196.590000 sec): 3 clusters Score: Raw -85757.735784 + Penalty 3169.559371 = -82588.176413 nChanged 15 SP:Iteration 6Q (6196.770000 sec): 3 clusters Score: Raw -85829.252252 + Penalty 3169.559371 = -82659.692881 nChanged 11 SP:Iteration 7Q (6196.910000 sec): 3 clusters Score: Raw -85884.011908 + Penalty 3169.559371 = -82714.452537 nChanged 9 SP:Iteration 8Q (6197.130000 sec): 3 clusters Score: Raw -85924.792947 + Penalty 3169.559371 = -82755.233576 nChanged 7 SP:Iteration 9Q (6197.290000 sec): 3 clusters Score: Raw -85948.109529 + Penalty 3169.559371 = -82778.550158 nChanged 4 SP:Iteration 10Q (6197.500000 sec): 3 clusters Score: Raw -85957.996446 + Penalty 3169.559371 = -82788.437075 nChanged 2 SP:Iteration 11Q (6197.680000 sec): 3 clusters Score: Raw -85962.240205 + Penalty 3169.559371 = -82792.680835 nChanged 3 SP:Iteration 12Q (6197.890000 sec): 3 clusters Score: Raw -85972.507813 + Penalty 3169.559371 = -82802.948442 nChanged 3 SP:Iteration 13Q (6198.020000 sec): 3 clusters Score: Raw -85980.828069 + Penalty 3169.559371 = -82811.268698 nChanged 5 SP:Iteration 14Q (6198.220000 sec): 3 clusters Score: Raw -85991.215784 + Penalty 3169.559371 = -82821.656413 nChanged 1 SP:Iteration 15Q (6198.380000 sec): 3 clusters Score: Raw -85992.821726 + Penalty 3169.559371 = -82823.262356 nChanged 0 SP:Iteration 16F (6198.550000 sec): 3 clusters Score: Raw -85992.821726 + Penalty 3169.559371 = -82823.262356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (1013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6198.620000 sec): 2 clusters Score: Raw -147135.005023 + Penalty 1716.326533 = -145418.678490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6198.820000 sec): 3 clusters Score: Raw -146908.961579 + Penalty 3432.653066 = -143476.308513 nChanged 262 SP:Iteration 1F (6199.010000 sec): 3 clusters Score: Raw -147290.780992 + Penalty 3432.653066 = -143858.127926 nChanged 78 SP:Iteration 2F (6199.170000 sec): 3 clusters Score: Raw -147436.407029 + Penalty 3432.653066 = -144003.753963 nChanged 52 SP:Iteration 3F (6199.330000 sec): 3 clusters Score: Raw -147548.816824 + Penalty 3432.653066 = -144116.163757 nChanged 49 SP:Iteration 4Q (6199.490000 sec): 3 clusters Score: Raw -147648.754713 + Penalty 3432.653066 = -144216.101647 nChanged 53 SP:Iteration 5F (6199.670000 sec): 3 clusters Score: Raw -147772.710310 + Penalty 3432.653066 = -144340.057244 nChanged 43 SP:Iteration 6Q (6199.850000 sec): 3 clusters Score: Raw -147875.779273 + Penalty 3432.653066 = -144443.126207 nChanged 42 SP:Iteration 7Q (6200.010000 sec): 3 clusters Score: Raw -147983.242099 + Penalty 3432.653066 = -144550.589033 nChanged 40 SP:Iteration 8Q (6200.200000 sec): 3 clusters Score: Raw -148073.946060 + Penalty 3432.653066 = -144641.292994 nChanged 25 SP:Iteration 9Q (6200.390000 sec): 3 clusters Score: Raw -148132.663371 + Penalty 3432.653066 = -144700.010305 nChanged 23 SP:Iteration 10Q (6200.510000 sec): 3 clusters Score: Raw -148193.233217 + Penalty 3432.653066 = -144760.580150 nChanged 20 SP:Iteration 11Q (6200.700000 sec): 3 clusters Score: Raw -148245.021322 + Penalty 3432.653066 = -144812.368256 nChanged 18 SP:Iteration 12Q (6200.930000 sec): 3 clusters Score: Raw -148297.841959 + Penalty 3432.653066 = -144865.188893 nChanged 20 SP:Iteration 13Q (6201.110000 sec): 3 clusters Score: Raw -148367.942369 + Penalty 3432.653066 = -144935.289303 nChanged 17 SP:Iteration 14Q (6201.260000 sec): 3 clusters Score: Raw -148428.707806 + Penalty 3432.653066 = -144996.054740 nChanged 9 SP:Iteration 15Q (6201.410000 sec): 3 clusters Score: Raw -148450.054446 + Penalty 3432.653066 = -145017.401380 nChanged 2 SP:Iteration 16Q (6201.620000 sec): 3 clusters Score: Raw -148452.195319 + Penalty 3432.653066 = -145019.542253 nChanged 1 SP:Iteration 17Q (6201.790000 sec): 3 clusters Score: Raw -148453.130999 + Penalty 3432.653066 = -145020.477933 nChanged 0 SP:Iteration 18F (6201.960000 sec): 3 clusters Score: Raw -148453.130999 + Penalty 3432.653066 = -145020.477933 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6202.010000 sec): 2 clusters Score: Raw -44809.282378 + Penalty 1392.055770 = -43417.226608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6202.210000 sec): 3 clusters Score: Raw -44970.739775 + Penalty 2784.111541 = -42186.628235 nChanged 24 SP:Iteration 1F (6202.360000 sec): 3 clusters Score: Raw -45050.706448 + Penalty 2784.111541 = -42266.594907 nChanged 8 SP:Iteration 2Q (6202.550000 sec): 3 clusters Score: Raw -45078.236263 + Penalty 2784.111541 = -42294.124722 nChanged 1 SP:Iteration 3Q (6202.710000 sec): 3 clusters Score: Raw -45081.263705 + Penalty 2784.111541 = -42297.152164 nChanged 1 SP:Iteration 4Q (6202.910000 sec): 3 clusters Score: Raw -45083.055954 + Penalty 2784.111541 = -42298.944413 nChanged 0 SP:Iteration 5F (6203.070000 sec): 3 clusters Score: Raw -45083.055954 + Penalty 2784.111541 = -42298.944413 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6203.170000 sec): 2 clusters Score: Raw -24917.641739 + Penalty 1263.250050 = -23654.391690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6203.330000 sec): 3 clusters Score: Raw -25133.190102 + Penalty 2526.500100 = -22606.690003 nChanged 6 SP:Iteration 1Q (6203.490000 sec): 3 clusters Score: Raw -25160.987609 + Penalty 2526.500100 = -22634.487510 nChanged 1 SP:Iteration 2Q (6203.690000 sec): 3 clusters Score: Raw -25168.047287 + Penalty 2526.500100 = -22641.547187 nChanged 1 SP:Iteration 3Q (6203.840000 sec): 3 clusters Score: Raw -25172.071056 + Penalty 2526.500100 = -22645.570957 nChanged 1 SP:Iteration 4Q (6203.990000 sec): 3 clusters Score: Raw -25175.704527 + Penalty 2526.500100 = -22649.204428 nChanged 1 SP:Iteration 5Q (6204.130000 sec): 3 clusters Score: Raw -25225.929229 + Penalty 2526.500100 = -22699.429130 nChanged 3 SP:Iteration 6Q (6204.330000 sec): 3 clusters Score: Raw -25237.863528 + Penalty 2526.500100 = -22711.363429 nChanged 0 SP:Iteration 7F (6204.510000 sec): 3 clusters Score: Raw -25237.863528 + Penalty 2526.500100 = -22711.363429 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6204.610000 sec): 2 clusters Score: Raw -389062.786695 + Penalty 1937.369411 = -387125.417284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6204.800000 sec): 3 clusters Score: Raw -388049.592197 + Penalty 3874.738821 = -384174.853375 nChanged 851 SP:Iteration 1F (6204.990000 sec): 3 clusters Score: Raw -388634.926016 + Penalty 3874.738821 = -384760.187195 nChanged 184 SP:Iteration 2F (6205.200000 sec): 3 clusters Score: Raw -388765.548374 + Penalty 3874.738821 = -384890.809553 nChanged 106 SP:Iteration 3Q (6205.360000 sec): 3 clusters Score: Raw -388845.034009 + Penalty 3874.738821 = -384970.295188 nChanged 63 SP:Iteration 4Q (6205.600000 sec): 3 clusters Score: Raw -388890.515801 + Penalty 3874.738821 = -385015.776980 nChanged 64 SP:Iteration 5Q (6205.720000 sec): 3 clusters Score: Raw -388929.781632 + Penalty 3874.738821 = -385055.042811 nChanged 48 SP:Iteration 6Q (6205.900000 sec): 3 clusters Score: Raw -388962.890943 + Penalty 3874.738821 = -385088.152122 nChanged 50 SP:Iteration 7Q (6206.100000 sec): 3 clusters Score: Raw -388996.375105 + Penalty 3874.738821 = -385121.636284 nChanged 44 SP:Iteration 8Q (6206.320000 sec): 3 clusters Score: Raw -389030.523751 + Penalty 3874.738821 = -385155.784930 nChanged 51 SP:Iteration 9Q (6206.510000 sec): 3 clusters Score: Raw -389070.960960 + Penalty 3874.738821 = -385196.222139 nChanged 51 SP:Iteration 10Q (6206.710000 sec): 3 clusters Score: Raw -389111.646870 + Penalty 3874.738821 = -385236.908048 nChanged 44 SP:Iteration 11Q (6206.880000 sec): 3 clusters Score: Raw -389142.361424 + Penalty 3874.738821 = -385267.622603 nChanged 46 SP:Iteration 12Q (6207.040000 sec): 3 clusters Score: Raw -389173.933211 + Penalty 3874.738821 = -385299.194390 nChanged 35 SP:Iteration 13Q (6207.250000 sec): 3 clusters Score: Raw -389198.804020 + Penalty 3874.738821 = -385324.065199 nChanged 38 SP:Iteration 14Q (6207.400000 sec): 3 clusters Score: Raw -389229.142595 + Penalty 3874.738821 = -385354.403774 nChanged 37 SP:Iteration 15Q (6207.590000 sec): 3 clusters Score: Raw -389262.878782 + Penalty 3874.738821 = -385388.139961 nChanged 42 SP:Iteration 16Q (6207.760000 sec): 3 clusters Score: Raw -389294.336452 + Penalty 3874.738821 = -385419.597631 nChanged 56 SP:Iteration 17Q (6207.950000 sec): 3 clusters Score: Raw -389335.678845 + Penalty 3874.738821 = -385460.940024 nChanged 38 SP:Iteration 18Q (6208.160000 sec): 3 clusters Score: Raw -389357.445106 + Penalty 3874.738821 = -385482.706285 nChanged 26 SP:Iteration 19Q (6208.340000 sec): 3 clusters Score: Raw -389377.202757 + Penalty 3874.738821 = -385502.463936 nChanged 31 SP:Iteration 20F (6208.540000 sec): 3 clusters Score: Raw -389395.746914 + Penalty 3874.738821 = -385521.008093 nChanged 19 SP:Iteration 21Q (6208.720000 sec): 3 clusters Score: Raw -389407.371808 + Penalty 3874.738821 = -385532.632987 nChanged 18 SP:Iteration 22Q (6208.900000 sec): 3 clusters Score: Raw -389418.652625 + Penalty 3874.738821 = -385543.913804 nChanged 22 SP:Iteration 23Q (6209.140000 sec): 3 clusters Score: Raw -389430.943984 + Penalty 3874.738821 = -385556.205163 nChanged 19 SP:Iteration 24Q (6209.320000 sec): 3 clusters Score: Raw -389444.828666 + Penalty 3874.738821 = -385570.089845 nChanged 24 SP:Iteration 25Q (6209.510000 sec): 3 clusters Score: Raw -389458.839829 + Penalty 3874.738821 = -385584.101008 nChanged 14 SP:Iteration 26Q (6209.670000 sec): 3 clusters Score: Raw -389465.594054 + Penalty 3874.738821 = -385590.855233 nChanged 13 SP:Iteration 27Q (6209.860000 sec): 3 clusters Score: Raw -389472.680603 + Penalty 3874.738821 = -385597.941782 nChanged 10 SP:Iteration 28Q (6210.060000 sec): 3 clusters Score: Raw -389479.164202 + Penalty 3874.738821 = -385604.425381 nChanged 10 SP:Iteration 29Q (6210.280000 sec): 3 clusters Score: Raw -389487.801263 + Penalty 3874.738821 = -385613.062442 nChanged 15 SP:Iteration 30Q (6210.450000 sec): 3 clusters Score: Raw -389500.388353 + Penalty 3874.738821 = -385625.649532 nChanged 14 SP:Iteration 31Q (6210.630000 sec): 3 clusters Score: Raw -389508.609478 + Penalty 3874.738821 = -385633.870657 nChanged 7 SP:Iteration 32Q (6210.830000 sec): 3 clusters Score: Raw -389512.639658 + Penalty 3874.738821 = -385637.900837 nChanged 9 SP:Iteration 33Q (6210.990000 sec): 3 clusters Score: Raw -389517.255048 + Penalty 3874.738821 = -385642.516227 nChanged 8 SP:Iteration 34Q (6211.160000 sec): 3 clusters Score: Raw -389522.234586 + Penalty 3874.738821 = -385647.495765 nChanged 5 SP:Iteration 35Q (6211.320000 sec): 3 clusters Score: Raw -389525.405859 + Penalty 3874.738821 = -385650.667038 nChanged 4 SP:Iteration 36Q (6211.480000 sec): 3 clusters Score: Raw -389527.537321 + Penalty 3874.738821 = -385652.798500 nChanged 5 SP:Iteration 37Q (6211.670000 sec): 3 clusters Score: Raw -389530.520613 + Penalty 3874.738821 = -385655.781792 nChanged 2 SP:Iteration 38Q (6211.880000 sec): 3 clusters Score: Raw -389531.294853 + Penalty 3874.738821 = -385656.556032 nChanged 1 SP:Iteration 39Q (6212.050000 sec): 3 clusters Score: Raw -389531.685686 + Penalty 3874.738821 = -385656.946865 nChanged 0 SP:Iteration 40F (6212.230000 sec): 3 clusters Score: Raw -389531.685686 + Penalty 3874.738821 = -385656.946865 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.300000 sec): 2 clusters Score: Raw -14442.491686 + Penalty 1189.356055 = -13253.135631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.470000 sec): 3 clusters Score: Raw -14835.061288 + Penalty 2378.712111 = -12456.349178 nChanged 8 SP:Iteration 1F (6212.680000 sec): 3 clusters Score: Raw -14900.865223 + Penalty 2378.712111 = -12522.153113 nChanged 3 SP:Iteration 2Q (6212.840000 sec): 3 clusters Score: Raw -14932.457998 + Penalty 2378.712111 = -12553.745887 nChanged 0 SP:Iteration 3F (6213.010000 sec): 3 clusters Score: Raw -14932.457998 + Penalty 2378.712111 = -12553.745887 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6213.100000 sec): 2 clusters Score: Raw -40439.152843 + Penalty 1445.578513 = -38993.574330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6213.270000 sec): 3 clusters Score: Raw -40766.201938 + Penalty 2891.157026 = -37875.044912 nChanged 79 SP:Iteration 1F (6213.420000 sec): 3 clusters Score: Raw -41472.731075 + Penalty 2891.157026 = -38581.574049 nChanged 34 SP:Iteration 2F (6213.570000 sec): 3 clusters Score: Raw -41931.703916 + Penalty 2891.157026 = -39040.546890 nChanged 27 SP:Iteration 3F (6213.710000 sec): 3 clusters Score: Raw -42182.426021 + Penalty 2891.157026 = -39291.268994 nChanged 11 SP:Iteration 4Q (6213.890000 sec): 3 clusters Score: Raw -42480.301472 + Penalty 2891.157026 = -39589.144446 nChanged 7 SP:Iteration 5Q (6214.080000 sec): 3 clusters Score: Raw -42729.079925 + Penalty 2891.157026 = -39837.922899 nChanged 9 SP:Iteration 6Q (6214.270000 sec): 3 clusters Score: Raw -42801.140998 + Penalty 2891.157026 = -39909.983972 nChanged 4 SP:Iteration 7Q (6214.410000 sec): 3 clusters Score: Raw -42827.245005 + Penalty 2891.157026 = -39936.087979 nChanged 2 SP:Iteration 8Q (6214.560000 sec): 3 clusters Score: Raw -42863.412578 + Penalty 2891.157026 = -39972.255552 nChanged 2 SP:Iteration 9Q (6214.740000 sec): 3 clusters Score: Raw -42883.343825 + Penalty 2891.157026 = -39992.186799 nChanged 1 SP:Iteration 10Q (6214.940000 sec): 3 clusters Score: Raw -42894.274290 + Penalty 2891.157026 = -40003.117264 nChanged 1 SP:Iteration 11Q (6215.190000 sec): 3 clusters Score: Raw -42912.499112 + Penalty 2891.157026 = -40021.342086 nChanged 1 SP:Iteration 12Q (6215.340000 sec): 3 clusters Score: Raw -42917.839467 + Penalty 2891.157026 = -40026.682441 nChanged 1 SP:Iteration 13Q (6215.530000 sec): 3 clusters Score: Raw -42934.779222 + Penalty 2891.157026 = -40043.622195 nChanged 0 SP:Iteration 14F (6215.690000 sec): 3 clusters Score: Raw -42934.779222 + Penalty 2891.157026 = -40043.622195 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 6.32 GB. Trying to split cluster 50 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6215.800000 sec): 2 clusters Score: Raw -43209.893101 + Penalty 1405.273819 = -41804.619283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6215.970000 sec): 3 clusters Score: Raw -43368.988711 + Penalty 2810.547637 = -40558.441074 nChanged 45 SP:Iteration 1F (6216.140000 sec): 3 clusters Score: Raw -43480.399783 + Penalty 2810.547637 = -40669.852146 nChanged 18 SP:Iteration 2F (6216.350000 sec): 3 clusters Score: Raw -43568.018212 + Penalty 2810.547637 = -40757.470575 nChanged 9 SP:Iteration 3Q (6216.540000 sec): 3 clusters Score: Raw -43625.664081 + Penalty 2810.547637 = -40815.116443 nChanged 3 SP:Iteration 4Q (6216.700000 sec): 3 clusters Score: Raw -43639.335597 + Penalty 2810.547637 = -40828.787959 nChanged 1 SP:Iteration 5Q (6216.830000 sec): 3 clusters Score: Raw -43647.950833 + Penalty 2810.547637 = -40837.403195 nChanged 1 SP:Iteration 6Q (6217.010000 sec): 3 clusters Score: Raw -43649.283345 + Penalty 2810.547637 = -40838.735708 nChanged 0 SP:Iteration 7F (6217.190000 sec): 3 clusters Score: Raw -43649.283345 + Penalty 2810.547637 = -40838.735708 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6217.290000 sec): 2 clusters Score: Raw -98043.438003 + Penalty 1621.458676 = -96421.979326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6217.480000 sec): 3 clusters Score: Raw -98035.537429 + Penalty 3242.917353 = -94792.620077 nChanged 167 SP:Iteration 1F (6217.640000 sec): 3 clusters Score: Raw -98338.033747 + Penalty 3242.917353 = -95095.116394 nChanged 43 SP:Iteration 2F (6217.840000 sec): 3 clusters Score: Raw -98483.595112 + Penalty 3242.917353 = -95240.677759 nChanged 33 SP:Iteration 3Q (6218.020000 sec): 3 clusters Score: Raw -98560.677612 + Penalty 3242.917353 = -95317.760259 nChanged 32 SP:Iteration 4Q (6218.200000 sec): 3 clusters Score: Raw -98662.801462 + Penalty 3242.917353 = -95419.884109 nChanged 32 SP:Iteration 5Q (6218.390000 sec): 3 clusters Score: Raw -98741.781313 + Penalty 3242.917353 = -95498.863960 nChanged 18 SP:Iteration 6Q (6218.600000 sec): 3 clusters Score: Raw -98789.118947 + Penalty 3242.917353 = -95546.201594 nChanged 12 SP:Iteration 7Q (6218.750000 sec): 3 clusters Score: Raw -98817.743835 + Penalty 3242.917353 = -95574.826482 nChanged 6 SP:Iteration 8Q (6218.930000 sec): 3 clusters Score: Raw -98838.217445 + Penalty 3242.917353 = -95595.300092 nChanged 12 SP:Iteration 9Q (6219.150000 sec): 3 clusters Score: Raw -98872.067522 + Penalty 3242.917353 = -95629.150169 nChanged 13 SP:Iteration 10Q (6219.330000 sec): 3 clusters Score: Raw -98915.081038 + Penalty 3242.917353 = -95672.163686 nChanged 6 SP:Iteration 11Q (6219.500000 sec): 3 clusters Score: Raw -98931.303979 + Penalty 3242.917353 = -95688.386626 nChanged 9 SP:Iteration 12Q (6219.690000 sec): 3 clusters Score: Raw -98963.756524 + Penalty 3242.917353 = -95720.839172 nChanged 10 SP:Iteration 13Q (6219.860000 sec): 3 clusters Score: Raw -98985.101655 + Penalty 3242.917353 = -95742.184302 nChanged 8 SP:Iteration 14Q (6220.040000 sec): 3 clusters Score: Raw -99016.393384 + Penalty 3242.917353 = -95773.476032 nChanged 9 SP:Iteration 15Q (6220.240000 sec): 3 clusters Score: Raw -99044.043016 + Penalty 3242.917353 = -95801.125663 nChanged 8 SP:Iteration 16Q (6220.420000 sec): 3 clusters Score: Raw -99062.844778 + Penalty 3242.917353 = -95819.927425 nChanged 8 SP:Iteration 17Q (6220.610000 sec): 3 clusters Score: Raw -99098.820227 + Penalty 3242.917353 = -95855.902874 nChanged 11 SP:Iteration 18Q (6220.780000 sec): 3 clusters Score: Raw -99163.067894 + Penalty 3242.917353 = -95920.150541 nChanged 6 SP:Iteration 19Q (6220.970000 sec): 3 clusters Score: Raw -99204.007902 + Penalty 3242.917353 = -95961.090550 nChanged 5 SP:Iteration 20F (6221.190000 sec): 3 clusters Score: Raw -99225.535905 + Penalty 3242.917353 = -95982.618552 nChanged 6 SP:Iteration 21Q (6221.370000 sec): 3 clusters Score: Raw -99258.078689 + Penalty 3242.917353 = -96015.161337 nChanged 5 SP:Iteration 22Q (6221.580000 sec): 3 clusters Score: Raw -99271.348509 + Penalty 3242.917353 = -96028.431156 nChanged 4 SP:Iteration 23Q (6221.750000 sec): 3 clusters Score: Raw -99286.431239 + Penalty 3242.917353 = -96043.513887 nChanged 7 SP:Iteration 24Q (6221.960000 sec): 3 clusters Score: Raw -99306.913382 + Penalty 3242.917353 = -96063.996029 nChanged 6 SP:Iteration 25Q (6222.130000 sec): 3 clusters Score: Raw -99319.539161 + Penalty 3242.917353 = -96076.621809 nChanged 3 SP:Iteration 26Q (6222.330000 sec): 3 clusters Score: Raw -99326.905402 + Penalty 3242.917353 = -96083.988050 nChanged 4 SP:Iteration 27Q (6222.510000 sec): 3 clusters Score: Raw -99338.282944 + Penalty 3242.917353 = -96095.365591 nChanged 5 SP:Iteration 28Q (6222.670000 sec): 3 clusters Score: Raw -99352.863788 + Penalty 3242.917353 = -96109.946435 nChanged 2 SP:Iteration 29Q (6222.860000 sec): 3 clusters Score: Raw -99356.786773 + Penalty 3242.917353 = -96113.869420 nChanged 0 SP:Iteration 30F (6223.050000 sec): 3 clusters Score: Raw -99356.786773 + Penalty 3242.917353 = -96113.869420 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6223.150000 sec): 2 clusters Score: Raw -51670.061027 + Penalty 1454.884078 = -50215.176949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6223.330000 sec): 3 clusters Score: Raw -51788.166600 + Penalty 2909.768156 = -48878.398444 nChanged 55 SP:Iteration 1F (6223.500000 sec): 3 clusters Score: Raw -51996.671490 + Penalty 2909.768156 = -49086.903334 nChanged 19 SP:Iteration 2F (6223.700000 sec): 3 clusters Score: Raw -52107.556476 + Penalty 2909.768156 = -49197.788320 nChanged 12 SP:Iteration 3Q (6223.910000 sec): 3 clusters Score: Raw -52212.548291 + Penalty 2909.768156 = -49302.780134 nChanged 12 SP:Iteration 4Q (6224.130000 sec): 3 clusters Score: Raw -52263.155937 + Penalty 2909.768156 = -49353.387781 nChanged 3 SP:Iteration 5Q (6224.280000 sec): 3 clusters Score: Raw -52275.347334 + Penalty 2909.768156 = -49365.579178 nChanged 1 SP:Iteration 6Q (6224.460000 sec): 3 clusters Score: Raw -52276.585772 + Penalty 2909.768156 = -49366.817616 nChanged 0 SP:Iteration 7F (6224.630000 sec): 3 clusters Score: Raw -52276.585772 + Penalty 2909.768156 = -49366.817616 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6224.680000 sec): 2 clusters Score: Raw -36736.647564 + Penalty 1351.857536 = -35384.790027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6224.850000 sec): 3 clusters Score: Raw -36959.952484 + Penalty 2703.715073 = -34256.237411 nChanged 24 SP:Iteration 1F (6225.040000 sec): 3 clusters Score: Raw -37099.467670 + Penalty 2703.715073 = -34395.752597 nChanged 11 SP:Iteration 2Q (6225.210000 sec): 3 clusters Score: Raw -37187.630035 + Penalty 2703.715073 = -34483.914962 nChanged 6 SP:Iteration 3Q (6225.390000 sec): 3 clusters Score: Raw -37203.731630 + Penalty 2703.715073 = -34500.016557 nChanged 0 SP:Iteration 4F (6225.640000 sec): 3 clusters Score: Raw -37203.731630 + Penalty 2703.715073 = -34500.016557 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6225.730000 sec): 2 clusters Score: Raw -16326.574777 + Penalty 1174.577215 = -15151.997562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6225.890000 sec): 3 clusters Score: Raw -16862.518844 + Penalty 2349.154430 = -14513.364414 nChanged 9 SP:Iteration 1F (6226.070000 sec): 3 clusters Score: Raw -16952.518432 + Penalty 2349.154430 = -14603.364001 nChanged 4 SP:Iteration 2Q (6226.280000 sec): 3 clusters Score: Raw -17002.122404 + Penalty 2349.154430 = -14652.967973 nChanged 1 SP:Iteration 3Q (6226.460000 sec): 3 clusters Score: Raw -17014.176490 + Penalty 2349.154430 = -14665.022060 nChanged 1 SP:Iteration 4Q (6226.600000 sec): 3 clusters Score: Raw -17021.313891 + Penalty 2349.154430 = -14672.159461 nChanged 0 SP:Iteration 5F (6226.770000 sec): 3 clusters Score: Raw -17021.313891 + Penalty 2349.154430 = -14672.159461 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6226.880000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6227.040000 sec): 3 clusters Score: Raw -66272.740031 + Penalty 3046.450553 = -63226.289478 nChanged 80 SP:Iteration 1F (6227.220000 sec): 3 clusters Score: Raw -66477.979056 + Penalty 3046.450553 = -63431.528503 nChanged 28 SP:Iteration 2F (6227.410000 sec): 3 clusters Score: Raw -66586.536808 + Penalty 3046.450553 = -63540.086255 nChanged 19 SP:Iteration 3Q (6227.600000 sec): 3 clusters Score: Raw -66657.851684 + Penalty 3046.450553 = -63611.401131 nChanged 12 SP:Iteration 4Q (6227.780000 sec): 3 clusters Score: Raw -66707.753532 + Penalty 3046.450553 = -63661.302979 nChanged 12 SP:Iteration 5Q (6227.950000 sec): 3 clusters Score: Raw -66762.419111 + Penalty 3046.450553 = -63715.968558 nChanged 5 SP:Iteration 6Q (6228.130000 sec): 3 clusters Score: Raw -66789.707822 + Penalty 3046.450553 = -63743.257269 nChanged 5 SP:Iteration 7Q (6228.340000 sec): 3 clusters Score: Raw -66811.962939 + Penalty 3046.450553 = -63765.512386 nChanged 6 SP:Iteration 8Q (6228.490000 sec): 3 clusters Score: Raw -66846.333935 + Penalty 3046.450553 = -63799.883382 nChanged 8 SP:Iteration 9Q (6228.700000 sec): 3 clusters Score: Raw -66895.208251 + Penalty 3046.450553 = -63848.757698 nChanged 11 SP:Iteration 10Q (6228.860000 sec): 3 clusters Score: Raw -66956.810669 + Penalty 3046.450553 = -63910.360115 nChanged 11 SP:Iteration 11Q (6229.080000 sec): 3 clusters Score: Raw -67012.106800 + Penalty 3046.450553 = -63965.656247 nChanged 11 SP:Iteration 12Q (6229.220000 sec): 3 clusters Score: Raw -67064.479974 + Penalty 3046.450553 = -64018.029420 nChanged 8 SP:Iteration 13Q (6229.470000 sec): 3 clusters Score: Raw -67120.990259 + Penalty 3046.450553 = -64074.539706 nChanged 10 SP:Iteration 14Q (6229.620000 sec): 3 clusters Score: Raw -67289.866531 + Penalty 3046.450553 = -64243.415978 nChanged 13 SP:Iteration 15Q (6229.770000 sec): 3 clusters Score: Raw -67381.436389 + Penalty 3046.450553 = -64334.985836 nChanged 11 SP:Iteration 16Q (6229.980000 sec): 3 clusters Score: Raw -67448.229465 + Penalty 3046.450553 = -64401.778912 nChanged 11 SP:Iteration 17Q (6230.180000 sec): 3 clusters Score: Raw -67498.811362 + Penalty 3046.450553 = -64452.360809 nChanged 3 SP:Iteration 18Q (6230.350000 sec): 3 clusters Score: Raw -67539.042259 + Penalty 3046.450553 = -64492.591705 nChanged 1 SP:Iteration 19Q (6230.570000 sec): 3 clusters Score: Raw -67543.400747 + Penalty 3046.450553 = -64496.950193 nChanged 0 SP:Iteration 20F (6230.710000 sec): 3 clusters Score: Raw -67548.586119 + Penalty 3046.450553 = -64502.135566 nChanged 3 SP:Iteration 21Q (6230.930000 sec): 3 clusters Score: Raw -67587.348636 + Penalty 3046.450553 = -64540.898083 nChanged 0 SP:Iteration 22F (6231.100000 sec): 3 clusters Score: Raw -67587.348636 + Penalty 3046.450553 = -64540.898083 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6231.210000 sec): 2 clusters Score: Raw -67401.562565 + Penalty 1533.668925 = -65867.893640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6231.360000 sec): 3 clusters Score: Raw -67476.445468 + Penalty 3067.337850 = -64409.107619 nChanged 79 SP:Iteration 1F (6231.520000 sec): 3 clusters Score: Raw -67733.038231 + Penalty 3067.337850 = -64665.700381 nChanged 29 SP:Iteration 2F (6231.710000 sec): 3 clusters Score: Raw -67867.680334 + Penalty 3067.337850 = -64800.342484 nChanged 18 SP:Iteration 3Q (6231.880000 sec): 3 clusters Score: Raw -68015.157041 + Penalty 3067.337850 = -64947.819191 nChanged 17 SP:Iteration 4Q (6232.090000 sec): 3 clusters Score: Raw -68108.949390 + Penalty 3067.337850 = -65041.611540 nChanged 13 SP:Iteration 5Q (6232.250000 sec): 3 clusters Score: Raw -68194.169675 + Penalty 3067.337850 = -65126.831825 nChanged 17 SP:Iteration 6Q (6232.440000 sec): 3 clusters Score: Raw -68263.480519 + Penalty 3067.337850 = -65196.142669 nChanged 19 SP:Iteration 7Q (6232.620000 sec): 3 clusters Score: Raw -68336.715362 + Penalty 3067.337850 = -65269.377512 nChanged 21 SP:Iteration 8Q (6232.790000 sec): 3 clusters Score: Raw -68443.860281 + Penalty 3067.337850 = -65376.522431 nChanged 22 SP:Iteration 9Q (6232.970000 sec): 3 clusters Score: Raw -68554.089354 + Penalty 3067.337850 = -65486.751505 nChanged 23 SP:Iteration 10Q (6233.170000 sec): 3 clusters Score: Raw -68719.199969 + Penalty 3067.337850 = -65651.862119 nChanged 30 SP:Iteration 11F (6233.340000 sec): 3 clusters Score: Raw -68870.672488 + Penalty 3067.337850 = -65803.334638 nChanged 19 SP:Iteration 12Q (6233.510000 sec): 3 clusters Score: Raw -68982.676213 + Penalty 3067.337850 = -65915.338363 nChanged 13 SP:Iteration 13Q (6233.700000 sec): 3 clusters Score: Raw -69080.557922 + Penalty 3067.337850 = -66013.220072 nChanged 5 SP:Iteration 14Q (6233.870000 sec): 3 clusters Score: Raw -69124.683318 + Penalty 3067.337850 = -66057.345468 nChanged 3 SP:Iteration 15Q (6234.040000 sec): 3 clusters Score: Raw -69140.766949 + Penalty 3067.337850 = -66073.429099 nChanged 2 SP:Iteration 16Q (6234.200000 sec): 3 clusters Score: Raw -69154.540706 + Penalty 3067.337850 = -66087.202856 nChanged 3 SP:Iteration 17Q (6234.430000 sec): 3 clusters Score: Raw -69176.587489 + Penalty 3067.337850 = -66109.249639 nChanged 3 SP:Iteration 18Q (6234.560000 sec): 3 clusters Score: Raw -69188.665848 + Penalty 3067.337850 = -66121.327998 nChanged 1 SP:Iteration 19Q (6234.770000 sec): 3 clusters Score: Raw -69191.051556 + Penalty 3067.337850 = -66123.713706 nChanged 0 SP:Iteration 20F (6234.940000 sec): 3 clusters Score: Raw -69191.051556 + Penalty 3067.337850 = -66123.713706 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Deleting Class 40 (70 points): Lose 2540.110420 but Gain 3363.489561 Iteration 139Q (6287.070000 sec): 61 clusters Score: Raw -120230156.955853 + Penalty 201809.373635 = -120028347.582218 nChanged 3262 Iteration 140F (6384.510000 sec): 61 clusters Score: Raw -120238529.283104 + Penalty 201809.373635 = -120036719.909469 nChanged 3609 Iteration 141Q (6428.000000 sec): 61 clusters Score: Raw -120245410.090945 + Penalty 201809.373635 = -120043600.717311 nChanged 2351 Iteration 142Q (6470.680000 sec): 61 clusters Score: Raw -120246582.900373 + Penalty 201809.373635 = -120044773.526738 nChanged 1886 Iteration 143Q (6512.590000 sec): 61 clusters Score: Raw -120247097.071268 + Penalty 201809.373635 = -120045287.697633 nChanged 1636 Iteration 144Q (6558.620000 sec): 61 clusters Score: Raw -120247527.819634 + Penalty 201809.373635 = -120045718.445999 nChanged 1408 Iteration 145Q (6595.100000 sec): 61 clusters Score: Raw -120248003.014377 + Penalty 201809.373635 = -120046193.640743 nChanged 1378 Iteration 146Q (6634.750000 sec): 61 clusters Score: Raw -120248516.235927 + Penalty 201809.373635 = -120046706.862292 nChanged 1265 Iteration 147Q (6676.310000 sec): 61 clusters Score: Raw -120248685.489569 + Penalty 201809.373635 = -120046876.115934 nChanged 1163 Iteration 148Q (6717.030000 sec): 61 clusters Score: Raw -120248854.375080 + Penalty 201809.373635 = -120047045.001445 nChanged 1080 Iteration 149Q (6753.660000 sec): 61 clusters Score: Raw -120248973.149053 + Penalty 201809.373635 = -120047163.775418 nChanged 1046 Iteration 150Q (6795.150000 sec): 61 clusters Score: Raw -120249080.426002 + Penalty 201809.373635 = -120047271.052367 nChanged 1024 Iteration 151Q (6837.720000 sec): 61 clusters Score: Raw -120249176.730895 + Penalty 201809.373635 = -120047367.357260 nChanged 960 Iteration 152Q (6883.940000 sec): 61 clusters Score: Raw -120249267.457240 + Penalty 201809.373635 = -120047458.083605 nChanged 912 Iteration 153Q (6931.540000 sec): 61 clusters Score: Raw -120249356.600311 + Penalty 201809.373635 = -120047547.226676 nChanged 845 Iteration 154Q (6974.700000 sec): 61 clusters Score: Raw -120249432.764255 + Penalty 201809.373635 = -120047623.390621 nChanged 834 Iteration 155Q (7011.970000 sec): 61 clusters Score: Raw -120249497.911051 + Penalty 201809.373635 = -120047688.537416 nChanged 775 Iteration 156Q (7053.360000 sec): 61 clusters Score: Raw -120249556.762124 + Penalty 201809.373635 = -120047747.388489 nChanged 794 Iteration 157Q (7095.780000 sec): 61 clusters Score: Raw -120249618.546162 + Penalty 201809.373635 = -120047809.172527 nChanged 819 Iteration 158Q (7141.360000 sec): 61 clusters Score: Raw -120249682.639181 + Penalty 201809.373635 = -120047873.265546 nChanged 840 Iteration 159Q (7187.870000 sec): 61 clusters Score: Raw -120249745.372752 + Penalty 201809.373635 = -120047935.999117 nChanged 824 Iteration 160F (7286.260000 sec): 61 clusters Score: Raw -120255580.103271 + Penalty 201809.373635 = -120053770.729636 nChanged 856 Iteration 161Q (7332.620000 sec): 61 clusters Score: Raw -120257546.187533 + Penalty 201809.373635 = -120055736.813898 nChanged 734 Iteration 162Q (7379.730000 sec): 61 clusters Score: Raw -120257716.142898 + Penalty 201809.373635 = -120055906.769263 nChanged 734 Iteration 163Q (7419.800000 sec): 61 clusters Score: Raw -120257819.658424 + Penalty 201809.373635 = -120056010.284789 nChanged 665 Iteration 164Q (7462.610000 sec): 61 clusters Score: Raw -120257912.952706 + Penalty 201809.373635 = -120056103.579071 nChanged 567 Iteration 165Q (7505.140000 sec): 61 clusters Score: Raw -120257990.785670 + Penalty 201809.373635 = -120056181.412035 nChanged 526 Iteration 166Q (7548.550000 sec): 61 clusters Score: Raw -120258046.749492 + Penalty 201809.373635 = -120056237.375858 nChanged 493 Iteration 167Q (7590.580000 sec): 61 clusters Score: Raw -120258077.038730 + Penalty 201809.373635 = -120056267.665096 nChanged 466 Iteration 168Q (7631.760000 sec): 61 clusters Score: Raw -120258102.545756 + Penalty 201809.373635 = -120056293.172121 nChanged 442 Iteration 169Q (7675.390000 sec): 61 clusters Score: Raw -120258126.572904 + Penalty 201809.373635 = -120056317.199270 nChanged 420 Iteration 170Q (7713.330000 sec): 61 clusters Score: Raw -120258148.450148 + Penalty 201809.373635 = -120056339.076513 nChanged 405 Iteration 171Q (7754.100000 sec): 61 clusters Score: Raw -120258169.434233 + Penalty 201809.373635 = -120056360.060598 nChanged 377 Iteration 172Q (7800.980000 sec): 61 clusters Score: Raw -120258187.158010 + Penalty 201809.373635 = -120056377.784376 nChanged 351 Iteration 173Q (7845.360000 sec): 61 clusters Score: Raw -120258201.073650 + Penalty 201809.373635 = -120056391.700015 nChanged 319 Iteration 174Q (7887.280000 sec): 61 clusters Score: Raw -120258214.248207 + Penalty 201809.373635 = -120056404.874572 nChanged 338 Iteration 175Q (7930.750000 sec): 61 clusters Score: Raw -120258228.681977 + Penalty 201809.373635 = -120056419.308342 nChanged 371 Iteration 176Q (7974.180000 sec): 61 clusters Score: Raw -120258243.467373 + Penalty 201809.373635 = -120056434.093739 nChanged 361 Iteration 177Q (8017.900000 sec): 61 clusters Score: Raw -120258257.056040 + Penalty 201809.373635 = -120056447.682406 nChanged 293 Iteration 178Q (8055.630000 sec): 61 clusters Score: Raw -120258267.035142 + Penalty 201809.373635 = -120056457.661507 nChanged 282 Writing temp clu file Because OldScore, -120056447.682406, is greater than current (better) Score,-120056457.661507 Compute initial score before splitting: Score: Raw -120258267.035142 + Penalty 201809.373635 = -120056457.661507 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8056.950000 sec): 2 clusters Score: Raw -39146913.227635 + Penalty 3080.260563 = -39143832.967072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8058.370000 sec): 3 clusters Score: Raw -38983468.929684 + Penalty 6160.521126 = -38977308.408558 nChanged 119464 SP:Iteration 1F (8059.840000 sec): 3 clusters Score: Raw -39053959.116410 + Penalty 6160.521126 = -39047798.595284 nChanged 6317 SP:Iteration 2Q (8061.410000 sec): 3 clusters Score: Raw -39055171.934229 + Penalty 6160.521126 = -39049011.413103 nChanged 7056 SP:Iteration 3Q (8062.900000 sec): 3 clusters Score: Raw -39056792.197286 + Penalty 6160.521126 = -39050631.676159 nChanged 8367 SP:Iteration 4Q (8064.580000 sec): 3 clusters Score: Raw -39059210.440751 + Penalty 6160.521126 = -39053049.919625 nChanged 10398 SP:Iteration 5Q (8066.090000 sec): 3 clusters Score: Raw -39062979.564071 + Penalty 6160.521126 = -39056819.042945 nChanged 12518 SP:Iteration 6F (8067.500000 sec): 3 clusters Score: Raw -39068632.309299 + Penalty 6160.521126 = -39062471.788172 nChanged 15032 SP:Iteration 7F (8068.960000 sec): 3 clusters Score: Raw -39077057.878637 + Penalty 6160.521126 = -39070897.357511 nChanged 17195 SP:Iteration 8F (8070.430000 sec): 3 clusters Score: Raw -39088656.051852 + Penalty 6160.521126 = -39082495.530726 nChanged 18140 SP:Iteration 9F (8071.860000 sec): 3 clusters Score: Raw -39102645.272584 + Penalty 6160.521126 = -39096484.751458 nChanged 17056 SP:Iteration 10F (8073.200000 sec): 3 clusters Score: Raw -39116958.493757 + Penalty 6160.521126 = -39110797.972631 nChanged 14074 SP:Iteration 11F (8074.650000 sec): 3 clusters Score: Raw -39129321.352961 + Penalty 6160.521126 = -39123160.831835 nChanged 9947 SP:Iteration 12Q (8076.170000 sec): 3 clusters Score: Raw -39138100.126751 + Penalty 6160.521126 = -39131939.605625 nChanged 5874 SP:Iteration 13Q (8077.570000 sec): 3 clusters Score: Raw -39143087.272386 + Penalty 6160.521126 = -39136926.751260 nChanged 2913 SP:Iteration 14Q (8078.940000 sec): 3 clusters Score: Raw -39145463.957666 + Penalty 6160.521126 = -39139303.436539 nChanged 1304 SP:Iteration 15Q (8080.370000 sec): 3 clusters Score: Raw -39146534.581070 + Penalty 6160.521126 = -39140374.059944 nChanged 556 SP:Iteration 16Q (8081.530000 sec): 3 clusters Score: Raw -39147018.284276 + Penalty 6160.521126 = -39140857.763149 nChanged 264 SP:Iteration 17Q (8082.690000 sec): 3 clusters Score: Raw -39147265.476768 + Penalty 6160.521126 = -39141104.955641 nChanged 135 SP:Iteration 18Q (8083.950000 sec): 3 clusters Score: Raw -39147394.959811 + Penalty 6160.521126 = -39141234.438684 nChanged 70 SP:Iteration 19Q (8085.100000 sec): 3 clusters Score: Raw -39147460.101790 + Penalty 6160.521126 = -39141299.580663 nChanged 37 SP:Iteration 20F (8086.450000 sec): 3 clusters Score: Raw -39147497.096700 + Penalty 6160.521126 = -39141336.575574 nChanged 24 SP:Iteration 21Q (8087.680000 sec): 3 clusters Score: Raw -39147527.096103 + Penalty 6160.521126 = -39141366.574976 nChanged 20 SP:Iteration 22Q (8088.950000 sec): 3 clusters Score: Raw -39147548.368636 + Penalty 6160.521126 = -39141387.847510 nChanged 14 SP:Iteration 23Q (8090.150000 sec): 3 clusters Score: Raw -39147562.427265 + Penalty 6160.521126 = -39141401.906138 nChanged 10 SP:Iteration 24Q (8091.270000 sec): 3 clusters Score: Raw -39147573.415816 + Penalty 6160.521126 = -39141412.894690 nChanged 7 SP:Iteration 25Q (8092.430000 sec): 3 clusters Score: Raw -39147579.301428 + Penalty 6160.521126 = -39141418.780301 nChanged 5 SP:Iteration 26Q (8093.610000 sec): 3 clusters Score: Raw -39147585.351814 + Penalty 6160.521126 = -39141424.830688 nChanged 5 SP:Iteration 27Q (8094.820000 sec): 3 clusters Score: Raw -39147588.502660 + Penalty 6160.521126 = -39141427.981534 nChanged 0 SP:Iteration 28F (8096.210000 sec): 3 clusters Score: Raw -39147588.502660 + Penalty 6160.521126 = -39141427.981534 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8096.450000 sec): 2 clusters Score: Raw -1941603.316723 + Penalty 2345.230663 = -1939258.086060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8096.710000 sec): 3 clusters Score: Raw -1934423.215669 + Penalty 4690.461326 = -1929732.754343 nChanged 5516 SP:Iteration 1F (8096.940000 sec): 3 clusters Score: Raw -1937696.397822 + Penalty 4690.461326 = -1933005.936496 nChanged 1042 SP:Iteration 2F (8097.210000 sec): 3 clusters Score: Raw -1938548.292657 + Penalty 4690.461326 = -1933857.831331 nChanged 1024 SP:Iteration 3F (8097.440000 sec): 3 clusters Score: Raw -1939527.666243 + Penalty 4690.461326 = -1934837.204917 nChanged 1037 SP:Iteration 4F (8097.660000 sec): 3 clusters Score: Raw -1940455.601501 + Penalty 4690.461326 = -1935765.140175 nChanged 873 SP:Iteration 5F (8097.910000 sec): 3 clusters Score: Raw -1941251.189603 + Penalty 4690.461326 = -1936560.728276 nChanged 736 SP:Iteration 6F (8098.160000 sec): 3 clusters Score: Raw -1941920.952248 + Penalty 4690.461326 = -1937230.490922 nChanged 612 SP:Iteration 7Q (8098.420000 sec): 3 clusters Score: Raw -1942392.410705 + Penalty 4690.461326 = -1937701.949379 nChanged 421 SP:Iteration 8Q (8098.630000 sec): 3 clusters Score: Raw -1942683.027514 + Penalty 4690.461326 = -1937992.566188 nChanged 316 SP:Iteration 9Q (8098.870000 sec): 3 clusters Score: Raw -1942906.160646 + Penalty 4690.461326 = -1938215.699320 nChanged 254 SP:Iteration 10Q (8099.150000 sec): 3 clusters Score: Raw -1943071.854964 + Penalty 4690.461326 = -1938381.393638 nChanged 174 SP:Iteration 11Q (8099.400000 sec): 3 clusters Score: Raw -1943167.620232 + Penalty 4690.461326 = -1938477.158906 nChanged 133 SP:Iteration 12Q (8099.620000 sec): 3 clusters Score: Raw -1943243.035901 + Penalty 4690.461326 = -1938552.574575 nChanged 115 SP:Iteration 13Q (8099.860000 sec): 3 clusters Score: Raw -1943301.877953 + Penalty 4690.461326 = -1938611.416627 nChanged 106 SP:Iteration 14Q (8100.130000 sec): 3 clusters Score: Raw -1943344.672328 + Penalty 4690.461326 = -1938654.211002 nChanged 73 SP:Iteration 15Q (8100.360000 sec): 3 clusters Score: Raw -1943368.590957 + Penalty 4690.461326 = -1938678.129631 nChanged 57 SP:Iteration 16Q (8100.600000 sec): 3 clusters Score: Raw -1943385.834398 + Penalty 4690.461326 = -1938695.373071 nChanged 41 SP:Iteration 17Q (8100.890000 sec): 3 clusters Score: Raw -1943396.942211 + Penalty 4690.461326 = -1938706.480884 nChanged 30 SP:Iteration 18Q (8101.090000 sec): 3 clusters Score: Raw -1943404.002375 + Penalty 4690.461326 = -1938713.541049 nChanged 20 SP:Iteration 19Q (8101.400000 sec): 3 clusters Score: Raw -1943407.641996 + Penalty 4690.461326 = -1938717.180670 nChanged 16 SP:Iteration 20F (8101.630000 sec): 3 clusters Score: Raw -1943410.872841 + Penalty 4690.461326 = -1938720.411515 nChanged 11 SP:Iteration 21Q (8101.860000 sec): 3 clusters Score: Raw -1943412.827602 + Penalty 4690.461326 = -1938722.366275 nChanged 4 SP:Iteration 22Q (8102.150000 sec): 3 clusters Score: Raw -1943413.313312 + Penalty 4690.461326 = -1938722.851986 nChanged 5 SP:Iteration 23Q (8102.390000 sec): 3 clusters Score: Raw -1943414.125019 + Penalty 4690.461326 = -1938723.663693 nChanged 10 SP:Iteration 24Q (8102.630000 sec): 3 clusters Score: Raw -1943415.548293 + Penalty 4690.461326 = -1938725.086967 nChanged 7 SP:Iteration 25Q (8102.860000 sec): 3 clusters Score: Raw -1943416.602455 + Penalty 4690.461326 = -1938726.141129 nChanged 5 SP:Iteration 26Q (8103.100000 sec): 3 clusters Score: Raw -1943417.340218 + Penalty 4690.461326 = -1938726.878892 nChanged 5 SP:Iteration 27Q (8103.370000 sec): 3 clusters Score: Raw -1943419.257226 + Penalty 4690.461326 = -1938728.795899 nChanged 4 SP:Iteration 28Q (8103.620000 sec): 3 clusters Score: Raw -1943420.369146 + Penalty 4690.461326 = -1938729.907819 nChanged 6 SP:Iteration 29Q (8103.870000 sec): 3 clusters Score: Raw -1943421.433850 + Penalty 4690.461326 = -1938730.972523 nChanged 4 SP:Iteration 30Q (8104.160000 sec): 3 clusters Score: Raw -1943422.034474 + Penalty 4690.461326 = -1938731.573148 nChanged 2 SP:Iteration 31Q (8104.400000 sec): 3 clusters Score: Raw -1943422.314811 + Penalty 4690.461326 = -1938731.853485 nChanged 3 SP:Iteration 32Q (8104.620000 sec): 3 clusters Score: Raw -1943422.679838 + Penalty 4690.461326 = -1938732.218511 nChanged 2 SP:Iteration 33Q (8104.830000 sec): 3 clusters Score: Raw -1943423.125846 + Penalty 4690.461326 = -1938732.664520 nChanged 1 SP:Iteration 34Q (8105.090000 sec): 3 clusters Score: Raw -1943423.197903 + Penalty 4690.461326 = -1938732.736577 nChanged 0 SP:Iteration 35F (8105.290000 sec): 3 clusters Score: Raw -1943423.197903 + Penalty 4690.461326 = -1938732.736577 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (5242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8105.420000 sec): 2 clusters Score: Raw -788063.190118 + Penalty 2123.985679 = -785939.204439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8105.620000 sec): 3 clusters Score: Raw -785474.459466 + Penalty 4247.971358 = -781226.488108 nChanged 2046 SP:Iteration 1F (8105.840000 sec): 3 clusters Score: Raw -786665.947559 + Penalty 4247.971358 = -782417.976201 nChanged 391 SP:Iteration 2F (8106.020000 sec): 3 clusters Score: Raw -786901.055657 + Penalty 4247.971358 = -782653.084299 nChanged 266 SP:Iteration 3F (8106.230000 sec): 3 clusters Score: Raw -787061.312610 + Penalty 4247.971358 = -782813.341251 nChanged 215 SP:Iteration 4Q (8106.450000 sec): 3 clusters Score: Raw -787203.002019 + Penalty 4247.971358 = -782955.030660 nChanged 200 SP:Iteration 5Q (8106.640000 sec): 3 clusters Score: Raw -787351.859140 + Penalty 4247.971358 = -783103.887782 nChanged 217 SP:Iteration 6Q (8106.850000 sec): 3 clusters Score: Raw -787540.531373 + Penalty 4247.971358 = -783292.560014 nChanged 202 SP:Iteration 7Q (8107.040000 sec): 3 clusters Score: Raw -787742.097025 + Penalty 4247.971358 = -783494.125666 nChanged 220 SP:Iteration 8Q (8107.280000 sec): 3 clusters Score: Raw -787957.582232 + Penalty 4247.971358 = -783709.610873 nChanged 230 SP:Iteration 9Q (8107.490000 sec): 3 clusters Score: Raw -788167.022862 + Penalty 4247.971358 = -783919.051504 nChanged 202 SP:Iteration 10Q (8107.690000 sec): 3 clusters Score: Raw -788351.400549 + Penalty 4247.971358 = -784103.429191 nChanged 189 SP:Iteration 11Q (8107.910000 sec): 3 clusters Score: Raw -788493.768332 + Penalty 4247.971358 = -784245.796974 nChanged 157 SP:Iteration 12Q (8108.130000 sec): 3 clusters Score: Raw -788605.223536 + Penalty 4247.971358 = -784357.252178 nChanged 124 SP:Iteration 13Q (8108.290000 sec): 3 clusters Score: Raw -788685.938827 + Penalty 4247.971358 = -784437.967468 nChanged 106 SP:Iteration 14Q (8108.520000 sec): 3 clusters Score: Raw -788758.840665 + Penalty 4247.971358 = -784510.869306 nChanged 89 SP:Iteration 15Q (8108.730000 sec): 3 clusters Score: Raw -788812.730145 + Penalty 4247.971358 = -784564.758787 nChanged 60 SP:Iteration 16Q (8108.920000 sec): 3 clusters Score: Raw -788847.752997 + Penalty 4247.971358 = -784599.781639 nChanged 66 SP:Iteration 17Q (8109.110000 sec): 3 clusters Score: Raw -788886.414412 + Penalty 4247.971358 = -784638.443054 nChanged 56 SP:Iteration 18Q (8109.280000 sec): 3 clusters Score: Raw -788920.065587 + Penalty 4247.971358 = -784672.094229 nChanged 62 SP:Iteration 19Q (8109.500000 sec): 3 clusters Score: Raw -788961.361195 + Penalty 4247.971358 = -784713.389837 nChanged 49 SP:Iteration 20F (8109.690000 sec): 3 clusters Score: Raw -788994.645087 + Penalty 4247.971358 = -784746.673728 nChanged 38 SP:Iteration 21Q (8109.870000 sec): 3 clusters Score: Raw -789016.072089 + Penalty 4247.971358 = -784768.100731 nChanged 29 SP:Iteration 22Q (8110.090000 sec): 3 clusters Score: Raw -789029.482735 + Penalty 4247.971358 = -784781.511376 nChanged 21 SP:Iteration 23Q (8110.280000 sec): 3 clusters Score: Raw -789040.341325 + Penalty 4247.971358 = -784792.369966 nChanged 16 SP:Iteration 24Q (8110.470000 sec): 3 clusters Score: Raw -789047.781796 + Penalty 4247.971358 = -784799.810438 nChanged 14 SP:Iteration 25Q (8110.650000 sec): 3 clusters Score: Raw -789052.683673 + Penalty 4247.971358 = -784804.712315 nChanged 9 SP:Iteration 26Q (8110.890000 sec): 3 clusters Score: Raw -789055.990645 + Penalty 4247.971358 = -784808.019286 nChanged 11 SP:Iteration 27Q (8111.080000 sec): 3 clusters Score: Raw -789061.880474 + Penalty 4247.971358 = -784813.909116 nChanged 15 SP:Iteration 28Q (8111.280000 sec): 3 clusters Score: Raw -789067.916124 + Penalty 4247.971358 = -784819.944766 nChanged 16 SP:Iteration 29Q (8111.440000 sec): 3 clusters Score: Raw -789075.102510 + Penalty 4247.971358 = -784827.131152 nChanged 14 SP:Iteration 30Q (8111.650000 sec): 3 clusters Score: Raw -789081.703935 + Penalty 4247.971358 = -784833.732576 nChanged 11 SP:Iteration 31Q (8111.870000 sec): 3 clusters Score: Raw -789087.270722 + Penalty 4247.971358 = -784839.299363 nChanged 10 SP:Iteration 32Q (8112.050000 sec): 3 clusters Score: Raw -789093.386116 + Penalty 4247.971358 = -784845.414757 nChanged 13 SP:Iteration 33Q (8112.240000 sec): 3 clusters Score: Raw -789100.388417 + Penalty 4247.971358 = -784852.417059 nChanged 15 SP:Iteration 34Q (8112.410000 sec): 3 clusters Score: Raw -789108.192901 + Penalty 4247.971358 = -784860.221542 nChanged 13 SP:Iteration 35Q (8112.620000 sec): 3 clusters Score: Raw -789113.703021 + Penalty 4247.971358 = -784865.731662 nChanged 10 SP:Iteration 36Q (8112.830000 sec): 3 clusters Score: Raw -789118.939621 + Penalty 4247.971358 = -784870.968262 nChanged 12 SP:Iteration 37Q (8113.000000 sec): 3 clusters Score: Raw -789123.556862 + Penalty 4247.971358 = -784875.585504 nChanged 7 SP:Iteration 38Q (8113.190000 sec): 3 clusters Score: Raw -789126.489248 + Penalty 4247.971358 = -784878.517890 nChanged 7 SP:Iteration 39Q (8113.360000 sec): 3 clusters Score: Raw -789128.963090 + Penalty 4247.971358 = -784880.991731 nChanged 6 SP:Iteration 40F (8113.530000 sec): 3 clusters Score: Raw -789130.730549 + Penalty 4247.971358 = -784882.759191 nChanged 4 SP:Iteration 41Q (8113.720000 sec): 3 clusters Score: Raw -789131.889639 + Penalty 4247.971358 = -784883.918281 nChanged 3 SP:Iteration 42Q (8113.910000 sec): 3 clusters Score: Raw -789132.881909 + Penalty 4247.971358 = -784884.910551 nChanged 1 SP:Iteration 43Q (8114.120000 sec): 3 clusters Score: Raw -789133.215049 + Penalty 4247.971358 = -784885.243690 nChanged 0 SP:Iteration 44F (8114.320000 sec): 3 clusters Score: Raw -789133.215049 + Penalty 4247.971358 = -784885.243690 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8114.390000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8114.590000 sec): 3 clusters Score: Raw -57865.886745 + Penalty 3012.230089 = -54853.656656 nChanged 97 SP:Iteration 1F (8114.730000 sec): 3 clusters Score: Raw -58307.510719 + Penalty 3012.230089 = -55295.280630 nChanged 50 SP:Iteration 2F (8114.930000 sec): 3 clusters Score: Raw -58617.696510 + Penalty 3012.230089 = -55605.466421 nChanged 28 SP:Iteration 3F (8115.070000 sec): 3 clusters Score: Raw -58816.031644 + Penalty 3012.230089 = -55803.801555 nChanged 22 SP:Iteration 4F (8115.250000 sec): 3 clusters Score: Raw -58974.242933 + Penalty 3012.230089 = -55962.012844 nChanged 17 SP:Iteration 5Q (8115.420000 sec): 3 clusters Score: Raw -59070.020856 + Penalty 3012.230089 = -56057.790767 nChanged 10 SP:Iteration 6Q (8115.610000 sec): 3 clusters Score: Raw -59135.021826 + Penalty 3012.230089 = -56122.791737 nChanged 8 SP:Iteration 7Q (8115.810000 sec): 3 clusters Score: Raw -59184.394449 + Penalty 3012.230089 = -56172.164360 nChanged 1 SP:Iteration 8Q (8116.000000 sec): 3 clusters Score: Raw -59186.696614 + Penalty 3012.230089 = -56174.466525 nChanged 1 SP:Iteration 9Q (8116.170000 sec): 3 clusters Score: Raw -59191.853348 + Penalty 3012.230089 = -56179.623259 nChanged 1 SP:Iteration 10Q (8116.400000 sec): 3 clusters Score: Raw -59201.348078 + Penalty 3012.230089 = -56189.117990 nChanged 0 SP:Iteration 11F (8116.630000 sec): 3 clusters Score: Raw -59201.348078 + Penalty 3012.230089 = -56189.117990 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8116.710000 sec): 2 clusters Score: Raw -910486.093932 + Penalty 2146.709127 = -908339.384805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8116.930000 sec): 3 clusters Score: Raw -907691.971019 + Penalty 4293.418254 = -903398.552765 nChanged 2201 SP:Iteration 1F (8117.180000 sec): 3 clusters Score: Raw -908825.416093 + Penalty 4293.418254 = -904531.997839 nChanged 399 SP:Iteration 2F (8117.390000 sec): 3 clusters Score: Raw -909035.220543 + Penalty 4293.418254 = -904741.802289 nChanged 276 SP:Iteration 3Q (8117.610000 sec): 3 clusters Score: Raw -909144.298826 + Penalty 4293.418254 = -904850.880572 nChanged 190 SP:Iteration 4Q (8117.870000 sec): 3 clusters Score: Raw -909225.717343 + Penalty 4293.418254 = -904932.299089 nChanged 152 SP:Iteration 5Q (8118.040000 sec): 3 clusters Score: Raw -909288.738974 + Penalty 4293.418254 = -904995.320719 nChanged 125 SP:Iteration 6Q (8118.260000 sec): 3 clusters Score: Raw -909340.742691 + Penalty 4293.418254 = -905047.324436 nChanged 121 SP:Iteration 7Q (8118.490000 sec): 3 clusters Score: Raw -909395.888563 + Penalty 4293.418254 = -905102.470308 nChanged 119 SP:Iteration 8Q (8118.710000 sec): 3 clusters Score: Raw -909448.613672 + Penalty 4293.418254 = -905155.195417 nChanged 103 SP:Iteration 9Q (8118.920000 sec): 3 clusters Score: Raw -909490.671437 + Penalty 4293.418254 = -905197.253182 nChanged 101 SP:Iteration 10Q (8119.120000 sec): 3 clusters Score: Raw -909533.857571 + Penalty 4293.418254 = -905240.439317 nChanged 79 SP:Iteration 11Q (8119.380000 sec): 3 clusters Score: Raw -909562.782891 + Penalty 4293.418254 = -905269.364637 nChanged 73 SP:Iteration 12Q (8119.620000 sec): 3 clusters Score: Raw -909592.897259 + Penalty 4293.418254 = -905299.479005 nChanged 78 SP:Iteration 13Q (8119.820000 sec): 3 clusters Score: Raw -909621.177970 + Penalty 4293.418254 = -905327.759715 nChanged 60 SP:Iteration 14Q (8120.000000 sec): 3 clusters Score: Raw -909643.122632 + Penalty 4293.418254 = -905349.704378 nChanged 69 SP:Iteration 15Q (8120.180000 sec): 3 clusters Score: Raw -909669.305711 + Penalty 4293.418254 = -905375.887457 nChanged 70 SP:Iteration 16Q (8120.360000 sec): 3 clusters Score: Raw -909695.962199 + Penalty 4293.418254 = -905402.543944 nChanged 71 SP:Iteration 17Q (8120.590000 sec): 3 clusters Score: Raw -909723.542441 + Penalty 4293.418254 = -905430.124187 nChanged 83 SP:Iteration 18Q (8120.760000 sec): 3 clusters Score: Raw -909755.001046 + Penalty 4293.418254 = -905461.582792 nChanged 80 SP:Iteration 19Q (8120.950000 sec): 3 clusters Score: Raw -909784.564848 + Penalty 4293.418254 = -905491.146593 nChanged 71 SP:Iteration 20F (8121.150000 sec): 3 clusters Score: Raw -909807.931534 + Penalty 4293.418254 = -905514.513279 nChanged 60 SP:Iteration 21Q (8121.370000 sec): 3 clusters Score: Raw -909828.054110 + Penalty 4293.418254 = -905534.635856 nChanged 61 SP:Iteration 22Q (8121.610000 sec): 3 clusters Score: Raw -909851.009555 + Penalty 4293.418254 = -905557.591301 nChanged 59 SP:Iteration 23Q (8121.830000 sec): 3 clusters Score: Raw -909869.932999 + Penalty 4293.418254 = -905576.514745 nChanged 67 SP:Iteration 24Q (8122.030000 sec): 3 clusters Score: Raw -909893.254970 + Penalty 4293.418254 = -905599.836715 nChanged 66 SP:Iteration 25Q (8122.240000 sec): 3 clusters Score: Raw -909914.358376 + Penalty 4293.418254 = -905620.940122 nChanged 60 SP:Iteration 26Q (8122.470000 sec): 3 clusters Score: Raw -909935.804417 + Penalty 4293.418254 = -905642.386162 nChanged 57 SP:Iteration 27Q (8122.680000 sec): 3 clusters Score: Raw -909961.636867 + Penalty 4293.418254 = -905668.218613 nChanged 70 SP:Iteration 28Q (8122.870000 sec): 3 clusters Score: Raw -909993.750480 + Penalty 4293.418254 = -905700.332226 nChanged 67 SP:Iteration 29Q (8123.050000 sec): 3 clusters Score: Raw -910025.086101 + Penalty 4293.418254 = -905731.667847 nChanged 76 SP:Iteration 30Q (8123.270000 sec): 3 clusters Score: Raw -910060.145540 + Penalty 4293.418254 = -905766.727286 nChanged 94 SP:Iteration 31Q (8123.470000 sec): 3 clusters Score: Raw -910106.898025 + Penalty 4293.418254 = -905813.479770 nChanged 95 SP:Iteration 32Q (8123.650000 sec): 3 clusters Score: Raw -910157.366843 + Penalty 4293.418254 = -905863.948588 nChanged 101 SP:Iteration 33Q (8123.820000 sec): 3 clusters Score: Raw -910210.617017 + Penalty 4293.418254 = -905917.198762 nChanged 96 SP:Iteration 34Q (8124.020000 sec): 3 clusters Score: Raw -910271.622754 + Penalty 4293.418254 = -905978.204500 nChanged 78 SP:Iteration 35Q (8124.210000 sec): 3 clusters Score: Raw -910320.669296 + Penalty 4293.418254 = -906027.251041 nChanged 72 SP:Iteration 36Q (8124.390000 sec): 3 clusters Score: Raw -910370.120408 + Penalty 4293.418254 = -906076.702154 nChanged 65 SP:Iteration 37Q (8124.560000 sec): 3 clusters Score: Raw -910412.318735 + Penalty 4293.418254 = -906118.900480 nChanged 51 SP:Iteration 38Q (8124.720000 sec): 3 clusters Score: Raw -910445.573212 + Penalty 4293.418254 = -906152.154957 nChanged 46 SP:Iteration 39Q (8124.910000 sec): 3 clusters Score: Raw -910478.120230 + Penalty 4293.418254 = -906184.701976 nChanged 58 SP:Iteration 40F (8125.100000 sec): 3 clusters Score: Raw -910522.662737 + Penalty 4293.418254 = -906229.244483 nChanged 58 SP:Iteration 41Q (8125.290000 sec): 3 clusters Score: Raw -910557.332330 + Penalty 4293.418254 = -906263.914076 nChanged 37 SP:Iteration 42Q (8125.470000 sec): 3 clusters Score: Raw -910577.177931 + Penalty 4293.418254 = -906283.759676 nChanged 30 SP:Iteration 43Q (8125.640000 sec): 3 clusters Score: Raw -910595.926896 + Penalty 4293.418254 = -906302.508642 nChanged 30 SP:Iteration 44Q (8125.810000 sec): 3 clusters Score: Raw -910613.345046 + Penalty 4293.418254 = -906319.926792 nChanged 26 SP:Iteration 45Q (8126.020000 sec): 3 clusters Score: Raw -910625.512558 + Penalty 4293.418254 = -906332.094303 nChanged 25 SP:Iteration 46Q (8126.200000 sec): 3 clusters Score: Raw -910637.280303 + Penalty 4293.418254 = -906343.862048 nChanged 14 SP:Iteration 47Q (8126.430000 sec): 3 clusters Score: Raw -910642.918486 + Penalty 4293.418254 = -906349.500232 nChanged 12 SP:Iteration 48Q (8126.600000 sec): 3 clusters Score: Raw -910647.425595 + Penalty 4293.418254 = -906354.007340 nChanged 7 SP:Iteration 49Q (8126.850000 sec): 3 clusters Score: Raw -910650.601322 + Penalty 4293.418254 = -906357.183067 nChanged 9 SP:Iteration 50Q (8127.090000 sec): 3 clusters Score: Raw -910658.418810 + Penalty 4293.418254 = -906365.000555 nChanged 15 SP:Iteration 51Q (8127.290000 sec): 3 clusters Score: Raw -910666.407974 + Penalty 4293.418254 = -906372.989720 nChanged 12 SP:Iteration 52Q (8127.480000 sec): 3 clusters Score: Raw -910673.020937 + Penalty 4293.418254 = -906379.602682 nChanged 9 SP:Iteration 53Q (8127.690000 sec): 3 clusters Score: Raw -910677.124874 + Penalty 4293.418254 = -906383.706620 nChanged 9 SP:Iteration 54Q (8127.890000 sec): 3 clusters Score: Raw -910681.732812 + Penalty 4293.418254 = -906388.314558 nChanged 9 SP:Iteration 55Q (8128.140000 sec): 3 clusters Score: Raw -910685.898410 + Penalty 4293.418254 = -906392.480155 nChanged 9 SP:Iteration 56Q (8128.360000 sec): 3 clusters Score: Raw -910692.426386 + Penalty 4293.418254 = -906399.008132 nChanged 14 SP:Iteration 57Q (8128.540000 sec): 3 clusters Score: Raw -910700.098986 + Penalty 4293.418254 = -906406.680731 nChanged 10 SP:Iteration 58Q (8128.770000 sec): 3 clusters Score: Raw -910703.497629 + Penalty 4293.418254 = -906410.079374 nChanged 4 SP:Iteration 59Q (8128.990000 sec): 3 clusters Score: Raw -910704.963634 + Penalty 4293.418254 = -906411.545380 nChanged 2 SP:Iteration 60F (8129.210000 sec): 3 clusters Score: Raw -910705.569386 + Penalty 4293.418254 = -906412.151132 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8129.310000 sec): 2 clusters Score: Raw -170408.281354 + Penalty 1740.563646 = -168667.717708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8129.510000 sec): 3 clusters Score: Raw -170128.686446 + Penalty 3481.127292 = -166647.559154 nChanged 277 SP:Iteration 1F (8129.660000 sec): 3 clusters Score: Raw -170437.036170 + Penalty 3481.127292 = -166955.908878 nChanged 70 SP:Iteration 2F (8129.820000 sec): 3 clusters Score: Raw -170536.954307 + Penalty 3481.127292 = -167055.827015 nChanged 34 SP:Iteration 3Q (8130.030000 sec): 3 clusters Score: Raw -170596.844016 + Penalty 3481.127292 = -167115.716723 nChanged 33 SP:Iteration 4Q (8130.280000 sec): 3 clusters Score: Raw -170643.196313 + Penalty 3481.127292 = -167162.069021 nChanged 19 SP:Iteration 5Q (8130.460000 sec): 3 clusters Score: Raw -170673.702276 + Penalty 3481.127292 = -167192.574984 nChanged 18 SP:Iteration 6Q (8130.670000 sec): 3 clusters Score: Raw -170693.635299 + Penalty 3481.127292 = -167212.508007 nChanged 10 SP:Iteration 7Q (8130.810000 sec): 3 clusters Score: Raw -170707.870758 + Penalty 3481.127292 = -167226.743466 nChanged 5 SP:Iteration 8Q (8131.040000 sec): 3 clusters Score: Raw -170712.679068 + Penalty 3481.127292 = -167231.551775 nChanged 3 SP:Iteration 9Q (8131.220000 sec): 3 clusters Score: Raw -170718.179705 + Penalty 3481.127292 = -167237.052413 nChanged 0 SP:Iteration 10F (8131.410000 sec): 3 clusters Score: Raw -170718.179705 + Penalty 3481.127292 = -167237.052413 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8131.490000 sec): 2 clusters Score: Raw -39170.207638 + Penalty 1371.298414 = -37798.909224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8131.680000 sec): 3 clusters Score: Raw -39404.757147 + Penalty 2742.596827 = -36662.160320 nChanged 24 SP:Iteration 1F (8131.850000 sec): 3 clusters Score: Raw -39534.394503 + Penalty 2742.596827 = -36791.797676 nChanged 17 SP:Iteration 2F (8132.060000 sec): 3 clusters Score: Raw -39640.774176 + Penalty 2742.596827 = -36898.177348 nChanged 3 SP:Iteration 3Q (8132.260000 sec): 3 clusters Score: Raw -39647.245184 + Penalty 2742.596827 = -36904.648356 nChanged 1 SP:Iteration 4Q (8132.410000 sec): 3 clusters Score: Raw -39651.186913 + Penalty 2742.596827 = -36908.590086 nChanged 1 SP:Iteration 5Q (8132.630000 sec): 3 clusters Score: Raw -39653.945768 + Penalty 2742.596827 = -36911.348940 nChanged 1 SP:Iteration 6Q (8132.830000 sec): 3 clusters Score: Raw -39656.416284 + Penalty 2742.596827 = -36913.819456 nChanged 1 SP:Iteration 7Q (8132.950000 sec): 3 clusters Score: Raw -39662.408551 + Penalty 2742.596827 = -36919.811724 nChanged 1 SP:Iteration 8Q (8133.130000 sec): 3 clusters Score: Raw -39674.447153 + Penalty 2742.596827 = -36931.850326 nChanged 1 SP:Iteration 9Q (8133.310000 sec): 3 clusters Score: Raw -39678.274843 + Penalty 2742.596827 = -36935.678016 nChanged 1 SP:Iteration 10Q (8133.470000 sec): 3 clusters Score: Raw -39680.974948 + Penalty 2742.596827 = -36938.378120 nChanged 1 SP:Iteration 11Q (8133.720000 sec): 3 clusters Score: Raw -39685.441605 + Penalty 2742.596827 = -36942.844778 nChanged 0 SP:Iteration 12F (8133.880000 sec): 3 clusters Score: Raw -39685.441605 + Penalty 2742.596827 = -36942.844778 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8133.990000 sec): 2 clusters Score: Raw -990095.803087 + Penalty 2175.952893 = -987919.850194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8134.240000 sec): 3 clusters Score: Raw -986904.810627 + Penalty 4351.905786 = -982552.904842 nChanged 2520 SP:Iteration 1F (8134.420000 sec): 3 clusters Score: Raw -988392.444108 + Penalty 4351.905786 = -984040.538322 nChanged 504 SP:Iteration 2F (8134.700000 sec): 3 clusters Score: Raw -988756.371518 + Penalty 4351.905786 = -984404.465732 nChanged 424 SP:Iteration 3F (8134.880000 sec): 3 clusters Score: Raw -989067.804462 + Penalty 4351.905786 = -984715.898676 nChanged 376 SP:Iteration 4F (8135.120000 sec): 3 clusters Score: Raw -989360.421986 + Penalty 4351.905786 = -985008.516200 nChanged 379 SP:Iteration 5F (8135.290000 sec): 3 clusters Score: Raw -989659.926386 + Penalty 4351.905786 = -985308.020600 nChanged 338 SP:Iteration 6F (8135.510000 sec): 3 clusters Score: Raw -989917.513062 + Penalty 4351.905786 = -985565.607276 nChanged 290 SP:Iteration 7Q (8135.760000 sec): 3 clusters Score: Raw -990139.607555 + Penalty 4351.905786 = -985787.701769 nChanged 259 SP:Iteration 8Q (8136.000000 sec): 3 clusters Score: Raw -990342.097539 + Penalty 4351.905786 = -985990.191753 nChanged 225 SP:Iteration 9Q (8136.210000 sec): 3 clusters Score: Raw -990512.880574 + Penalty 4351.905786 = -986160.974788 nChanged 195 SP:Iteration 10Q (8136.430000 sec): 3 clusters Score: Raw -990662.721655 + Penalty 4351.905786 = -986310.815869 nChanged 158 SP:Iteration 11Q (8136.660000 sec): 3 clusters Score: Raw -990784.664765 + Penalty 4351.905786 = -986432.758979 nChanged 126 SP:Iteration 12Q (8136.850000 sec): 3 clusters Score: Raw -990874.038734 + Penalty 4351.905786 = -986522.132948 nChanged 99 SP:Iteration 13Q (8137.080000 sec): 3 clusters Score: Raw -990937.820270 + Penalty 4351.905786 = -986585.914484 nChanged 71 SP:Iteration 14Q (8137.280000 sec): 3 clusters Score: Raw -990982.263682 + Penalty 4351.905786 = -986630.357896 nChanged 58 SP:Iteration 15Q (8137.510000 sec): 3 clusters Score: Raw -991013.931712 + Penalty 4351.905786 = -986662.025926 nChanged 47 SP:Iteration 16Q (8137.720000 sec): 3 clusters Score: Raw -991039.430065 + Penalty 4351.905786 = -986687.524280 nChanged 37 SP:Iteration 17Q (8137.940000 sec): 3 clusters Score: Raw -991062.675546 + Penalty 4351.905786 = -986710.769760 nChanged 24 SP:Iteration 18Q (8138.210000 sec): 3 clusters Score: Raw -991074.882568 + Penalty 4351.905786 = -986722.976782 nChanged 21 SP:Iteration 19Q (8138.430000 sec): 3 clusters Score: Raw -991083.548129 + Penalty 4351.905786 = -986731.642344 nChanged 18 SP:Iteration 20F (8138.690000 sec): 3 clusters Score: Raw -991089.918677 + Penalty 4351.905786 = -986738.012891 nChanged 9 SP:Iteration 21Q (8138.890000 sec): 3 clusters Score: Raw -991092.932837 + Penalty 4351.905786 = -986741.027051 nChanged 10 SP:Iteration 22Q (8139.100000 sec): 3 clusters Score: Raw -991096.614256 + Penalty 4351.905786 = -986744.708471 nChanged 13 SP:Iteration 23Q (8139.350000 sec): 3 clusters Score: Raw -991101.964229 + Penalty 4351.905786 = -986750.058443 nChanged 12 SP:Iteration 24Q (8139.550000 sec): 3 clusters Score: Raw -991107.582474 + Penalty 4351.905786 = -986755.676688 nChanged 10 SP:Iteration 25Q (8139.800000 sec): 3 clusters Score: Raw -991112.559840 + Penalty 4351.905786 = -986760.654054 nChanged 6 SP:Iteration 26Q (8140.000000 sec): 3 clusters Score: Raw -991114.231724 + Penalty 4351.905786 = -986762.325939 nChanged 3 SP:Iteration 27Q (8140.220000 sec): 3 clusters Score: Raw -991115.376007 + Penalty 4351.905786 = -986763.470222 nChanged 1 SP:Iteration 28Q (8140.420000 sec): 3 clusters Score: Raw -991115.567770 + Penalty 4351.905786 = -986763.661985 nChanged 2 SP:Iteration 29Q (8140.640000 sec): 3 clusters Score: Raw -991116.055843 + Penalty 4351.905786 = -986764.150057 nChanged 1 SP:Iteration 30Q (8140.860000 sec): 3 clusters Score: Raw -991116.388771 + Penalty 4351.905786 = -986764.482986 nChanged 0 SP:Iteration 31F (8141.090000 sec): 3 clusters Score: Raw -991116.388771 + Penalty 4351.905786 = -986764.482986 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8141.170000 sec): 2 clusters Score: Raw -37005.152313 + Penalty 1410.369888 = -35594.782424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8141.350000 sec): 3 clusters Score: Raw -37173.928707 + Penalty 2820.739777 = -34353.188931 nChanged 43 SP:Iteration 1F (8141.530000 sec): 3 clusters Score: Raw -37395.883286 + Penalty 2820.739777 = -34575.143509 nChanged 26 SP:Iteration 2F (8141.770000 sec): 3 clusters Score: Raw -37594.059384 + Penalty 2820.739777 = -34773.319607 nChanged 21 SP:Iteration 3F (8141.940000 sec): 3 clusters Score: Raw -37826.378339 + Penalty 2820.739777 = -35005.638562 nChanged 12 SP:Iteration 4Q (8142.130000 sec): 3 clusters Score: Raw -37972.186273 + Penalty 2820.739777 = -35151.446496 nChanged 5 SP:Iteration 5Q (8142.290000 sec): 3 clusters Score: Raw -38046.735903 + Penalty 2820.739777 = -35225.996127 nChanged 3 SP:Iteration 6Q (8142.470000 sec): 3 clusters Score: Raw -38084.378110 + Penalty 2820.739777 = -35263.638333 nChanged 3 SP:Iteration 7Q (8142.640000 sec): 3 clusters Score: Raw -38131.185481 + Penalty 2820.739777 = -35310.445704 nChanged 1 SP:Iteration 8Q (8142.800000 sec): 3 clusters Score: Raw -38141.966879 + Penalty 2820.739777 = -35321.227102 nChanged 0 SP:Iteration 9F (8142.980000 sec): 3 clusters Score: Raw -38141.966879 + Penalty 2820.739777 = -35321.227102 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8143.070000 sec): 2 clusters Score: Raw -43898.973933 + Penalty 1431.317399 = -42467.656535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8143.240000 sec): 3 clusters Score: Raw -44047.914363 + Penalty 2862.634797 = -41185.279566 nChanged 42 SP:Iteration 1F (8143.500000 sec): 3 clusters Score: Raw -44151.906979 + Penalty 2862.634797 = -41289.272182 nChanged 10 SP:Iteration 2Q (8143.690000 sec): 3 clusters Score: Raw -44186.351866 + Penalty 2862.634797 = -41323.717069 nChanged 4 SP:Iteration 3Q (8143.900000 sec): 3 clusters Score: Raw -44197.511831 + Penalty 2862.634797 = -41334.877034 nChanged 1 SP:Iteration 4Q (8144.090000 sec): 3 clusters Score: Raw -44204.079737 + Penalty 2862.634797 = -41341.444940 nChanged 1 SP:Iteration 5Q (8144.250000 sec): 3 clusters Score: Raw -44206.949826 + Penalty 2862.634797 = -41344.315029 nChanged 1 SP:Iteration 6Q (8144.390000 sec): 3 clusters Score: Raw -44209.465266 + Penalty 2862.634797 = -41346.830469 nChanged 1 SP:Iteration 7Q (8144.550000 sec): 3 clusters Score: Raw -44211.196597 + Penalty 2862.634797 = -41348.561800 nChanged 0 SP:Iteration 8F (8144.720000 sec): 3 clusters Score: Raw -44211.196597 + Penalty 2862.634797 = -41348.561800 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8144.840000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8145.010000 sec): 3 clusters Score: Raw -89092.836615 + Penalty 3167.892142 = -85924.944472 nChanged 116 SP:Iteration 1F (8145.190000 sec): 3 clusters Score: Raw -89306.254479 + Penalty 3167.892142 = -86138.362337 nChanged 40 SP:Iteration 2F (8145.390000 sec): 3 clusters Score: Raw -89400.410525 + Penalty 3167.892142 = -86232.518382 nChanged 20 SP:Iteration 3Q (8145.640000 sec): 3 clusters Score: Raw -89474.452944 + Penalty 3167.892142 = -86306.560802 nChanged 18 SP:Iteration 4Q (8145.790000 sec): 3 clusters Score: Raw -89555.560735 + Penalty 3167.892142 = -86387.668592 nChanged 17 SP:Iteration 5Q (8145.980000 sec): 3 clusters Score: Raw -89605.161858 + Penalty 3167.892142 = -86437.269715 nChanged 12 SP:Iteration 6Q (8146.200000 sec): 3 clusters Score: Raw -89637.166038 + Penalty 3167.892142 = -86469.273895 nChanged 3 SP:Iteration 7Q (8146.370000 sec): 3 clusters Score: Raw -89644.168925 + Penalty 3167.892142 = -86476.276783 nChanged 2 SP:Iteration 8Q (8146.520000 sec): 3 clusters Score: Raw -89653.637471 + Penalty 3167.892142 = -86485.745329 nChanged 4 SP:Iteration 9Q (8146.730000 sec): 3 clusters Score: Raw -89663.676160 + Penalty 3167.892142 = -86495.784018 nChanged 2 SP:Iteration 10Q (8146.920000 sec): 3 clusters Score: Raw -89674.375930 + Penalty 3167.892142 = -86506.483787 nChanged 2 SP:Iteration 11Q (8147.060000 sec): 3 clusters Score: Raw -89683.049066 + Penalty 3167.892142 = -86515.156924 nChanged 2 SP:Iteration 12Q (8147.250000 sec): 3 clusters Score: Raw -89690.629307 + Penalty 3167.892142 = -86522.737165 nChanged 4 SP:Iteration 13Q (8147.440000 sec): 3 clusters Score: Raw -89706.427977 + Penalty 3167.892142 = -86538.535835 nChanged 2 SP:Iteration 14Q (8147.620000 sec): 3 clusters Score: Raw -89712.257609 + Penalty 3167.892142 = -86544.365466 nChanged 0 SP:Iteration 15F (8147.790000 sec): 3 clusters Score: Raw -89712.257609 + Penalty 3167.892142 = -86544.365466 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8147.870000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8148.060000 sec): 3 clusters Score: Raw -100980.058064 + Penalty 3244.350880 = -97735.707185 nChanged 138 SP:Iteration 1F (8148.240000 sec): 3 clusters Score: Raw -101205.742679 + Penalty 3244.350880 = -97961.391800 nChanged 43 SP:Iteration 2F (8148.450000 sec): 3 clusters Score: Raw -101296.791262 + Penalty 3244.350880 = -98052.440383 nChanged 32 SP:Iteration 3Q (8148.620000 sec): 3 clusters Score: Raw -101387.363901 + Penalty 3244.350880 = -98143.013022 nChanged 27 SP:Iteration 4Q (8148.820000 sec): 3 clusters Score: Raw -101459.167720 + Penalty 3244.350880 = -98214.816840 nChanged 18 SP:Iteration 5Q (8149.020000 sec): 3 clusters Score: Raw -101524.098270 + Penalty 3244.350880 = -98279.747390 nChanged 13 SP:Iteration 6Q (8149.200000 sec): 3 clusters Score: Raw -101548.921093 + Penalty 3244.350880 = -98304.570213 nChanged 10 SP:Iteration 7Q (8149.350000 sec): 3 clusters Score: Raw -101578.808468 + Penalty 3244.350880 = -98334.457589 nChanged 11 SP:Iteration 8Q (8149.520000 sec): 3 clusters Score: Raw -101608.790183 + Penalty 3244.350880 = -98364.439304 nChanged 10 SP:Iteration 9Q (8149.720000 sec): 3 clusters Score: Raw -101629.846040 + Penalty 3244.350880 = -98385.495160 nChanged 5 SP:Iteration 10Q (8149.900000 sec): 3 clusters Score: Raw -101644.925981 + Penalty 3244.350880 = -98400.575102 nChanged 11 SP:Iteration 11Q (8150.050000 sec): 3 clusters Score: Raw -101688.842220 + Penalty 3244.350880 = -98444.491340 nChanged 16 SP:Iteration 12Q (8150.280000 sec): 3 clusters Score: Raw -101743.343387 + Penalty 3244.350880 = -98498.992508 nChanged 18 SP:Iteration 13Q (8150.410000 sec): 3 clusters Score: Raw -101870.890640 + Penalty 3244.350880 = -98626.539761 nChanged 22 SP:Iteration 14Q (8150.610000 sec): 3 clusters Score: Raw -102008.776467 + Penalty 3244.350880 = -98764.425588 nChanged 26 SP:Iteration 15Q (8150.750000 sec): 3 clusters Score: Raw -102152.007858 + Penalty 3244.350880 = -98907.656979 nChanged 24 SP:Iteration 16Q (8150.930000 sec): 3 clusters Score: Raw -102321.867826 + Penalty 3244.350880 = -99077.516947 nChanged 15 SP:Iteration 17Q (8151.080000 sec): 3 clusters Score: Raw -102417.139984 + Penalty 3244.350880 = -99172.789104 nChanged 14 SP:Iteration 18Q (8151.260000 sec): 3 clusters Score: Raw -102455.441582 + Penalty 3244.350880 = -99211.090702 nChanged 3 SP:Iteration 19Q (8151.440000 sec): 3 clusters Score: Raw -102463.753613 + Penalty 3244.350880 = -99219.402733 nChanged 1 SP:Iteration 20F (8151.600000 sec): 3 clusters Score: Raw -102466.018382 + Penalty 3244.350880 = -99221.667503 nChanged 1 SP:Iteration 21Q (8151.800000 sec): 3 clusters Score: Raw -102469.750662 + Penalty 3244.350880 = -99225.399782 nChanged 3 SP:Iteration 22Q (8151.940000 sec): 3 clusters Score: Raw -102479.411626 + Penalty 3244.350880 = -99235.060746 nChanged 1 SP:Iteration 23Q (8152.120000 sec): 3 clusters Score: Raw -102481.192937 + Penalty 3244.350880 = -99236.842058 nChanged 0 SP:Iteration 24F (8152.300000 sec): 3 clusters Score: Raw -102481.192937 + Penalty 3244.350880 = -99236.842058 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8152.380000 sec): 2 clusters Score: Raw -732194.570981 + Penalty 2103.479765 = -730091.091216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8152.570000 sec): 3 clusters Score: Raw -729881.400032 + Penalty 4206.959530 = -725674.440502 nChanged 1855 SP:Iteration 1F (8152.780000 sec): 3 clusters Score: Raw -730905.847659 + Penalty 4206.959530 = -726698.888129 nChanged 402 SP:Iteration 2F (8152.950000 sec): 3 clusters Score: Raw -731168.687240 + Penalty 4206.959530 = -726961.727710 nChanged 260 SP:Iteration 3F (8153.160000 sec): 3 clusters Score: Raw -731315.743784 + Penalty 4206.959530 = -727108.784254 nChanged 185 SP:Iteration 4Q (8153.320000 sec): 3 clusters Score: Raw -731429.365392 + Penalty 4206.959530 = -727222.405862 nChanged 165 SP:Iteration 5Q (8153.540000 sec): 3 clusters Score: Raw -731515.367990 + Penalty 4206.959530 = -727308.408460 nChanged 152 SP:Iteration 6Q (8153.690000 sec): 3 clusters Score: Raw -731601.043425 + Penalty 4206.959530 = -727394.083895 nChanged 156 SP:Iteration 7Q (8153.880000 sec): 3 clusters Score: Raw -731708.041045 + Penalty 4206.959530 = -727501.081515 nChanged 180 SP:Iteration 8Q (8154.080000 sec): 3 clusters Score: Raw -731829.404539 + Penalty 4206.959530 = -727622.445009 nChanged 191 SP:Iteration 9Q (8154.260000 sec): 3 clusters Score: Raw -731947.806496 + Penalty 4206.959530 = -727740.846966 nChanged 166 SP:Iteration 10Q (8154.440000 sec): 3 clusters Score: Raw -732053.372883 + Penalty 4206.959530 = -727846.413353 nChanged 138 SP:Iteration 11Q (8154.640000 sec): 3 clusters Score: Raw -732149.500562 + Penalty 4206.959530 = -727942.541032 nChanged 135 SP:Iteration 12Q (8154.870000 sec): 3 clusters Score: Raw -732232.905199 + Penalty 4206.959530 = -728025.945668 nChanged 113 SP:Iteration 13Q (8155.040000 sec): 3 clusters Score: Raw -732318.791687 + Penalty 4206.959530 = -728111.832157 nChanged 113 SP:Iteration 14Q (8155.230000 sec): 3 clusters Score: Raw -732406.661134 + Penalty 4206.959530 = -728199.701603 nChanged 94 SP:Iteration 15Q (8155.420000 sec): 3 clusters Score: Raw -732471.872648 + Penalty 4206.959530 = -728264.913118 nChanged 80 SP:Iteration 16Q (8155.620000 sec): 3 clusters Score: Raw -732538.767430 + Penalty 4206.959530 = -728331.807900 nChanged 59 SP:Iteration 17Q (8155.800000 sec): 3 clusters Score: Raw -732578.936019 + Penalty 4206.959530 = -728371.976489 nChanged 47 SP:Iteration 18Q (8156.010000 sec): 3 clusters Score: Raw -732611.435276 + Penalty 4206.959530 = -728404.475746 nChanged 45 SP:Iteration 19Q (8156.240000 sec): 3 clusters Score: Raw -732641.550695 + Penalty 4206.959530 = -728434.591165 nChanged 40 SP:Iteration 20F (8156.440000 sec): 3 clusters Score: Raw -732668.338862 + Penalty 4206.959530 = -728461.379332 nChanged 48 SP:Iteration 21Q (8156.640000 sec): 3 clusters Score: Raw -732711.172224 + Penalty 4206.959530 = -728504.212694 nChanged 42 SP:Iteration 22Q (8156.880000 sec): 3 clusters Score: Raw -732743.694420 + Penalty 4206.959530 = -728536.734890 nChanged 38 SP:Iteration 23Q (8157.080000 sec): 3 clusters Score: Raw -732778.380004 + Penalty 4206.959530 = -728571.420474 nChanged 32 SP:Iteration 24Q (8157.280000 sec): 3 clusters Score: Raw -732810.477716 + Penalty 4206.959530 = -728603.518186 nChanged 26 SP:Iteration 25Q (8157.520000 sec): 3 clusters Score: Raw -732830.640520 + Penalty 4206.959530 = -728623.680990 nChanged 18 SP:Iteration 26Q (8157.750000 sec): 3 clusters Score: Raw -732849.067547 + Penalty 4206.959530 = -728642.108017 nChanged 16 SP:Iteration 27Q (8157.950000 sec): 3 clusters Score: Raw -732862.517816 + Penalty 4206.959530 = -728655.558286 nChanged 11 SP:Iteration 28Q (8158.170000 sec): 3 clusters Score: Raw -732873.431112 + Penalty 4206.959530 = -728666.471582 nChanged 11 SP:Iteration 29Q (8158.350000 sec): 3 clusters Score: Raw -732884.299705 + Penalty 4206.959530 = -728677.340175 nChanged 7 SP:Iteration 30Q (8158.560000 sec): 3 clusters Score: Raw -732891.483644 + Penalty 4206.959530 = -728684.524114 nChanged 6 SP:Iteration 31Q (8158.740000 sec): 3 clusters Score: Raw -732897.597778 + Penalty 4206.959530 = -728690.638248 nChanged 6 SP:Iteration 32Q (8158.940000 sec): 3 clusters Score: Raw -732903.102901 + Penalty 4206.959530 = -728696.143371 nChanged 6 SP:Iteration 33Q (8159.180000 sec): 3 clusters Score: Raw -732909.417589 + Penalty 4206.959530 = -728702.458059 nChanged 4 SP:Iteration 34Q (8159.380000 sec): 3 clusters Score: Raw -732913.621629 + Penalty 4206.959530 = -728706.662099 nChanged 6 SP:Iteration 35Q (8159.590000 sec): 3 clusters Score: Raw -732919.152877 + Penalty 4206.959530 = -728712.193347 nChanged 4 SP:Iteration 36Q (8159.780000 sec): 3 clusters Score: Raw -732922.269832 + Penalty 4206.959530 = -728715.310302 nChanged 3 SP:Iteration 37Q (8160.020000 sec): 3 clusters Score: Raw -732923.722947 + Penalty 4206.959530 = -728716.763417 nChanged 2 SP:Iteration 38Q (8160.240000 sec): 3 clusters Score: Raw -732924.738731 + Penalty 4206.959530 = -728717.779201 nChanged 2 SP:Iteration 39Q (8160.430000 sec): 3 clusters Score: Raw -732926.089468 + Penalty 4206.959530 = -728719.129938 nChanged 6 SP:Iteration 40F (8160.610000 sec): 3 clusters Score: Raw -732931.358979 + Penalty 4206.959530 = -728724.399449 nChanged 6 SP:Iteration 41Q (8160.850000 sec): 3 clusters Score: Raw -732935.033805 + Penalty 4206.959530 = -728728.074274 nChanged 4 SP:Iteration 42Q (8161.050000 sec): 3 clusters Score: Raw -732937.473075 + Penalty 4206.959530 = -728730.513545 nChanged 2 SP:Iteration 43Q (8161.240000 sec): 3 clusters Score: Raw -732939.603237 + Penalty 4206.959530 = -728732.643706 nChanged 3 SP:Iteration 44Q (8161.470000 sec): 3 clusters Score: Raw -732941.886535 + Penalty 4206.959530 = -728734.927005 nChanged 5 SP:Iteration 45Q (8161.650000 sec): 3 clusters Score: Raw -732946.404124 + Penalty 4206.959530 = -728739.444594 nChanged 4 SP:Iteration 46Q (8161.890000 sec): 3 clusters Score: Raw -732948.872930 + Penalty 4206.959530 = -728741.913400 nChanged 2 SP:Iteration 47Q (8162.070000 sec): 3 clusters Score: Raw -732949.819460 + Penalty 4206.959530 = -728742.859930 nChanged 0 SP:Iteration 48F (8162.270000 sec): 3 clusters Score: Raw -732949.819460 + Penalty 4206.959530 = -728742.859930 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (47089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8162.590000 sec): 2 clusters Score: Raw -7449753.493549 + Penalty 2668.429087 = -7447085.064461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8163.030000 sec): 3 clusters Score: Raw -7420608.929029 + Penalty 5336.858175 = -7415272.070854 nChanged 21544 SP:Iteration 1F (8163.440000 sec): 3 clusters Score: Raw -7433077.669035 + Penalty 5336.858175 = -7427740.810861 nChanged 2301 SP:Iteration 2Q (8163.830000 sec): 3 clusters Score: Raw -7434188.054202 + Penalty 5336.858175 = -7428851.196027 nChanged 2489 SP:Iteration 3F (8164.270000 sec): 3 clusters Score: Raw -7435556.059681 + Penalty 5336.858175 = -7430219.201507 nChanged 2678 SP:Iteration 4F (8164.670000 sec): 3 clusters Score: Raw -7437112.811850 + Penalty 5336.858175 = -7431775.953676 nChanged 2884 SP:Iteration 5F (8165.090000 sec): 3 clusters Score: Raw -7438915.966239 + Penalty 5336.858175 = -7433579.108065 nChanged 2995 SP:Iteration 6F (8165.560000 sec): 3 clusters Score: Raw -7440945.262772 + Penalty 5336.858175 = -7435608.404597 nChanged 3017 SP:Iteration 7F (8165.990000 sec): 3 clusters Score: Raw -7443203.387194 + Penalty 5336.858175 = -7437866.529019 nChanged 2853 SP:Iteration 8F (8166.430000 sec): 3 clusters Score: Raw -7445337.588959 + Penalty 5336.858175 = -7440000.730784 nChanged 2344 SP:Iteration 9Q (8166.930000 sec): 3 clusters Score: Raw -7446873.864545 + Penalty 5336.858175 = -7441537.006370 nChanged 1826 SP:Iteration 10Q (8167.350000 sec): 3 clusters Score: Raw -7447820.481776 + Penalty 5336.858175 = -7442483.623601 nChanged 1359 SP:Iteration 11Q (8167.800000 sec): 3 clusters Score: Raw -7448409.378518 + Penalty 5336.858175 = -7443072.520343 nChanged 1099 SP:Iteration 12Q (8168.230000 sec): 3 clusters Score: Raw -7448830.310549 + Penalty 5336.858175 = -7443493.452375 nChanged 865 SP:Iteration 13Q (8168.630000 sec): 3 clusters Score: Raw -7449158.306193 + Penalty 5336.858175 = -7443821.448019 nChanged 785 SP:Iteration 14Q (8169.070000 sec): 3 clusters Score: Raw -7449475.664738 + Penalty 5336.858175 = -7444138.806564 nChanged 753 SP:Iteration 15Q (8169.440000 sec): 3 clusters Score: Raw -7449799.812084 + Penalty 5336.858175 = -7444462.953909 nChanged 763 SP:Iteration 16Q (8169.830000 sec): 3 clusters Score: Raw -7450165.498651 + Penalty 5336.858175 = -7444828.640476 nChanged 768 SP:Iteration 17Q (8170.280000 sec): 3 clusters Score: Raw -7450549.661297 + Penalty 5336.858175 = -7445212.803122 nChanged 709 SP:Iteration 18Q (8170.710000 sec): 3 clusters Score: Raw -7450886.425610 + Penalty 5336.858175 = -7445549.567435 nChanged 646 SP:Iteration 19Q (8171.150000 sec): 3 clusters Score: Raw -7451152.913763 + Penalty 5336.858175 = -7445816.055588 nChanged 568 SP:Iteration 20F (8171.670000 sec): 3 clusters Score: Raw -7451348.596653 + Penalty 5336.858175 = -7446011.738478 nChanged 471 SP:Iteration 21Q (8172.130000 sec): 3 clusters Score: Raw -7451494.732830 + Penalty 5336.858175 = -7446157.874655 nChanged 435 SP:Iteration 22Q (8172.570000 sec): 3 clusters Score: Raw -7451614.833312 + Penalty 5336.858175 = -7446277.975137 nChanged 394 SP:Iteration 23Q (8173.010000 sec): 3 clusters Score: Raw -7451714.226430 + Penalty 5336.858175 = -7446377.368255 nChanged 341 SP:Iteration 24Q (8173.500000 sec): 3 clusters Score: Raw -7451795.480912 + Penalty 5336.858175 = -7446458.622738 nChanged 320 SP:Iteration 25Q (8173.970000 sec): 3 clusters Score: Raw -7451872.519991 + Penalty 5336.858175 = -7446535.661816 nChanged 293 SP:Iteration 26Q (8174.380000 sec): 3 clusters Score: Raw -7451939.479737 + Penalty 5336.858175 = -7446602.621562 nChanged 263 SP:Iteration 27Q (8174.780000 sec): 3 clusters Score: Raw -7451992.089864 + Penalty 5336.858175 = -7446655.231689 nChanged 210 SP:Iteration 28Q (8175.240000 sec): 3 clusters Score: Raw -7452030.533239 + Penalty 5336.858175 = -7446693.675065 nChanged 185 SP:Iteration 29Q (8175.720000 sec): 3 clusters Score: Raw -7452063.149008 + Penalty 5336.858175 = -7446726.290833 nChanged 152 SP:Iteration 30Q (8176.130000 sec): 3 clusters Score: Raw -7452085.055399 + Penalty 5336.858175 = -7446748.197225 nChanged 136 SP:Iteration 31Q (8176.610000 sec): 3 clusters Score: Raw -7452102.823433 + Penalty 5336.858175 = -7446765.965258 nChanged 96 SP:Iteration 32Q (8177.070000 sec): 3 clusters Score: Raw -7452115.527919 + Penalty 5336.858175 = -7446778.669744 nChanged 97 SP:Iteration 33Q (8177.560000 sec): 3 clusters Score: Raw -7452127.651598 + Penalty 5336.858175 = -7446790.793424 nChanged 101 SP:Iteration 34Q (8178.070000 sec): 3 clusters Score: Raw -7452141.389647 + Penalty 5336.858175 = -7446804.531473 nChanged 96 SP:Iteration 35Q (8178.560000 sec): 3 clusters Score: Raw -7452152.333642 + Penalty 5336.858175 = -7446815.475468 nChanged 74 SP:Iteration 36Q (8179.050000 sec): 3 clusters Score: Raw -7452161.361343 + Penalty 5336.858175 = -7446824.503168 nChanged 78 SP:Iteration 37Q (8179.510000 sec): 3 clusters Score: Raw -7452171.920238 + Penalty 5336.858175 = -7446835.062064 nChanged 75 SP:Iteration 38Q (8179.970000 sec): 3 clusters Score: Raw -7452180.972531 + Penalty 5336.858175 = -7446844.114356 nChanged 66 SP:Iteration 39Q (8180.430000 sec): 3 clusters Score: Raw -7452188.315422 + Penalty 5336.858175 = -7446851.457248 nChanged 63 SP:Iteration 40F (8180.850000 sec): 3 clusters Score: Raw -7452194.697012 + Penalty 5336.858175 = -7446857.838838 nChanged 58 SP:Iteration 41Q (8181.260000 sec): 3 clusters Score: Raw -7452202.179575 + Penalty 5336.858175 = -7446865.321400 nChanged 63 SP:Iteration 42Q (8181.690000 sec): 3 clusters Score: Raw -7452210.128288 + Penalty 5336.858175 = -7446873.270113 nChanged 52 SP:Iteration 43Q (8182.140000 sec): 3 clusters Score: Raw -7452214.725798 + Penalty 5336.858175 = -7446877.867624 nChanged 41 SP:Iteration 44Q (8182.580000 sec): 3 clusters Score: Raw -7452218.257299 + Penalty 5336.858175 = -7446881.399124 nChanged 37 SP:Iteration 45Q (8183.020000 sec): 3 clusters Score: Raw -7452221.662240 + Penalty 5336.858175 = -7446884.804065 nChanged 40 SP:Iteration 46Q (8183.400000 sec): 3 clusters Score: Raw -7452225.423026 + Penalty 5336.858175 = -7446888.564851 nChanged 36 SP:Iteration 47Q (8183.850000 sec): 3 clusters Score: Raw -7452228.751868 + Penalty 5336.858175 = -7446891.893694 nChanged 27 SP:Iteration 48Q (8184.310000 sec): 3 clusters Score: Raw -7452231.158529 + Penalty 5336.858175 = -7446894.300354 nChanged 35 SP:Iteration 49Q (8184.680000 sec): 3 clusters Score: Raw -7452233.922269 + Penalty 5336.858175 = -7446897.064095 nChanged 26 SP:Iteration 50Q (8185.120000 sec): 3 clusters Score: Raw -7452236.167414 + Penalty 5336.858175 = -7446899.309240 nChanged 22 SP:Iteration 51Q (8185.560000 sec): 3 clusters Score: Raw -7452238.483045 + Penalty 5336.858175 = -7446901.624871 nChanged 23 SP:Iteration 52Q (8185.960000 sec): 3 clusters Score: Raw -7452240.572124 + Penalty 5336.858175 = -7446903.713949 nChanged 29 SP:Iteration 53Q (8186.360000 sec): 3 clusters Score: Raw -7452242.849671 + Penalty 5336.858175 = -7446905.991496 nChanged 22 SP:Iteration 54Q (8186.770000 sec): 3 clusters Score: Raw -7452244.471743 + Penalty 5336.858175 = -7446907.613569 nChanged 21 SP:Iteration 55Q (8187.210000 sec): 3 clusters Score: Raw -7452246.158793 + Penalty 5336.858175 = -7446909.300618 nChanged 18 SP:Iteration 56Q (8187.660000 sec): 3 clusters Score: Raw -7452247.706345 + Penalty 5336.858175 = -7446910.848170 nChanged 19 SP:Iteration 57Q (8188.030000 sec): 3 clusters Score: Raw -7452249.515424 + Penalty 5336.858175 = -7446912.657249 nChanged 13 SP:Iteration 58Q (8188.450000 sec): 3 clusters Score: Raw -7452250.454564 + Penalty 5336.858175 = -7446913.596389 nChanged 7 SP:Iteration 59Q (8188.860000 sec): 3 clusters Score: Raw -7452250.777452 + Penalty 5336.858175 = -7446913.919277 nChanged 5 SP:Iteration 60F (8189.280000 sec): 3 clusters Score: Raw -7452251.199293 + Penalty 5336.858175 = -7446914.341119 nChanged 3 SP:Iteration 61Q (8189.670000 sec): 3 clusters Score: Raw -7452251.410499 + Penalty 5336.858175 = -7446914.552324 nChanged 4 SP:Iteration 62Q (8190.100000 sec): 3 clusters Score: Raw -7452251.749166 + Penalty 5336.858175 = -7446914.890991 nChanged 2 SP:Iteration 63Q (8190.460000 sec): 3 clusters Score: Raw -7452251.872789 + Penalty 5336.858175 = -7446915.014615 nChanged 4 SP:Iteration 64Q (8190.860000 sec): 3 clusters Score: Raw -7452252.217874 + Penalty 5336.858175 = -7446915.359699 nChanged 3 SP:Iteration 65Q (8191.220000 sec): 3 clusters Score: Raw -7452252.343063 + Penalty 5336.858175 = -7446915.484889 nChanged 3 SP:Iteration 66Q (8191.640000 sec): 3 clusters Score: Raw -7452252.489719 + Penalty 5336.858175 = -7446915.631544 nChanged 0 SP:Iteration 67F (8192.070000 sec): 3 clusters Score: Raw -7452252.489719 + Penalty 5336.858175 = -7446915.631544 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8192.220000 sec): 2 clusters Score: Raw -1452338.368216 + Penalty 2260.093107 = -1450078.275108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8192.450000 sec): 3 clusters Score: Raw -1447533.995929 + Penalty 4520.186215 = -1443013.809714 nChanged 3697 SP:Iteration 1F (8192.720000 sec): 3 clusters Score: Raw -1449498.611461 + Penalty 4520.186215 = -1444978.425246 nChanged 639 SP:Iteration 2F (8192.930000 sec): 3 clusters Score: Raw -1449864.053240 + Penalty 4520.186215 = -1445343.867025 nChanged 535 SP:Iteration 3F (8193.140000 sec): 3 clusters Score: Raw -1450139.039983 + Penalty 4520.186215 = -1445618.853768 nChanged 433 SP:Iteration 4Q (8193.360000 sec): 3 clusters Score: Raw -1450343.063837 + Penalty 4520.186215 = -1445822.877622 nChanged 374 SP:Iteration 5Q (8193.590000 sec): 3 clusters Score: Raw -1450514.805771 + Penalty 4520.186215 = -1445994.619557 nChanged 345 SP:Iteration 6Q (8193.830000 sec): 3 clusters Score: Raw -1450663.970277 + Penalty 4520.186215 = -1446143.784062 nChanged 286 SP:Iteration 7Q (8194.040000 sec): 3 clusters Score: Raw -1450782.658762 + Penalty 4520.186215 = -1446262.472547 nChanged 250 SP:Iteration 8Q (8194.250000 sec): 3 clusters Score: Raw -1450879.797621 + Penalty 4520.186215 = -1446359.611406 nChanged 232 SP:Iteration 9Q (8194.450000 sec): 3 clusters Score: Raw -1450966.289193 + Penalty 4520.186215 = -1446446.102978 nChanged 211 SP:Iteration 10Q (8194.640000 sec): 3 clusters Score: Raw -1451038.351522 + Penalty 4520.186215 = -1446518.165307 nChanged 180 SP:Iteration 11Q (8194.840000 sec): 3 clusters Score: Raw -1451092.702482 + Penalty 4520.186215 = -1446572.516267 nChanged 150 SP:Iteration 12Q (8195.090000 sec): 3 clusters Score: Raw -1451148.005271 + Penalty 4520.186215 = -1446627.819056 nChanged 159 SP:Iteration 13Q (8195.350000 sec): 3 clusters Score: Raw -1451193.450824 + Penalty 4520.186215 = -1446673.264610 nChanged 123 SP:Iteration 14Q (8195.620000 sec): 3 clusters Score: Raw -1451230.775254 + Penalty 4520.186215 = -1446710.589039 nChanged 120 SP:Iteration 15Q (8195.840000 sec): 3 clusters Score: Raw -1451264.718095 + Penalty 4520.186215 = -1446744.531880 nChanged 114 SP:Iteration 16Q (8196.060000 sec): 3 clusters Score: Raw -1451298.288088 + Penalty 4520.186215 = -1446778.101873 nChanged 109 SP:Iteration 17Q (8196.260000 sec): 3 clusters Score: Raw -1451330.815159 + Penalty 4520.186215 = -1446810.628944 nChanged 112 SP:Iteration 18Q (8196.520000 sec): 3 clusters Score: Raw -1451368.127870 + Penalty 4520.186215 = -1446847.941655 nChanged 117 SP:Iteration 19Q (8196.720000 sec): 3 clusters Score: Raw -1451405.684452 + Penalty 4520.186215 = -1446885.498237 nChanged 98 SP:Iteration 20F (8196.980000 sec): 3 clusters Score: Raw -1451437.025782 + Penalty 4520.186215 = -1446916.839567 nChanged 117 SP:Iteration 21Q (8197.170000 sec): 3 clusters Score: Raw -1451473.847944 + Penalty 4520.186215 = -1446953.661729 nChanged 108 SP:Iteration 22Q (8197.410000 sec): 3 clusters Score: Raw -1451506.418897 + Penalty 4520.186215 = -1446986.232682 nChanged 107 SP:Iteration 23Q (8197.630000 sec): 3 clusters Score: Raw -1451537.621164 + Penalty 4520.186215 = -1447017.434949 nChanged 101 SP:Iteration 24Q (8197.890000 sec): 3 clusters Score: Raw -1451569.663187 + Penalty 4520.186215 = -1447049.476972 nChanged 100 SP:Iteration 25Q (8198.140000 sec): 3 clusters Score: Raw -1451602.359582 + Penalty 4520.186215 = -1447082.173367 nChanged 117 SP:Iteration 26Q (8198.380000 sec): 3 clusters Score: Raw -1451643.558075 + Penalty 4520.186215 = -1447123.371861 nChanged 126 SP:Iteration 27Q (8198.650000 sec): 3 clusters Score: Raw -1451685.735237 + Penalty 4520.186215 = -1447165.549022 nChanged 122 SP:Iteration 28Q (8198.880000 sec): 3 clusters Score: Raw -1451729.385374 + Penalty 4520.186215 = -1447209.199159 nChanged 121 SP:Iteration 29Q (8199.130000 sec): 3 clusters Score: Raw -1451771.336686 + Penalty 4520.186215 = -1447251.150471 nChanged 122 SP:Iteration 30Q (8199.370000 sec): 3 clusters Score: Raw -1451812.780749 + Penalty 4520.186215 = -1447292.594534 nChanged 110 SP:Iteration 31Q (8199.600000 sec): 3 clusters Score: Raw -1451849.580206 + Penalty 4520.186215 = -1447329.393991 nChanged 99 SP:Iteration 32Q (8199.850000 sec): 3 clusters Score: Raw -1451885.976349 + Penalty 4520.186215 = -1447365.790134 nChanged 100 SP:Iteration 33Q (8200.090000 sec): 3 clusters Score: Raw -1451921.067119 + Penalty 4520.186215 = -1447400.880904 nChanged 100 SP:Iteration 34Q (8200.280000 sec): 3 clusters Score: Raw -1451958.714511 + Penalty 4520.186215 = -1447438.528296 nChanged 114 SP:Iteration 35Q (8200.490000 sec): 3 clusters Score: Raw -1452006.790320 + Penalty 4520.186215 = -1447486.604105 nChanged 126 SP:Iteration 36Q (8200.730000 sec): 3 clusters Score: Raw -1452063.138184 + Penalty 4520.186215 = -1447542.951969 nChanged 124 SP:Iteration 37Q (8200.960000 sec): 3 clusters Score: Raw -1452117.303755 + Penalty 4520.186215 = -1447597.117540 nChanged 118 SP:Iteration 38Q (8201.170000 sec): 3 clusters Score: Raw -1452172.023060 + Penalty 4520.186215 = -1447651.836846 nChanged 119 SP:Iteration 39Q (8201.420000 sec): 3 clusters Score: Raw -1452227.136752 + Penalty 4520.186215 = -1447706.950537 nChanged 117 SP:Iteration 40F (8201.610000 sec): 3 clusters Score: Raw -1452290.051213 + Penalty 4520.186215 = -1447769.864998 nChanged 113 SP:Iteration 41Q (8201.850000 sec): 3 clusters Score: Raw -1452351.753105 + Penalty 4520.186215 = -1447831.566890 nChanged 113 SP:Iteration 42Q (8202.100000 sec): 3 clusters Score: Raw -1452414.819394 + Penalty 4520.186215 = -1447894.633179 nChanged 99 SP:Iteration 43Q (8202.300000 sec): 3 clusters Score: Raw -1452474.666334 + Penalty 4520.186215 = -1447954.480119 nChanged 96 SP:Iteration 44Q (8202.550000 sec): 3 clusters Score: Raw -1452535.471108 + Penalty 4520.186215 = -1448015.284893 nChanged 87 SP:Iteration 45Q (8202.810000 sec): 3 clusters Score: Raw -1452584.461925 + Penalty 4520.186215 = -1448064.275710 nChanged 63 SP:Iteration 46Q (8203.040000 sec): 3 clusters Score: Raw -1452618.641678 + Penalty 4520.186215 = -1448098.455463 nChanged 52 SP:Iteration 47Q (8203.260000 sec): 3 clusters Score: Raw -1452646.968964 + Penalty 4520.186215 = -1448126.782749 nChanged 47 SP:Iteration 48Q (8203.510000 sec): 3 clusters Score: Raw -1452673.076282 + Penalty 4520.186215 = -1448152.890067 nChanged 31 SP:Iteration 49Q (8203.750000 sec): 3 clusters Score: Raw -1452692.222473 + Penalty 4520.186215 = -1448172.036258 nChanged 32 SP:Iteration 50Q (8204.000000 sec): 3 clusters Score: Raw -1452708.155231 + Penalty 4520.186215 = -1448187.969016 nChanged 20 SP:Iteration 51Q (8204.220000 sec): 3 clusters Score: Raw -1452717.114444 + Penalty 4520.186215 = -1448196.928229 nChanged 16 SP:Iteration 52Q (8204.490000 sec): 3 clusters Score: Raw -1452724.444778 + Penalty 4520.186215 = -1448204.258563 nChanged 14 SP:Iteration 53Q (8204.730000 sec): 3 clusters Score: Raw -1452731.405043 + Penalty 4520.186215 = -1448211.218828 nChanged 9 SP:Iteration 54Q (8204.990000 sec): 3 clusters Score: Raw -1452736.533338 + Penalty 4520.186215 = -1448216.347123 nChanged 10 SP:Iteration 55Q (8205.170000 sec): 3 clusters Score: Raw -1452743.441929 + Penalty 4520.186215 = -1448223.255715 nChanged 13 SP:Iteration 56Q (8205.430000 sec): 3 clusters Score: Raw -1452749.931703 + Penalty 4520.186215 = -1448229.745488 nChanged 6 SP:Iteration 57Q (8205.630000 sec): 3 clusters Score: Raw -1452753.235934 + Penalty 4520.186215 = -1448233.049719 nChanged 7 SP:Iteration 58Q (8205.860000 sec): 3 clusters Score: Raw -1452755.552314 + Penalty 4520.186215 = -1448235.366099 nChanged 5 SP:Iteration 59Q (8206.070000 sec): 3 clusters Score: Raw -1452757.570971 + Penalty 4520.186215 = -1448237.384756 nChanged 3 SP:Iteration 60F (8206.290000 sec): 3 clusters Score: Raw -1452759.138303 + Penalty 4520.186215 = -1448238.952088 nChanged 4 SP:Iteration 61Q (8206.490000 sec): 3 clusters Score: Raw -1452761.453718 + Penalty 4520.186215 = -1448241.267503 nChanged 2 SP:Iteration 62Q (8206.710000 sec): 3 clusters Score: Raw -1452762.312696 + Penalty 4520.186215 = -1448242.126481 nChanged 0 SP:Iteration 63F (8206.910000 sec): 3 clusters Score: Raw -1452762.312696 + Penalty 4520.186215 = -1448242.126481 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8207.010000 sec): 2 clusters Score: Raw -110564.965691 + Penalty 1630.964453 = -108934.001238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8207.200000 sec): 3 clusters Score: Raw -110472.875683 + Penalty 3261.928906 = -107210.946777 nChanged 157 SP:Iteration 1F (8207.380000 sec): 3 clusters Score: Raw -110741.914693 + Penalty 3261.928906 = -107479.985787 nChanged 56 SP:Iteration 2F (8207.590000 sec): 3 clusters Score: Raw -110912.101467 + Penalty 3261.928906 = -107650.172561 nChanged 28 SP:Iteration 3Q (8207.780000 sec): 3 clusters Score: Raw -110978.031917 + Penalty 3261.928906 = -107716.103010 nChanged 17 SP:Iteration 4Q (8207.950000 sec): 3 clusters Score: Raw -111014.866753 + Penalty 3261.928906 = -107752.937846 nChanged 13 SP:Iteration 5Q (8208.110000 sec): 3 clusters Score: Raw -111055.205696 + Penalty 3261.928906 = -107793.276789 nChanged 14 SP:Iteration 6Q (8208.260000 sec): 3 clusters Score: Raw -111081.980464 + Penalty 3261.928906 = -107820.051558 nChanged 11 SP:Iteration 7Q (8208.480000 sec): 3 clusters Score: Raw -111098.362995 + Penalty 3261.928906 = -107836.434088 nChanged 9 SP:Iteration 8Q (8208.650000 sec): 3 clusters Score: Raw -111112.512934 + Penalty 3261.928906 = -107850.584028 nChanged 7 SP:Iteration 9Q (8208.800000 sec): 3 clusters Score: Raw -111136.836266 + Penalty 3261.928906 = -107874.907360 nChanged 15 SP:Iteration 10Q (8209.010000 sec): 3 clusters Score: Raw -111200.672964 + Penalty 3261.928906 = -107938.744058 nChanged 20 SP:Iteration 11Q (8209.200000 sec): 3 clusters Score: Raw -111280.107964 + Penalty 3261.928906 = -108018.179058 nChanged 17 SP:Iteration 12Q (8209.370000 sec): 3 clusters Score: Raw -111336.119991 + Penalty 3261.928906 = -108074.191085 nChanged 17 SP:Iteration 13Q (8209.550000 sec): 3 clusters Score: Raw -111405.384622 + Penalty 3261.928906 = -108143.455716 nChanged 16 SP:Iteration 14Q (8209.690000 sec): 3 clusters Score: Raw -111447.217016 + Penalty 3261.928906 = -108185.288109 nChanged 12 SP:Iteration 15Q (8209.910000 sec): 3 clusters Score: Raw -111476.738408 + Penalty 3261.928906 = -108214.809501 nChanged 10 SP:Iteration 16Q (8210.070000 sec): 3 clusters Score: Raw -111503.986119 + Penalty 3261.928906 = -108242.057212 nChanged 5 SP:Iteration 17Q (8210.230000 sec): 3 clusters Score: Raw -111526.932240 + Penalty 3261.928906 = -108265.003334 nChanged 6 SP:Iteration 18Q (8210.410000 sec): 3 clusters Score: Raw -111547.333001 + Penalty 3261.928906 = -108285.404095 nChanged 6 SP:Iteration 19Q (8210.600000 sec): 3 clusters Score: Raw -111559.729207 + Penalty 3261.928906 = -108297.800300 nChanged 6 SP:Iteration 20F (8210.740000 sec): 3 clusters Score: Raw -111573.340808 + Penalty 3261.928906 = -108311.411902 nChanged 4 SP:Iteration 21Q (8210.970000 sec): 3 clusters Score: Raw -111580.396655 + Penalty 3261.928906 = -108318.467749 nChanged 2 SP:Iteration 22Q (8211.170000 sec): 3 clusters Score: Raw -111583.513363 + Penalty 3261.928906 = -108321.584457 nChanged 2 SP:Iteration 23Q (8211.340000 sec): 3 clusters Score: Raw -111597.274329 + Penalty 3261.928906 = -108335.345422 nChanged 6 SP:Iteration 24Q (8211.570000 sec): 3 clusters Score: Raw -111612.135790 + Penalty 3261.928906 = -108350.206883 nChanged 2 SP:Iteration 25Q (8211.730000 sec): 3 clusters Score: Raw -111616.359675 + Penalty 3261.928906 = -108354.430768 nChanged 1 SP:Iteration 26Q (8211.910000 sec): 3 clusters Score: Raw -111619.331810 + Penalty 3261.928906 = -108357.402904 nChanged 0 SP:Iteration 27F (8212.080000 sec): 3 clusters Score: Raw -111619.331810 + Penalty 3261.928906 = -108357.402904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8212.210000 sec): 2 clusters Score: Raw -1482264.706648 + Penalty 2265.178246 = -1479999.528402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8212.450000 sec): 3 clusters Score: Raw -1477256.142279 + Penalty 4530.356492 = -1472725.785787 nChanged 3900 SP:Iteration 1F (8212.650000 sec): 3 clusters Score: Raw -1479352.307368 + Penalty 4530.356492 = -1474821.950876 nChanged 598 SP:Iteration 2F (8212.870000 sec): 3 clusters Score: Raw -1479656.503339 + Penalty 4530.356492 = -1475126.146847 nChanged 487 SP:Iteration 3F (8213.090000 sec): 3 clusters Score: Raw -1479853.551920 + Penalty 4530.356492 = -1475323.195428 nChanged 350 SP:Iteration 4Q (8213.290000 sec): 3 clusters Score: Raw -1479979.044920 + Penalty 4530.356492 = -1475448.688429 nChanged 278 SP:Iteration 5Q (8213.520000 sec): 3 clusters Score: Raw -1480077.111288 + Penalty 4530.356492 = -1475546.754796 nChanged 255 SP:Iteration 6Q (8213.730000 sec): 3 clusters Score: Raw -1480174.648115 + Penalty 4530.356492 = -1475644.291623 nChanged 241 SP:Iteration 7Q (8214.000000 sec): 3 clusters Score: Raw -1480277.470830 + Penalty 4530.356492 = -1475747.114339 nChanged 259 SP:Iteration 8Q (8214.180000 sec): 3 clusters Score: Raw -1480384.099920 + Penalty 4530.356492 = -1475853.743428 nChanged 256 SP:Iteration 9Q (8214.420000 sec): 3 clusters Score: Raw -1480493.689946 + Penalty 4530.356492 = -1475963.333454 nChanged 277 SP:Iteration 10Q (8214.660000 sec): 3 clusters Score: Raw -1480626.436302 + Penalty 4530.356492 = -1476096.079810 nChanged 315 SP:Iteration 11Q (8214.890000 sec): 3 clusters Score: Raw -1480793.668514 + Penalty 4530.356492 = -1476263.312023 nChanged 337 SP:Iteration 12Q (8215.120000 sec): 3 clusters Score: Raw -1480999.285062 + Penalty 4530.356492 = -1476468.928570 nChanged 342 SP:Iteration 13Q (8215.320000 sec): 3 clusters Score: Raw -1481228.817858 + Penalty 4530.356492 = -1476698.461366 nChanged 341 SP:Iteration 14Q (8215.600000 sec): 3 clusters Score: Raw -1481477.700438 + Penalty 4530.356492 = -1476947.343946 nChanged 336 SP:Iteration 15Q (8215.830000 sec): 3 clusters Score: Raw -1481739.678779 + Penalty 4530.356492 = -1477209.322288 nChanged 277 SP:Iteration 16Q (8216.050000 sec): 3 clusters Score: Raw -1481962.334391 + Penalty 4530.356492 = -1477431.977900 nChanged 220 SP:Iteration 17Q (8216.310000 sec): 3 clusters Score: Raw -1482144.370418 + Penalty 4530.356492 = -1477614.013927 nChanged 168 SP:Iteration 18Q (8216.490000 sec): 3 clusters Score: Raw -1482288.393525 + Penalty 4530.356492 = -1477758.037034 nChanged 115 SP:Iteration 19Q (8216.740000 sec): 3 clusters Score: Raw -1482381.976318 + Penalty 4530.356492 = -1477851.619827 nChanged 79 SP:Iteration 20F (8216.920000 sec): 3 clusters Score: Raw -1482447.736478 + Penalty 4530.356492 = -1477917.379986 nChanged 55 SP:Iteration 21Q (8217.150000 sec): 3 clusters Score: Raw -1482494.221935 + Penalty 4530.356492 = -1477963.865443 nChanged 43 SP:Iteration 22Q (8217.370000 sec): 3 clusters Score: Raw -1482532.227485 + Penalty 4530.356492 = -1478001.870994 nChanged 27 SP:Iteration 23Q (8217.580000 sec): 3 clusters Score: Raw -1482558.039896 + Penalty 4530.356492 = -1478027.683405 nChanged 20 SP:Iteration 24Q (8217.800000 sec): 3 clusters Score: Raw -1482575.662603 + Penalty 4530.356492 = -1478045.306112 nChanged 12 SP:Iteration 25Q (8217.990000 sec): 3 clusters Score: Raw -1482583.300002 + Penalty 4530.356492 = -1478052.943511 nChanged 12 SP:Iteration 26Q (8218.200000 sec): 3 clusters Score: Raw -1482592.896336 + Penalty 4530.356492 = -1478062.539844 nChanged 8 SP:Iteration 27Q (8218.400000 sec): 3 clusters Score: Raw -1482598.811769 + Penalty 4530.356492 = -1478068.455277 nChanged 5 SP:Iteration 28Q (8218.650000 sec): 3 clusters Score: Raw -1482601.875339 + Penalty 4530.356492 = -1478071.518848 nChanged 2 SP:Iteration 29Q (8218.890000 sec): 3 clusters Score: Raw -1482602.606585 + Penalty 4530.356492 = -1478072.250093 nChanged 0 SP:Iteration 30F (8219.130000 sec): 3 clusters Score: Raw -1482602.606585 + Penalty 4530.356492 = -1478072.250093 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8219.550000 sec): 2 clusters Score: Raw -12230132.924419 + Penalty 2785.449075 = -12227347.475344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8220.180000 sec): 3 clusters Score: Raw -12182353.034390 + Penalty 5570.898150 = -12176782.136240 nChanged 35294 SP:Iteration 1F (8220.750000 sec): 3 clusters Score: Raw -12202325.691368 + Penalty 5570.898150 = -12196754.793218 nChanged 2472 SP:Iteration 2Q (8221.350000 sec): 3 clusters Score: Raw -12202947.035887 + Penalty 5570.898150 = -12197376.137737 nChanged 2473 SP:Iteration 3Q (8221.980000 sec): 3 clusters Score: Raw -12203716.085125 + Penalty 5570.898150 = -12198145.186975 nChanged 2690 SP:Iteration 4Q (8222.600000 sec): 3 clusters Score: Raw -12204722.161711 + Penalty 5570.898150 = -12199151.263561 nChanged 2986 SP:Iteration 5Q (8223.210000 sec): 3 clusters Score: Raw -12206024.900501 + Penalty 5570.898150 = -12200454.002351 nChanged 3206 SP:Iteration 6Q (8223.790000 sec): 3 clusters Score: Raw -12207591.806090 + Penalty 5570.898150 = -12202020.907940 nChanged 3541 SP:Iteration 7Q (8224.460000 sec): 3 clusters Score: Raw -12209533.066217 + Penalty 5570.898150 = -12203962.168067 nChanged 3787 SP:Iteration 8F (8225.050000 sec): 3 clusters Score: Raw -12211766.950447 + Penalty 5570.898150 = -12206196.052297 nChanged 4019 SP:Iteration 9F (8225.600000 sec): 3 clusters Score: Raw -12214338.976110 + Penalty 5570.898150 = -12208768.077960 nChanged 4190 SP:Iteration 10F (8226.210000 sec): 3 clusters Score: Raw -12217264.141007 + Penalty 5570.898150 = -12211693.242857 nChanged 4363 SP:Iteration 11F (8226.850000 sec): 3 clusters Score: Raw -12220516.572867 + Penalty 5570.898150 = -12214945.674717 nChanged 4130 SP:Iteration 12F (8227.420000 sec): 3 clusters Score: Raw -12223666.645764 + Penalty 5570.898150 = -12218095.747614 nChanged 3384 SP:Iteration 13Q (8227.980000 sec): 3 clusters Score: Raw -12226214.347453 + Penalty 5570.898150 = -12220643.449303 nChanged 2435 SP:Iteration 14Q (8228.580000 sec): 3 clusters Score: Raw -12228012.017937 + Penalty 5570.898150 = -12222441.119787 nChanged 1507 SP:Iteration 15Q (8229.120000 sec): 3 clusters Score: Raw -12229102.599796 + Penalty 5570.898150 = -12223531.701646 nChanged 819 SP:Iteration 16Q (8229.610000 sec): 3 clusters Score: Raw -12229702.894217 + Penalty 5570.898150 = -12224131.996066 nChanged 437 SP:Iteration 17Q (8230.160000 sec): 3 clusters Score: Raw -12230024.828700 + Penalty 5570.898150 = -12224453.930549 nChanged 249 SP:Iteration 18Q (8230.680000 sec): 3 clusters Score: Raw -12230201.101913 + Penalty 5570.898150 = -12224630.203763 nChanged 148 SP:Iteration 19Q (8231.240000 sec): 3 clusters Score: Raw -12230301.467006 + Penalty 5570.898150 = -12224730.568856 nChanged 90 SP:Iteration 20F (8231.800000 sec): 3 clusters Score: Raw -12230359.951498 + Penalty 5570.898150 = -12224789.053348 nChanged 53 SP:Iteration 21Q (8232.340000 sec): 3 clusters Score: Raw -12230390.965051 + Penalty 5570.898150 = -12224820.066901 nChanged 41 SP:Iteration 22Q (8232.900000 sec): 3 clusters Score: Raw -12230422.093945 + Penalty 5570.898150 = -12224851.195795 nChanged 40 SP:Iteration 23Q (8233.440000 sec): 3 clusters Score: Raw -12230454.154541 + Penalty 5570.898150 = -12224883.256391 nChanged 32 SP:Iteration 24Q (8233.930000 sec): 3 clusters Score: Raw -12230480.342911 + Penalty 5570.898150 = -12224909.444761 nChanged 28 SP:Iteration 25Q (8234.400000 sec): 3 clusters Score: Raw -12230501.844622 + Penalty 5570.898150 = -12224930.946471 nChanged 28 SP:Iteration 26Q (8234.890000 sec): 3 clusters Score: Raw -12230520.666019 + Penalty 5570.898150 = -12224949.767869 nChanged 19 SP:Iteration 27Q (8235.330000 sec): 3 clusters Score: Raw -12230535.477486 + Penalty 5570.898150 = -12224964.579336 nChanged 21 SP:Iteration 28Q (8235.800000 sec): 3 clusters Score: Raw -12230552.199266 + Penalty 5570.898150 = -12224981.301116 nChanged 15 SP:Iteration 29Q (8236.290000 sec): 3 clusters Score: Raw -12230563.031195 + Penalty 5570.898150 = -12224992.133045 nChanged 12 SP:Iteration 30Q (8236.760000 sec): 3 clusters Score: Raw -12230570.236883 + Penalty 5570.898150 = -12224999.338733 nChanged 9 SP:Iteration 31Q (8237.230000 sec): 3 clusters Score: Raw -12230576.150325 + Penalty 5570.898150 = -12225005.252175 nChanged 10 SP:Iteration 32Q (8237.690000 sec): 3 clusters Score: Raw -12230582.552739 + Penalty 5570.898150 = -12225011.654589 nChanged 4 SP:Iteration 33Q (8238.190000 sec): 3 clusters Score: Raw -12230585.509090 + Penalty 5570.898150 = -12225014.610940 nChanged 4 SP:Iteration 34Q (8238.680000 sec): 3 clusters Score: Raw -12230587.915197 + Penalty 5570.898150 = -12225017.017047 nChanged 4 SP:Iteration 35Q (8239.160000 sec): 3 clusters Score: Raw -12230591.022390 + Penalty 5570.898150 = -12225020.124240 nChanged 5 SP:Iteration 36Q (8239.690000 sec): 3 clusters Score: Raw -12230594.400769 + Penalty 5570.898150 = -12225023.502618 nChanged 2 SP:Iteration 37Q (8240.180000 sec): 3 clusters Score: Raw -12230596.770868 + Penalty 5570.898150 = -12225025.872718 nChanged 4 SP:Iteration 38Q (8240.710000 sec): 3 clusters Score: Raw -12230599.018850 + Penalty 5570.898150 = -12225028.120700 nChanged 4 SP:Iteration 39Q (8241.210000 sec): 3 clusters Score: Raw -12230602.188865 + Penalty 5570.898150 = -12225031.290715 nChanged 3 SP:Iteration 40F (8241.740000 sec): 3 clusters Score: Raw -12230605.262268 + Penalty 5570.898150 = -12225034.364118 nChanged 1 SP:Iteration 41Q (8242.200000 sec): 3 clusters Score: Raw -12230605.726416 + Penalty 5570.898150 = -12225034.828266 nChanged 1 SP:Iteration 42Q (8242.690000 sec): 3 clusters Score: Raw -12230606.118489 + Penalty 5570.898150 = -12225035.220339 nChanged 0 SP:Iteration 43F (8243.350000 sec): 3 clusters Score: Raw -12230606.118489 + Penalty 5570.898150 = -12225035.220339 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (14708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8243.520000 sec): 2 clusters Score: Raw -2243560.069783 + Penalty 2379.844417 = -2241180.225366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8243.870000 sec): 3 clusters Score: Raw -2235261.834573 + Penalty 4759.688834 = -2230502.145739 nChanged 6359 SP:Iteration 1F (8244.060000 sec): 3 clusters Score: Raw -2238836.879228 + Penalty 4759.688834 = -2234077.190394 nChanged 1046 SP:Iteration 2F (8244.350000 sec): 3 clusters Score: Raw -2239514.563211 + Penalty 4759.688834 = -2234754.874377 nChanged 1030 SP:Iteration 3F (8244.620000 sec): 3 clusters Score: Raw -2240216.024934 + Penalty 4759.688834 = -2235456.336100 nChanged 987 SP:Iteration 4F (8244.910000 sec): 3 clusters Score: Raw -2240937.447759 + Penalty 4759.688834 = -2236177.758926 nChanged 979 SP:Iteration 5F (8245.130000 sec): 3 clusters Score: Raw -2241666.372479 + Penalty 4759.688834 = -2236906.683646 nChanged 985 SP:Iteration 6F (8245.450000 sec): 3 clusters Score: Raw -2242379.635311 + Penalty 4759.688834 = -2237619.946477 nChanged 862 SP:Iteration 7F (8245.670000 sec): 3 clusters Score: Raw -2243048.907734 + Penalty 4759.688834 = -2238289.218900 nChanged 750 SP:Iteration 8F (8245.980000 sec): 3 clusters Score: Raw -2243643.901326 + Penalty 4759.688834 = -2238884.212492 nChanged 615 SP:Iteration 9Q (8246.300000 sec): 3 clusters Score: Raw -2244146.494701 + Penalty 4759.688834 = -2239386.805867 nChanged 465 SP:Iteration 10Q (8246.580000 sec): 3 clusters Score: Raw -2244538.388491 + Penalty 4759.688834 = -2239778.699658 nChanged 353 SP:Iteration 11Q (8246.830000 sec): 3 clusters Score: Raw -2244797.208842 + Penalty 4759.688834 = -2240037.520008 nChanged 243 SP:Iteration 12Q (8247.090000 sec): 3 clusters Score: Raw -2244954.118461 + Penalty 4759.688834 = -2240194.429627 nChanged 191 SP:Iteration 13Q (8247.310000 sec): 3 clusters Score: Raw -2245074.213101 + Penalty 4759.688834 = -2240314.524267 nChanged 139 SP:Iteration 14Q (8247.560000 sec): 3 clusters Score: Raw -2245161.211544 + Penalty 4759.688834 = -2240401.522710 nChanged 129 SP:Iteration 15Q (8247.880000 sec): 3 clusters Score: Raw -2245235.995807 + Penalty 4759.688834 = -2240476.306974 nChanged 95 SP:Iteration 16Q (8248.110000 sec): 3 clusters Score: Raw -2245295.825537 + Penalty 4759.688834 = -2240536.136703 nChanged 75 SP:Iteration 17Q (8248.380000 sec): 3 clusters Score: Raw -2245342.905668 + Penalty 4759.688834 = -2240583.216834 nChanged 56 SP:Iteration 18Q (8248.620000 sec): 3 clusters Score: Raw -2245367.066131 + Penalty 4759.688834 = -2240607.377297 nChanged 42 SP:Iteration 19Q (8248.860000 sec): 3 clusters Score: Raw -2245382.161730 + Penalty 4759.688834 = -2240622.472897 nChanged 32 SP:Iteration 20F (8249.110000 sec): 3 clusters Score: Raw -2245394.929692 + Penalty 4759.688834 = -2240635.240858 nChanged 28 SP:Iteration 21Q (8249.320000 sec): 3 clusters Score: Raw -2245403.787167 + Penalty 4759.688834 = -2240644.098334 nChanged 22 SP:Iteration 22Q (8249.560000 sec): 3 clusters Score: Raw -2245413.062358 + Penalty 4759.688834 = -2240653.373524 nChanged 18 SP:Iteration 23Q (8249.800000 sec): 3 clusters Score: Raw -2245419.706396 + Penalty 4759.688834 = -2240660.017562 nChanged 16 SP:Iteration 24Q (8250.050000 sec): 3 clusters Score: Raw -2245426.608911 + Penalty 4759.688834 = -2240666.920077 nChanged 12 SP:Iteration 25Q (8250.340000 sec): 3 clusters Score: Raw -2245431.513494 + Penalty 4759.688834 = -2240671.824660 nChanged 13 SP:Iteration 26Q (8250.590000 sec): 3 clusters Score: Raw -2245435.653938 + Penalty 4759.688834 = -2240675.965104 nChanged 13 SP:Iteration 27Q (8250.850000 sec): 3 clusters Score: Raw -2245441.251206 + Penalty 4759.688834 = -2240681.562372 nChanged 13 SP:Iteration 28Q (8251.090000 sec): 3 clusters Score: Raw -2245445.417788 + Penalty 4759.688834 = -2240685.728954 nChanged 6 SP:Iteration 29Q (8251.350000 sec): 3 clusters Score: Raw -2245447.348738 + Penalty 4759.688834 = -2240687.659904 nChanged 5 SP:Iteration 30Q (8251.640000 sec): 3 clusters Score: Raw -2245448.993742 + Penalty 4759.688834 = -2240689.304908 nChanged 6 SP:Iteration 31Q (8251.870000 sec): 3 clusters Score: Raw -2245450.481051 + Penalty 4759.688834 = -2240690.792217 nChanged 6 SP:Iteration 32Q (8252.130000 sec): 3 clusters Score: Raw -2245452.281579 + Penalty 4759.688834 = -2240692.592746 nChanged 4 SP:Iteration 33Q (8252.400000 sec): 3 clusters Score: Raw -2245453.393687 + Penalty 4759.688834 = -2240693.704854 nChanged 2 SP:Iteration 34Q (8252.690000 sec): 3 clusters Score: Raw -2245454.014051 + Penalty 4759.688834 = -2240694.325217 nChanged 2 SP:Iteration 35Q (8252.940000 sec): 3 clusters Score: Raw -2245454.575047 + Penalty 4759.688834 = -2240694.886213 nChanged 3 SP:Iteration 36Q (8253.150000 sec): 3 clusters Score: Raw -2245455.812255 + Penalty 4759.688834 = -2240696.123421 nChanged 2 SP:Iteration 37Q (8253.380000 sec): 3 clusters Score: Raw -2245456.329646 + Penalty 4759.688834 = -2240696.640812 nChanged 0 SP:Iteration 38F (8253.640000 sec): 3 clusters Score: Raw -2245456.329646 + Penalty 4759.688834 = -2240696.640812 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8253.790000 sec): 2 clusters Score: Raw -137486.633757 + Penalty 1699.879917 = -135786.753841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8253.950000 sec): 3 clusters Score: Raw -137370.043947 + Penalty 3399.759833 = -133970.284114 nChanged 273 SP:Iteration 1F (8254.100000 sec): 3 clusters Score: Raw -137807.521639 + Penalty 3399.759833 = -134407.761806 nChanged 82 SP:Iteration 2F (8254.270000 sec): 3 clusters Score: Raw -137965.580711 + Penalty 3399.759833 = -134565.820878 nChanged 56 SP:Iteration 3F (8254.420000 sec): 3 clusters Score: Raw -138116.225558 + Penalty 3399.759833 = -134716.465724 nChanged 41 SP:Iteration 4Q (8254.570000 sec): 3 clusters Score: Raw -138178.469004 + Penalty 3399.759833 = -134778.709171 nChanged 36 SP:Iteration 5Q (8254.750000 sec): 3 clusters Score: Raw -138236.877812 + Penalty 3399.759833 = -134837.117978 nChanged 36 SP:Iteration 6Q (8254.930000 sec): 3 clusters Score: Raw -138290.265002 + Penalty 3399.759833 = -134890.505169 nChanged 42 SP:Iteration 7Q (8255.110000 sec): 3 clusters Score: Raw -138369.479963 + Penalty 3399.759833 = -134969.720129 nChanged 50 SP:Iteration 8F (8255.300000 sec): 3 clusters Score: Raw -138485.168489 + Penalty 3399.759833 = -135085.408656 nChanged 46 SP:Iteration 9Q (8255.470000 sec): 3 clusters Score: Raw -138620.616899 + Penalty 3399.759833 = -135220.857066 nChanged 31 SP:Iteration 10Q (8255.670000 sec): 3 clusters Score: Raw -138724.220017 + Penalty 3399.759833 = -135324.460184 nChanged 22 SP:Iteration 11Q (8255.830000 sec): 3 clusters Score: Raw -138803.844164 + Penalty 3399.759833 = -135404.084331 nChanged 13 SP:Iteration 12Q (8255.990000 sec): 3 clusters Score: Raw -138837.352184 + Penalty 3399.759833 = -135437.592351 nChanged 8 SP:Iteration 13Q (8256.190000 sec): 3 clusters Score: Raw -138855.211270 + Penalty 3399.759833 = -135455.451437 nChanged 7 SP:Iteration 14Q (8256.390000 sec): 3 clusters Score: Raw -138871.608009 + Penalty 3399.759833 = -135471.848176 nChanged 7 SP:Iteration 15Q (8256.560000 sec): 3 clusters Score: Raw -138887.077078 + Penalty 3399.759833 = -135487.317245 nChanged 6 SP:Iteration 16Q (8256.750000 sec): 3 clusters Score: Raw -138896.816024 + Penalty 3399.759833 = -135497.056191 nChanged 1 SP:Iteration 17Q (8256.960000 sec): 3 clusters Score: Raw -138898.115453 + Penalty 3399.759833 = -135498.355620 nChanged 0 SP:Iteration 18F (8257.150000 sec): 3 clusters Score: Raw -138898.115453 + Penalty 3399.759833 = -135498.355620 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8257.240000 sec): 2 clusters Score: Raw -32718.668388 + Penalty 1347.563057 = -31371.105331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8257.430000 sec): 3 clusters Score: Raw -32955.369463 + Penalty 2695.126114 = -30260.243349 nChanged 31 SP:Iteration 1F (8257.540000 sec): 3 clusters Score: Raw -33108.910714 + Penalty 2695.126114 = -30413.784600 nChanged 7 SP:Iteration 2Q (8257.720000 sec): 3 clusters Score: Raw -33160.744511 + Penalty 2695.126114 = -30465.618397 nChanged 4 SP:Iteration 3Q (8257.930000 sec): 3 clusters Score: Raw -33183.758001 + Penalty 2695.126114 = -30488.631887 nChanged 2 SP:Iteration 4Q (8258.080000 sec): 3 clusters Score: Raw -33208.513428 + Penalty 2695.126114 = -30513.387315 nChanged 2 SP:Iteration 5Q (8258.280000 sec): 3 clusters Score: Raw -33240.075587 + Penalty 2695.126114 = -30544.949473 nChanged 2 SP:Iteration 6Q (8258.440000 sec): 3 clusters Score: Raw -33262.319738 + Penalty 2695.126114 = -30567.193624 nChanged 2 SP:Iteration 7Q (8258.630000 sec): 3 clusters Score: Raw -33277.039140 + Penalty 2695.126114 = -30581.913027 nChanged 3 SP:Iteration 8Q (8258.810000 sec): 3 clusters Score: Raw -33285.281695 + Penalty 2695.126114 = -30590.155581 nChanged 1 SP:Iteration 9Q (8259.000000 sec): 3 clusters Score: Raw -33288.971528 + Penalty 2695.126114 = -30593.845414 nChanged 0 SP:Iteration 10F (8259.160000 sec): 3 clusters Score: Raw -33288.971528 + Penalty 2695.126114 = -30593.845414 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8259.280000 sec): 2 clusters Score: Raw -378392.316603 + Penalty 1941.945553 = -376450.371050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8259.470000 sec): 3 clusters Score: Raw -377403.915464 + Penalty 3883.891106 = -373520.024357 nChanged 852 SP:Iteration 1F (8259.670000 sec): 3 clusters Score: Raw -377994.128791 + Penalty 3883.891106 = -374110.237685 nChanged 198 SP:Iteration 2F (8259.880000 sec): 3 clusters Score: Raw -378161.460306 + Penalty 3883.891106 = -374277.569200 nChanged 120 SP:Iteration 3Q (8260.060000 sec): 3 clusters Score: Raw -378255.945981 + Penalty 3883.891106 = -374372.054875 nChanged 71 SP:Iteration 4Q (8260.230000 sec): 3 clusters Score: Raw -378317.287326 + Penalty 3883.891106 = -374433.396220 nChanged 52 SP:Iteration 5Q (8260.410000 sec): 3 clusters Score: Raw -378353.364886 + Penalty 3883.891106 = -374469.473779 nChanged 52 SP:Iteration 6Q (8260.580000 sec): 3 clusters Score: Raw -378398.975781 + Penalty 3883.891106 = -374515.084674 nChanged 52 SP:Iteration 7Q (8260.790000 sec): 3 clusters Score: Raw -378441.837642 + Penalty 3883.891106 = -374557.946535 nChanged 55 SP:Iteration 8Q (8260.980000 sec): 3 clusters Score: Raw -378494.224001 + Penalty 3883.891106 = -374610.332894 nChanged 59 SP:Iteration 9Q (8261.150000 sec): 3 clusters Score: Raw -378538.374565 + Penalty 3883.891106 = -374654.483458 nChanged 54 SP:Iteration 10Q (8261.350000 sec): 3 clusters Score: Raw -378583.873932 + Penalty 3883.891106 = -374699.982826 nChanged 58 SP:Iteration 11Q (8261.530000 sec): 3 clusters Score: Raw -378636.286750 + Penalty 3883.891106 = -374752.395644 nChanged 54 SP:Iteration 12Q (8261.750000 sec): 3 clusters Score: Raw -378679.922021 + Penalty 3883.891106 = -374796.030915 nChanged 49 SP:Iteration 13Q (8261.990000 sec): 3 clusters Score: Raw -378717.016059 + Penalty 3883.891106 = -374833.124952 nChanged 49 SP:Iteration 14Q (8262.120000 sec): 3 clusters Score: Raw -378747.282149 + Penalty 3883.891106 = -374863.391042 nChanged 33 SP:Iteration 15Q (8262.350000 sec): 3 clusters Score: Raw -378769.949441 + Penalty 3883.891106 = -374886.058334 nChanged 36 SP:Iteration 16Q (8262.560000 sec): 3 clusters Score: Raw -378795.705811 + Penalty 3883.891106 = -374911.814704 nChanged 31 SP:Iteration 17Q (8262.690000 sec): 3 clusters Score: Raw -378824.854413 + Penalty 3883.891106 = -374940.963307 nChanged 36 SP:Iteration 18Q (8262.920000 sec): 3 clusters Score: Raw -378857.880792 + Penalty 3883.891106 = -374973.989686 nChanged 40 SP:Iteration 19Q (8263.090000 sec): 3 clusters Score: Raw -378885.218888 + Penalty 3883.891106 = -375001.327781 nChanged 28 SP:Iteration 20F (8263.280000 sec): 3 clusters Score: Raw -378903.572060 + Penalty 3883.891106 = -375019.680953 nChanged 15 SP:Iteration 21Q (8263.490000 sec): 3 clusters Score: Raw -378914.491127 + Penalty 3883.891106 = -375030.600021 nChanged 11 SP:Iteration 22Q (8263.660000 sec): 3 clusters Score: Raw -378921.800508 + Penalty 3883.891106 = -375037.909402 nChanged 12 SP:Iteration 23Q (8263.840000 sec): 3 clusters Score: Raw -378928.789776 + Penalty 3883.891106 = -375044.898669 nChanged 11 SP:Iteration 24Q (8264.040000 sec): 3 clusters Score: Raw -378936.534698 + Penalty 3883.891106 = -375052.643592 nChanged 12 SP:Iteration 25Q (8264.210000 sec): 3 clusters Score: Raw -378949.803878 + Penalty 3883.891106 = -375065.912772 nChanged 12 SP:Iteration 26Q (8264.390000 sec): 3 clusters Score: Raw -378959.243106 + Penalty 3883.891106 = -375075.351999 nChanged 8 SP:Iteration 27Q (8264.600000 sec): 3 clusters Score: Raw -378963.785507 + Penalty 3883.891106 = -375079.894400 nChanged 3 SP:Iteration 28Q (8264.760000 sec): 3 clusters Score: Raw -378965.868701 + Penalty 3883.891106 = -375081.977595 nChanged 4 SP:Iteration 29Q (8264.940000 sec): 3 clusters Score: Raw -378969.690903 + Penalty 3883.891106 = -375085.799796 nChanged 5 SP:Iteration 30Q (8265.100000 sec): 3 clusters Score: Raw -378973.903063 + Penalty 3883.891106 = -375090.011957 nChanged 5 SP:Iteration 31Q (8265.300000 sec): 3 clusters Score: Raw -378976.635320 + Penalty 3883.891106 = -375092.744214 nChanged 2 SP:Iteration 32Q (8265.480000 sec): 3 clusters Score: Raw -378977.449380 + Penalty 3883.891106 = -375093.558274 nChanged 1 SP:Iteration 33Q (8265.650000 sec): 3 clusters Score: Raw -378977.677878 + Penalty 3883.891106 = -375093.786771 nChanged 0 SP:Iteration 34F (8265.850000 sec): 3 clusters Score: Raw -378977.677878 + Penalty 3883.891106 = -375093.786771 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8265.930000 sec): 2 clusters Score: Raw -20798.422651 + Penalty 1286.471680 = -19511.950971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8266.110000 sec): 3 clusters Score: Raw -21339.807728 + Penalty 2572.943360 = -18766.864368 nChanged 23 SP:Iteration 1F (8266.290000 sec): 3 clusters Score: Raw -21476.571913 + Penalty 2572.943360 = -18903.628553 nChanged 9 SP:Iteration 2F (8266.480000 sec): 3 clusters Score: Raw -21526.884950 + Penalty 2572.943360 = -18953.941590 nChanged 4 SP:Iteration 3Q (8266.650000 sec): 3 clusters Score: Raw -21549.289391 + Penalty 2572.943360 = -18976.346031 nChanged 2 SP:Iteration 4Q (8266.830000 sec): 3 clusters Score: Raw -21562.501132 + Penalty 2572.943360 = -18989.557772 nChanged 1 SP:Iteration 5Q (8266.970000 sec): 3 clusters Score: Raw -21568.251719 + Penalty 2572.943360 = -18995.308360 nChanged 1 SP:Iteration 6Q (8267.180000 sec): 3 clusters Score: Raw -21577.549196 + Penalty 2572.943360 = -19004.605836 nChanged 0 SP:Iteration 7F (8267.360000 sec): 3 clusters Score: Raw -21577.549196 + Penalty 2572.943360 = -19004.605836 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8267.450000 sec): 2 clusters Score: Raw -25149.784133 + Penalty 1329.600457 = -23820.183676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8267.590000 sec): 3 clusters Score: Raw -25511.774322 + Penalty 2659.200914 = -22852.573408 nChanged 26 SP:Iteration 1F (8267.770000 sec): 3 clusters Score: Raw -25709.266054 + Penalty 2659.200914 = -23050.065140 nChanged 8 SP:Iteration 2Q (8267.950000 sec): 3 clusters Score: Raw -25789.440951 + Penalty 2659.200914 = -23130.240037 nChanged 8 SP:Iteration 3Q (8268.090000 sec): 3 clusters Score: Raw -25866.734460 + Penalty 2659.200914 = -23207.533546 nChanged 2 SP:Iteration 4Q (8268.310000 sec): 3 clusters Score: Raw -25875.742357 + Penalty 2659.200914 = -23216.541443 nChanged 1 SP:Iteration 5Q (8268.460000 sec): 3 clusters Score: Raw -25898.262968 + Penalty 2659.200914 = -23239.062054 nChanged 1 SP:Iteration 6Q (8268.650000 sec): 3 clusters Score: Raw -25919.840530 + Penalty 2659.200914 = -23260.639616 nChanged 1 SP:Iteration 7Q (8268.840000 sec): 3 clusters Score: Raw -25927.856743 + Penalty 2659.200914 = -23268.655829 nChanged 0 SP:Iteration 8F (8269.000000 sec): 3 clusters Score: Raw -25927.856743 + Penalty 2659.200914 = -23268.655829 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8269.130000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8269.300000 sec): 3 clusters Score: Raw -160270.866438 + Penalty 3453.742233 = -156817.124205 nChanged 286 SP:Iteration 1F (8269.560000 sec): 3 clusters Score: Raw -160689.051820 + Penalty 3453.742233 = -157235.309587 nChanged 95 SP:Iteration 2F (8269.760000 sec): 3 clusters Score: Raw -160815.465236 + Penalty 3453.742233 = -157361.723003 nChanged 50 SP:Iteration 3Q (8269.910000 sec): 3 clusters Score: Raw -160880.126900 + Penalty 3453.742233 = -157426.384667 nChanged 27 SP:Iteration 4Q (8270.150000 sec): 3 clusters Score: Raw -160918.797171 + Penalty 3453.742233 = -157465.054938 nChanged 21 SP:Iteration 5Q (8270.350000 sec): 3 clusters Score: Raw -160945.216540 + Penalty 3453.742233 = -157491.474307 nChanged 14 SP:Iteration 6Q (8270.530000 sec): 3 clusters Score: Raw -160962.489182 + Penalty 3453.742233 = -157508.746949 nChanged 13 SP:Iteration 7Q (8270.710000 sec): 3 clusters Score: Raw -160976.403639 + Penalty 3453.742233 = -157522.661406 nChanged 12 SP:Iteration 8Q (8270.890000 sec): 3 clusters Score: Raw -160993.286637 + Penalty 3453.742233 = -157539.544404 nChanged 11 SP:Iteration 9Q (8271.070000 sec): 3 clusters Score: Raw -161008.030309 + Penalty 3453.742233 = -157554.288076 nChanged 10 SP:Iteration 10Q (8271.230000 sec): 3 clusters Score: Raw -161023.499570 + Penalty 3453.742233 = -157569.757337 nChanged 17 SP:Iteration 11Q (8271.400000 sec): 3 clusters Score: Raw -161055.071570 + Penalty 3453.742233 = -157601.329337 nChanged 28 SP:Iteration 12Q (8271.590000 sec): 3 clusters Score: Raw -161098.125290 + Penalty 3453.742233 = -157644.383057 nChanged 19 SP:Iteration 13Q (8271.760000 sec): 3 clusters Score: Raw -161128.608207 + Penalty 3453.742233 = -157674.865974 nChanged 16 SP:Iteration 14Q (8271.920000 sec): 3 clusters Score: Raw -161150.878954 + Penalty 3453.742233 = -157697.136721 nChanged 12 SP:Iteration 15Q (8272.090000 sec): 3 clusters Score: Raw -161170.876207 + Penalty 3453.742233 = -157717.133974 nChanged 12 SP:Iteration 16Q (8272.280000 sec): 3 clusters Score: Raw -161193.793086 + Penalty 3453.742233 = -157740.050854 nChanged 11 SP:Iteration 17Q (8272.460000 sec): 3 clusters Score: Raw -161211.638974 + Penalty 3453.742233 = -157757.896741 nChanged 5 SP:Iteration 18Q (8272.610000 sec): 3 clusters Score: Raw -161221.755137 + Penalty 3453.742233 = -157768.012904 nChanged 0 SP:Iteration 19F (8272.840000 sec): 3 clusters Score: Raw -161221.755137 + Penalty 3453.742233 = -157768.012904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (22962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8272.990000 sec): 2 clusters Score: Raw -3653188.658478 + Penalty 2490.315797 = -3650698.342682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8273.340000 sec): 3 clusters Score: Raw -3639755.078614 + Penalty 4980.631594 = -3634774.447020 nChanged 10183 SP:Iteration 1F (8273.600000 sec): 3 clusters Score: Raw -3645187.402856 + Penalty 4980.631594 = -3640206.771262 nChanged 1277 SP:Iteration 2F (8273.940000 sec): 3 clusters Score: Raw -3645671.318466 + Penalty 4980.631594 = -3640690.686873 nChanged 1117 SP:Iteration 3Q (8274.300000 sec): 3 clusters Score: Raw -3646089.550312 + Penalty 4980.631594 = -3641108.918718 nChanged 1040 SP:Iteration 4Q (8274.640000 sec): 3 clusters Score: Raw -3646475.099064 + Penalty 4980.631594 = -3641494.467471 nChanged 1009 SP:Iteration 5Q (8274.980000 sec): 3 clusters Score: Raw -3646864.031359 + Penalty 4980.631594 = -3641883.399765 nChanged 959 SP:Iteration 6Q (8275.290000 sec): 3 clusters Score: Raw -3647275.856679 + Penalty 4980.631594 = -3642295.225086 nChanged 906 SP:Iteration 7Q (8275.600000 sec): 3 clusters Score: Raw -3647697.624422 + Penalty 4980.631594 = -3642716.992828 nChanged 920 SP:Iteration 8Q (8275.970000 sec): 3 clusters Score: Raw -3648227.614702 + Penalty 4980.631594 = -3643246.983108 nChanged 949 SP:Iteration 9Q (8276.290000 sec): 3 clusters Score: Raw -3648801.828630 + Penalty 4980.631594 = -3643821.197036 nChanged 957 SP:Iteration 10Q (8276.630000 sec): 3 clusters Score: Raw -3649422.138712 + Penalty 4980.631594 = -3644441.507119 nChanged 940 SP:Iteration 11Q (8276.930000 sec): 3 clusters Score: Raw -3650095.676186 + Penalty 4980.631594 = -3645115.044592 nChanged 910 SP:Iteration 12Q (8277.250000 sec): 3 clusters Score: Raw -3650770.296264 + Penalty 4980.631594 = -3645789.664670 nChanged 808 SP:Iteration 13Q (8277.510000 sec): 3 clusters Score: Raw -3651396.815547 + Penalty 4980.631594 = -3646416.183953 nChanged 730 SP:Iteration 14Q (8277.860000 sec): 3 clusters Score: Raw -3651928.859697 + Penalty 4980.631594 = -3646948.228103 nChanged 588 SP:Iteration 15Q (8278.150000 sec): 3 clusters Score: Raw -3652385.190274 + Penalty 4980.631594 = -3647404.558681 nChanged 523 SP:Iteration 16Q (8278.450000 sec): 3 clusters Score: Raw -3652737.998083 + Penalty 4980.631594 = -3647757.366489 nChanged 380 SP:Iteration 17Q (8278.760000 sec): 3 clusters Score: Raw -3652955.788568 + Penalty 4980.631594 = -3647975.156975 nChanged 305 SP:Iteration 18Q (8279.050000 sec): 3 clusters Score: Raw -3653115.692798 + Penalty 4980.631594 = -3648135.061204 nChanged 263 SP:Iteration 19Q (8279.340000 sec): 3 clusters Score: Raw -3653228.175976 + Penalty 4980.631594 = -3648247.544382 nChanged 189 SP:Iteration 20F (8279.640000 sec): 3 clusters Score: Raw -3653300.277141 + Penalty 4980.631594 = -3648319.645547 nChanged 153 SP:Iteration 21Q (8279.900000 sec): 3 clusters Score: Raw -3653362.184489 + Penalty 4980.631594 = -3648381.552896 nChanged 132 SP:Iteration 22Q (8280.240000 sec): 3 clusters Score: Raw -3653411.484490 + Penalty 4980.631594 = -3648430.852897 nChanged 96 SP:Iteration 23Q (8280.540000 sec): 3 clusters Score: Raw -3653442.668413 + Penalty 4980.631594 = -3648462.036819 nChanged 81 SP:Iteration 24Q (8280.870000 sec): 3 clusters Score: Raw -3653468.409675 + Penalty 4980.631594 = -3648487.778082 nChanged 74 SP:Iteration 25Q (8281.170000 sec): 3 clusters Score: Raw -3653494.262547 + Penalty 4980.631594 = -3648513.630954 nChanged 70 SP:Iteration 26Q (8281.450000 sec): 3 clusters Score: Raw -3653516.480270 + Penalty 4980.631594 = -3648535.848676 nChanged 62 SP:Iteration 27Q (8281.690000 sec): 3 clusters Score: Raw -3653536.108472 + Penalty 4980.631594 = -3648555.476879 nChanged 58 SP:Iteration 28Q (8281.970000 sec): 3 clusters Score: Raw -3653553.663742 + Penalty 4980.631594 = -3648573.032149 nChanged 54 SP:Iteration 29Q (8282.270000 sec): 3 clusters Score: Raw -3653569.467985 + Penalty 4980.631594 = -3648588.836391 nChanged 47 SP:Iteration 30Q (8282.620000 sec): 3 clusters Score: Raw -3653584.104490 + Penalty 4980.631594 = -3648603.472897 nChanged 44 SP:Iteration 31Q (8282.980000 sec): 3 clusters Score: Raw -3653598.300075 + Penalty 4980.631594 = -3648617.668481 nChanged 33 SP:Iteration 32Q (8283.280000 sec): 3 clusters Score: Raw -3653608.870989 + Penalty 4980.631594 = -3648628.239396 nChanged 32 SP:Iteration 33Q (8283.550000 sec): 3 clusters Score: Raw -3653617.258323 + Penalty 4980.631594 = -3648636.626729 nChanged 30 SP:Iteration 34Q (8283.860000 sec): 3 clusters Score: Raw -3653626.378543 + Penalty 4980.631594 = -3648645.746950 nChanged 23 SP:Iteration 35Q (8284.110000 sec): 3 clusters Score: Raw -3653632.299460 + Penalty 4980.631594 = -3648651.667866 nChanged 18 SP:Iteration 36Q (8284.430000 sec): 3 clusters Score: Raw -3653636.744663 + Penalty 4980.631594 = -3648656.113070 nChanged 10 SP:Iteration 37Q (8284.760000 sec): 3 clusters Score: Raw -3653639.363382 + Penalty 4980.631594 = -3648658.731788 nChanged 10 SP:Iteration 38Q (8285.050000 sec): 3 clusters Score: Raw -3653641.981837 + Penalty 4980.631594 = -3648661.350244 nChanged 12 SP:Iteration 39Q (8285.350000 sec): 3 clusters Score: Raw -3653645.653054 + Penalty 4980.631594 = -3648665.021460 nChanged 12 SP:Iteration 40F (8285.660000 sec): 3 clusters Score: Raw -3653648.909824 + Penalty 4980.631594 = -3648668.278231 nChanged 14 SP:Iteration 41Q (8285.900000 sec): 3 clusters Score: Raw -3653652.377030 + Penalty 4980.631594 = -3648671.745436 nChanged 15 SP:Iteration 42Q (8286.170000 sec): 3 clusters Score: Raw -3653655.347426 + Penalty 4980.631594 = -3648674.715833 nChanged 14 SP:Iteration 43Q (8286.460000 sec): 3 clusters Score: Raw -3653658.260347 + Penalty 4980.631594 = -3648677.628753 nChanged 11 SP:Iteration 44Q (8286.730000 sec): 3 clusters Score: Raw -3653661.088169 + Penalty 4980.631594 = -3648680.456575 nChanged 11 SP:Iteration 45Q (8287.010000 sec): 3 clusters Score: Raw -3653664.105888 + Penalty 4980.631594 = -3648683.474295 nChanged 13 SP:Iteration 46Q (8287.320000 sec): 3 clusters Score: Raw -3653667.551836 + Penalty 4980.631594 = -3648686.920242 nChanged 9 SP:Iteration 47Q (8287.570000 sec): 3 clusters Score: Raw -3653669.720472 + Penalty 4980.631594 = -3648689.088879 nChanged 10 SP:Iteration 48Q (8287.870000 sec): 3 clusters Score: Raw -3653673.260964 + Penalty 4980.631594 = -3648692.629370 nChanged 15 SP:Iteration 49Q (8288.200000 sec): 3 clusters Score: Raw -3653677.129539 + Penalty 4980.631594 = -3648696.497945 nChanged 10 SP:Iteration 50Q (8288.480000 sec): 3 clusters Score: Raw -3653679.121253 + Penalty 4980.631594 = -3648698.489660 nChanged 6 SP:Iteration 51Q (8288.760000 sec): 3 clusters Score: Raw -3653681.097217 + Penalty 4980.631594 = -3648700.465624 nChanged 8 SP:Iteration 52Q (8289.060000 sec): 3 clusters Score: Raw -3653683.081920 + Penalty 4980.631594 = -3648702.450327 nChanged 7 SP:Iteration 53Q (8289.300000 sec): 3 clusters Score: Raw -3653684.723896 + Penalty 4980.631594 = -3648704.092302 nChanged 6 SP:Iteration 54Q (8289.600000 sec): 3 clusters Score: Raw -3653685.856491 + Penalty 4980.631594 = -3648705.224898 nChanged 8 SP:Iteration 55Q (8289.880000 sec): 3 clusters Score: Raw -3653688.734975 + Penalty 4980.631594 = -3648708.103381 nChanged 10 SP:Iteration 56Q (8290.160000 sec): 3 clusters Score: Raw -3653691.682424 + Penalty 4980.631594 = -3648711.050830 nChanged 10 SP:Iteration 57Q (8290.460000 sec): 3 clusters Score: Raw -3653694.617261 + Penalty 4980.631594 = -3648713.985667 nChanged 9 SP:Iteration 58Q (8290.720000 sec): 3 clusters Score: Raw -3653697.061407 + Penalty 4980.631594 = -3648716.429814 nChanged 11 SP:Iteration 59Q (8291.050000 sec): 3 clusters Score: Raw -3653701.209139 + Penalty 4980.631594 = -3648720.577545 nChanged 7 SP:Iteration 60F (8291.320000 sec): 3 clusters Score: Raw -3653702.623688 + Penalty 4980.631594 = -3648721.992095 nChanged 4 SP:Iteration 61Q (8291.670000 sec): 3 clusters Score: Raw -3653703.502769 + Penalty 4980.631594 = -3648722.871175 nChanged 1 SP:Iteration 62Q (8291.960000 sec): 3 clusters Score: Raw -3653703.800723 + Penalty 4980.631594 = -3648723.169130 nChanged 1 SP:Iteration 63Q (8292.230000 sec): 3 clusters Score: Raw -3653703.912724 + Penalty 4980.631594 = -3648723.281131 nChanged 1 SP:Iteration 64Q (8292.520000 sec): 3 clusters Score: Raw -3653704.194585 + Penalty 4980.631594 = -3648723.562991 nChanged 0 SP:Iteration 65F (8292.840000 sec): 3 clusters Score: Raw -3653704.194585 + Penalty 4980.631594 = -3648723.562991 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8292.950000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8293.080000 sec): 3 clusters Score: Raw -71888.619545 + Penalty 3004.164871 = -68884.454675 nChanged 65 SP:Iteration 1F (8293.290000 sec): 3 clusters Score: Raw -72035.195160 + Penalty 3004.164871 = -69031.030289 nChanged 14 SP:Iteration 2Q (8293.510000 sec): 3 clusters Score: Raw -72076.607650 + Penalty 3004.164871 = -69072.442779 nChanged 8 SP:Iteration 3Q (8293.610000 sec): 3 clusters Score: Raw -72092.350102 + Penalty 3004.164871 = -69088.185232 nChanged 3 SP:Iteration 4Q (8293.840000 sec): 3 clusters Score: Raw -72097.461311 + Penalty 3004.164871 = -69093.296440 nChanged 1 SP:Iteration 5Q (8293.970000 sec): 3 clusters Score: Raw -72099.425141 + Penalty 3004.164871 = -69095.260271 nChanged 0 SP:Iteration 6F (8294.160000 sec): 3 clusters Score: Raw -72099.425141 + Penalty 3004.164871 = -69095.260271 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8294.320000 sec): 2 clusters Score: Raw -2656917.772332 + Penalty 2413.356133 = -2654504.416199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8294.600000 sec): 3 clusters Score: Raw -2647231.396190 + Penalty 4826.712266 = -2642404.683924 nChanged 7373 SP:Iteration 1F (8294.850000 sec): 3 clusters Score: Raw -2651207.880843 + Penalty 4826.712266 = -2646381.168577 nChanged 910 SP:Iteration 2F (8295.140000 sec): 3 clusters Score: Raw -2651551.333375 + Penalty 4826.712266 = -2646724.621109 nChanged 777 SP:Iteration 3Q (8295.390000 sec): 3 clusters Score: Raw -2651807.670345 + Penalty 4826.712266 = -2646980.958079 nChanged 603 SP:Iteration 4Q (8295.670000 sec): 3 clusters Score: Raw -2651976.613144 + Penalty 4826.712266 = -2647149.900878 nChanged 484 SP:Iteration 5Q (8295.980000 sec): 3 clusters Score: Raw -2652109.354293 + Penalty 4826.712266 = -2647282.642027 nChanged 463 SP:Iteration 6Q (8296.300000 sec): 3 clusters Score: Raw -2652238.685749 + Penalty 4826.712266 = -2647411.973483 nChanged 460 SP:Iteration 7Q (8296.530000 sec): 3 clusters Score: Raw -2652367.955894 + Penalty 4826.712266 = -2647541.243628 nChanged 425 SP:Iteration 8Q (8296.810000 sec): 3 clusters Score: Raw -2652494.639360 + Penalty 4826.712266 = -2647667.927094 nChanged 449 SP:Iteration 9Q (8297.090000 sec): 3 clusters Score: Raw -2652636.093126 + Penalty 4826.712266 = -2647809.380860 nChanged 481 SP:Iteration 10Q (8297.370000 sec): 3 clusters Score: Raw -2652797.620146 + Penalty 4826.712266 = -2647970.907880 nChanged 502 SP:Iteration 11Q (8297.610000 sec): 3 clusters Score: Raw -2652971.025828 + Penalty 4826.712266 = -2648144.313562 nChanged 502 SP:Iteration 12Q (8297.950000 sec): 3 clusters Score: Raw -2653153.429201 + Penalty 4826.712266 = -2648326.716935 nChanged 536 SP:Iteration 13Q (8298.220000 sec): 3 clusters Score: Raw -2653371.757819 + Penalty 4826.712266 = -2648545.045553 nChanged 576 SP:Iteration 14Q (8298.530000 sec): 3 clusters Score: Raw -2653600.434726 + Penalty 4826.712266 = -2648773.722460 nChanged 565 SP:Iteration 15Q (8298.830000 sec): 3 clusters Score: Raw -2653830.519986 + Penalty 4826.712266 = -2649003.807720 nChanged 572 SP:Iteration 16Q (8299.020000 sec): 3 clusters Score: Raw -2654067.151670 + Penalty 4826.712266 = -2649240.439404 nChanged 560 SP:Iteration 17Q (8299.290000 sec): 3 clusters Score: Raw -2654305.033806 + Penalty 4826.712266 = -2649478.321540 nChanged 558 SP:Iteration 18Q (8299.570000 sec): 3 clusters Score: Raw -2654546.639089 + Penalty 4826.712266 = -2649719.926823 nChanged 544 SP:Iteration 19Q (8299.860000 sec): 3 clusters Score: Raw -2654797.552848 + Penalty 4826.712266 = -2649970.840582 nChanged 540 SP:Iteration 20F (8300.170000 sec): 3 clusters Score: Raw -2655050.246898 + Penalty 4826.712266 = -2650223.534632 nChanged 498 SP:Iteration 21Q (8300.470000 sec): 3 clusters Score: Raw -2655301.701435 + Penalty 4826.712266 = -2650474.989169 nChanged 504 SP:Iteration 22Q (8300.750000 sec): 3 clusters Score: Raw -2655576.102522 + Penalty 4826.712266 = -2650749.390256 nChanged 456 SP:Iteration 23Q (8301.080000 sec): 3 clusters Score: Raw -2655838.054512 + Penalty 4826.712266 = -2651011.342246 nChanged 440 SP:Iteration 24Q (8301.370000 sec): 3 clusters Score: Raw -2656087.743588 + Penalty 4826.712266 = -2651261.031322 nChanged 330 SP:Iteration 25Q (8301.670000 sec): 3 clusters Score: Raw -2656288.111909 + Penalty 4826.712266 = -2651461.399643 nChanged 304 SP:Iteration 26Q (8301.980000 sec): 3 clusters Score: Raw -2656482.157624 + Penalty 4826.712266 = -2651655.445358 nChanged 257 SP:Iteration 27Q (8302.290000 sec): 3 clusters Score: Raw -2656647.843760 + Penalty 4826.712266 = -2651821.131494 nChanged 217 SP:Iteration 28Q (8302.610000 sec): 3 clusters Score: Raw -2656788.168164 + Penalty 4826.712266 = -2651961.455898 nChanged 176 SP:Iteration 29Q (8302.890000 sec): 3 clusters Score: Raw -2656915.892971 + Penalty 4826.712266 = -2652089.180705 nChanged 131 SP:Iteration 30Q (8303.160000 sec): 3 clusters Score: Raw -2657009.469385 + Penalty 4826.712266 = -2652182.757119 nChanged 77 SP:Iteration 31Q (8303.380000 sec): 3 clusters Score: Raw -2657062.557261 + Penalty 4826.712266 = -2652235.844995 nChanged 53 SP:Iteration 32Q (8303.670000 sec): 3 clusters Score: Raw -2657096.844340 + Penalty 4826.712266 = -2652270.132074 nChanged 37 SP:Iteration 33Q (8303.970000 sec): 3 clusters Score: Raw -2657122.632572 + Penalty 4826.712266 = -2652295.920306 nChanged 30 SP:Iteration 34Q (8304.250000 sec): 3 clusters Score: Raw -2657142.841880 + Penalty 4826.712266 = -2652316.129614 nChanged 28 SP:Iteration 35Q (8304.550000 sec): 3 clusters Score: Raw -2657161.730145 + Penalty 4826.712266 = -2652335.017879 nChanged 15 SP:Iteration 36Q (8304.850000 sec): 3 clusters Score: Raw -2657172.568504 + Penalty 4826.712266 = -2652345.856238 nChanged 14 SP:Iteration 37Q (8305.120000 sec): 3 clusters Score: Raw -2657184.770746 + Penalty 4826.712266 = -2652358.058480 nChanged 12 SP:Iteration 38Q (8305.380000 sec): 3 clusters Score: Raw -2657193.217125 + Penalty 4826.712266 = -2652366.504859 nChanged 7 SP:Iteration 39Q (8305.650000 sec): 3 clusters Score: Raw -2657197.032660 + Penalty 4826.712266 = -2652370.320394 nChanged 9 SP:Iteration 40F (8305.900000 sec): 3 clusters Score: Raw -2657204.483882 + Penalty 4826.712266 = -2652377.771616 nChanged 15 SP:Iteration 41Q (8306.180000 sec): 3 clusters Score: Raw -2657217.586887 + Penalty 4826.712266 = -2652390.874621 nChanged 15 SP:Iteration 42Q (8306.450000 sec): 3 clusters Score: Raw -2657228.879010 + Penalty 4826.712266 = -2652402.166744 nChanged 14 SP:Iteration 43Q (8306.760000 sec): 3 clusters Score: Raw -2657237.866261 + Penalty 4826.712266 = -2652411.153995 nChanged 12 SP:Iteration 44Q (8307.000000 sec): 3 clusters Score: Raw -2657248.083459 + Penalty 4826.712266 = -2652421.371193 nChanged 10 SP:Iteration 45Q (8307.260000 sec): 3 clusters Score: Raw -2657254.729909 + Penalty 4826.712266 = -2652428.017643 nChanged 5 SP:Iteration 46Q (8307.450000 sec): 3 clusters Score: Raw -2657257.246547 + Penalty 4826.712266 = -2652430.534281 nChanged 3 SP:Iteration 47Q (8307.730000 sec): 3 clusters Score: Raw -2657258.839839 + Penalty 4826.712266 = -2652432.127573 nChanged 1 SP:Iteration 48Q (8308.020000 sec): 3 clusters Score: Raw -2657259.556237 + Penalty 4826.712266 = -2652432.843971 nChanged 3 SP:Iteration 49Q (8308.290000 sec): 3 clusters Score: Raw -2657261.956194 + Penalty 4826.712266 = -2652435.243927 nChanged 2 SP:Iteration 50Q (8308.580000 sec): 3 clusters Score: Raw -2657264.017739 + Penalty 4826.712266 = -2652437.305473 nChanged 3 SP:Iteration 51Q (8308.840000 sec): 3 clusters Score: Raw -2657266.783064 + Penalty 4826.712266 = -2652440.070798 nChanged 2 SP:Iteration 52Q (8309.070000 sec): 3 clusters Score: Raw -2657268.296049 + Penalty 4826.712266 = -2652441.583783 nChanged 4 SP:Iteration 53Q (8309.350000 sec): 3 clusters Score: Raw -2657271.084582 + Penalty 4826.712266 = -2652444.372316 nChanged 1 SP:Iteration 54Q (8309.590000 sec): 3 clusters Score: Raw -2657271.349248 + Penalty 4826.712266 = -2652444.636982 nChanged 0 SP:Iteration 55F (8309.870000 sec): 3 clusters Score: Raw -2657271.349248 + Penalty 4826.712266 = -2652444.636982 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (80560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8310.340000 sec): 2 clusters Score: Raw -12891063.870413 + Penalty 2801.595867 = -12888262.274547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8310.910000 sec): 3 clusters Score: Raw -12839656.014201 + Penalty 5603.191734 = -12834052.822467 nChanged 38047 SP:Iteration 1F (8311.520000 sec): 3 clusters Score: Raw -12860780.105887 + Penalty 5603.191734 = -12855176.914154 nChanged 2728 SP:Iteration 2Q (8312.190000 sec): 3 clusters Score: Raw -12861473.768879 + Penalty 5603.191734 = -12855870.577146 nChanged 3049 SP:Iteration 3Q (8312.820000 sec): 3 clusters Score: Raw -12862414.475708 + Penalty 5603.191734 = -12856811.283974 nChanged 3670 SP:Iteration 4Q (8313.430000 sec): 3 clusters Score: Raw -12863974.993658 + Penalty 5603.191734 = -12858371.801924 nChanged 4921 SP:Iteration 5F (8314.010000 sec): 3 clusters Score: Raw -12866829.288840 + Penalty 5603.191734 = -12861226.097106 nChanged 6310 SP:Iteration 6F (8314.640000 sec): 3 clusters Score: Raw -12871693.859161 + Penalty 5603.191734 = -12866090.667428 nChanged 7168 SP:Iteration 7F (8315.330000 sec): 3 clusters Score: Raw -12878258.864318 + Penalty 5603.191734 = -12872655.672585 nChanged 6271 SP:Iteration 8F (8315.950000 sec): 3 clusters Score: Raw -12884473.066741 + Penalty 5603.191734 = -12878869.875008 nChanged 4060 SP:Iteration 9F (8316.520000 sec): 3 clusters Score: Raw -12888374.672232 + Penalty 5603.191734 = -12882771.480498 nChanged 1947 SP:Iteration 10Q (8317.110000 sec): 3 clusters Score: Raw -12890133.567835 + Penalty 5603.191734 = -12884530.376101 nChanged 795 SP:Iteration 11Q (8317.690000 sec): 3 clusters Score: Raw -12890845.111774 + Penalty 5603.191734 = -12885241.920041 nChanged 290 SP:Iteration 12Q (8318.260000 sec): 3 clusters Score: Raw -12891101.902810 + Penalty 5603.191734 = -12885498.711076 nChanged 106 SP:Iteration 13Q (8318.930000 sec): 3 clusters Score: Raw -12891220.763488 + Penalty 5603.191734 = -12885617.571754 nChanged 52 SP:Iteration 14Q (8319.450000 sec): 3 clusters Score: Raw -12891280.837264 + Penalty 5603.191734 = -12885677.645530 nChanged 28 SP:Iteration 15Q (8319.990000 sec): 3 clusters Score: Raw -12891317.923893 + Penalty 5603.191734 = -12885714.732159 nChanged 23 SP:Iteration 16Q (8320.580000 sec): 3 clusters Score: Raw -12891347.570174 + Penalty 5603.191734 = -12885744.378440 nChanged 16 SP:Iteration 17Q (8321.090000 sec): 3 clusters Score: Raw -12891366.911121 + Penalty 5603.191734 = -12885763.719387 nChanged 10 SP:Iteration 18Q (8321.640000 sec): 3 clusters Score: Raw -12891380.061291 + Penalty 5603.191734 = -12885776.869557 nChanged 10 SP:Iteration 19Q (8322.200000 sec): 3 clusters Score: Raw -12891390.382863 + Penalty 5603.191734 = -12885787.191130 nChanged 7 SP:Iteration 20F (8322.770000 sec): 3 clusters Score: Raw -12891400.207307 + Penalty 5603.191734 = -12885797.015573 nChanged 2 SP:Iteration 21Q (8323.310000 sec): 3 clusters Score: Raw -12891402.890832 + Penalty 5603.191734 = -12885799.699098 nChanged 0 SP:Iteration 22F (8323.980000 sec): 3 clusters Score: Raw -12891402.890832 + Penalty 5603.191734 = -12885799.699098 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8324.210000 sec): 2 clusters Score: Raw -5032404.387055 + Penalty 2574.486565 = -5029829.900490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8324.540000 sec): 3 clusters Score: Raw -5013007.577395 + Penalty 5148.973130 = -5007858.604265 nChanged 14548 SP:Iteration 1F (8324.910000 sec): 3 clusters Score: Raw -5020946.600556 + Penalty 5148.973130 = -5015797.627426 nChanged 1609 SP:Iteration 2Q (8325.290000 sec): 3 clusters Score: Raw -5021570.657767 + Penalty 5148.973130 = -5016421.684637 nChanged 1567 SP:Iteration 3Q (8325.640000 sec): 3 clusters Score: Raw -5022231.533506 + Penalty 5148.973130 = -5017082.560376 nChanged 1620 SP:Iteration 4F (8326.030000 sec): 3 clusters Score: Raw -5022970.639465 + Penalty 5148.973130 = -5017821.666336 nChanged 1582 SP:Iteration 5Q (8326.390000 sec): 3 clusters Score: Raw -5023757.620747 + Penalty 5148.973130 = -5018608.647617 nChanged 1642 SP:Iteration 6F (8326.710000 sec): 3 clusters Score: Raw -5024630.047806 + Penalty 5148.973130 = -5019481.074676 nChanged 1742 SP:Iteration 7F (8327.080000 sec): 3 clusters Score: Raw -5025602.004100 + Penalty 5148.973130 = -5020453.030970 nChanged 1810 SP:Iteration 8F (8327.460000 sec): 3 clusters Score: Raw -5026765.451985 + Penalty 5148.973130 = -5021616.478855 nChanged 1802 SP:Iteration 9F (8327.770000 sec): 3 clusters Score: Raw -5027972.937176 + Penalty 5148.973130 = -5022823.964046 nChanged 1652 SP:Iteration 10F (8328.110000 sec): 3 clusters Score: Raw -5029155.075347 + Penalty 5148.973130 = -5024006.102217 nChanged 1357 SP:Iteration 11Q (8328.450000 sec): 3 clusters Score: Raw -5030183.505235 + Penalty 5148.973130 = -5025034.532106 nChanged 1067 SP:Iteration 12Q (8328.820000 sec): 3 clusters Score: Raw -5031027.457501 + Penalty 5148.973130 = -5025878.484371 nChanged 774 SP:Iteration 13Q (8329.180000 sec): 3 clusters Score: Raw -5031666.004872 + Penalty 5148.973130 = -5026517.031742 nChanged 499 SP:Iteration 14Q (8329.540000 sec): 3 clusters Score: Raw -5032107.798473 + Penalty 5148.973130 = -5026958.825343 nChanged 293 SP:Iteration 15Q (8329.920000 sec): 3 clusters Score: Raw -5032431.098221 + Penalty 5148.973130 = -5027282.125091 nChanged 154 SP:Iteration 16Q (8330.270000 sec): 3 clusters Score: Raw -5032639.855017 + Penalty 5148.973130 = -5027490.881887 nChanged 112 SP:Iteration 17Q (8330.540000 sec): 3 clusters Score: Raw -5032762.863456 + Penalty 5148.973130 = -5027613.890326 nChanged 82 SP:Iteration 18Q (8330.850000 sec): 3 clusters Score: Raw -5032837.416285 + Penalty 5148.973130 = -5027688.443155 nChanged 62 SP:Iteration 19Q (8331.200000 sec): 3 clusters Score: Raw -5032881.698550 + Penalty 5148.973130 = -5027732.725420 nChanged 38 SP:Iteration 20F (8331.550000 sec): 3 clusters Score: Raw -5032908.105031 + Penalty 5148.973130 = -5027759.131901 nChanged 26 SP:Iteration 21Q (8331.860000 sec): 3 clusters Score: Raw -5032928.239364 + Penalty 5148.973130 = -5027779.266235 nChanged 21 SP:Iteration 22Q (8332.210000 sec): 3 clusters Score: Raw -5032944.101251 + Penalty 5148.973130 = -5027795.128121 nChanged 17 SP:Iteration 23Q (8332.520000 sec): 3 clusters Score: Raw -5032952.987848 + Penalty 5148.973130 = -5027804.014718 nChanged 7 SP:Iteration 24Q (8332.890000 sec): 3 clusters Score: Raw -5032956.917491 + Penalty 5148.973130 = -5027807.944362 nChanged 4 SP:Iteration 25Q (8333.250000 sec): 3 clusters Score: Raw -5032959.142965 + Penalty 5148.973130 = -5027810.169836 nChanged 3 SP:Iteration 26Q (8333.620000 sec): 3 clusters Score: Raw -5032962.021714 + Penalty 5148.973130 = -5027813.048584 nChanged 7 SP:Iteration 27Q (8333.910000 sec): 3 clusters Score: Raw -5032965.714385 + Penalty 5148.973130 = -5027816.741255 nChanged 7 SP:Iteration 28Q (8334.290000 sec): 3 clusters Score: Raw -5032969.253710 + Penalty 5148.973130 = -5027820.280580 nChanged 7 SP:Iteration 29Q (8334.590000 sec): 3 clusters Score: Raw -5032976.313387 + Penalty 5148.973130 = -5027827.340257 nChanged 7 SP:Iteration 30Q (8334.880000 sec): 3 clusters Score: Raw -5032980.694517 + Penalty 5148.973130 = -5027831.721387 nChanged 6 SP:Iteration 31Q (8335.220000 sec): 3 clusters Score: Raw -5032982.466878 + Penalty 5148.973130 = -5027833.493748 nChanged 2 SP:Iteration 32Q (8335.550000 sec): 3 clusters Score: Raw -5032982.842113 + Penalty 5148.973130 = -5027833.868983 nChanged 0 SP:Iteration 33F (8335.930000 sec): 3 clusters Score: Raw -5032982.842113 + Penalty 5148.973130 = -5027833.868983 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8336.020000 sec): 2 clusters Score: Raw -1133057.637718 + Penalty 2201.486908 = -1130856.150809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8336.260000 sec): 3 clusters Score: Raw -1129362.599963 + Penalty 4402.973817 = -1124959.626147 nChanged 2861 SP:Iteration 1F (8336.460000 sec): 3 clusters Score: Raw -1130934.511452 + Penalty 4402.973817 = -1126531.537635 nChanged 503 SP:Iteration 2F (8336.680000 sec): 3 clusters Score: Raw -1131188.824353 + Penalty 4402.973817 = -1126785.850536 nChanged 346 SP:Iteration 3Q (8336.900000 sec): 3 clusters Score: Raw -1131334.377800 + Penalty 4402.973817 = -1126931.403983 nChanged 256 SP:Iteration 4Q (8337.130000 sec): 3 clusters Score: Raw -1131441.528446 + Penalty 4402.973817 = -1127038.554629 nChanged 218 SP:Iteration 5Q (8337.310000 sec): 3 clusters Score: Raw -1131539.094272 + Penalty 4402.973817 = -1127136.120456 nChanged 221 SP:Iteration 6Q (8337.530000 sec): 3 clusters Score: Raw -1131633.014488 + Penalty 4402.973817 = -1127230.040671 nChanged 205 SP:Iteration 7Q (8337.690000 sec): 3 clusters Score: Raw -1131722.302055 + Penalty 4402.973817 = -1127319.328238 nChanged 199 SP:Iteration 8Q (8337.930000 sec): 3 clusters Score: Raw -1131813.373841 + Penalty 4402.973817 = -1127410.400024 nChanged 204 SP:Iteration 9Q (8338.120000 sec): 3 clusters Score: Raw -1131922.229073 + Penalty 4402.973817 = -1127519.255256 nChanged 236 SP:Iteration 10Q (8338.340000 sec): 3 clusters Score: Raw -1132068.184686 + Penalty 4402.973817 = -1127665.210869 nChanged 265 SP:Iteration 11Q (8338.590000 sec): 3 clusters Score: Raw -1132240.546664 + Penalty 4402.973817 = -1127837.572848 nChanged 292 SP:Iteration 12Q (8338.810000 sec): 3 clusters Score: Raw -1132437.479843 + Penalty 4402.973817 = -1128034.506027 nChanged 272 SP:Iteration 13Q (8339.070000 sec): 3 clusters Score: Raw -1132655.174604 + Penalty 4402.973817 = -1128252.200788 nChanged 257 SP:Iteration 14Q (8339.250000 sec): 3 clusters Score: Raw -1132864.714308 + Penalty 4402.973817 = -1128461.740491 nChanged 225 SP:Iteration 15Q (8339.490000 sec): 3 clusters Score: Raw -1133035.064313 + Penalty 4402.973817 = -1128632.090496 nChanged 148 SP:Iteration 16Q (8339.660000 sec): 3 clusters Score: Raw -1133152.890731 + Penalty 4402.973817 = -1128749.916915 nChanged 139 SP:Iteration 17Q (8339.870000 sec): 3 clusters Score: Raw -1133262.066130 + Penalty 4402.973817 = -1128859.092314 nChanged 104 SP:Iteration 18Q (8340.090000 sec): 3 clusters Score: Raw -1133344.293265 + Penalty 4402.973817 = -1128941.319448 nChanged 76 SP:Iteration 19Q (8340.300000 sec): 3 clusters Score: Raw -1133410.148639 + Penalty 4402.973817 = -1129007.174823 nChanged 57 SP:Iteration 20F (8340.540000 sec): 3 clusters Score: Raw -1133458.033812 + Penalty 4402.973817 = -1129055.059995 nChanged 39 SP:Iteration 21Q (8340.730000 sec): 3 clusters Score: Raw -1133494.375249 + Penalty 4402.973817 = -1129091.401432 nChanged 39 SP:Iteration 22Q (8340.980000 sec): 3 clusters Score: Raw -1133528.401197 + Penalty 4402.973817 = -1129125.427381 nChanged 37 SP:Iteration 23Q (8341.170000 sec): 3 clusters Score: Raw -1133562.308913 + Penalty 4402.973817 = -1129159.335096 nChanged 30 SP:Iteration 24Q (8341.350000 sec): 3 clusters Score: Raw -1133583.016662 + Penalty 4402.973817 = -1129180.042845 nChanged 18 SP:Iteration 25Q (8341.570000 sec): 3 clusters Score: Raw -1133594.380017 + Penalty 4402.973817 = -1129191.406200 nChanged 10 SP:Iteration 26Q (8341.770000 sec): 3 clusters Score: Raw -1133605.160592 + Penalty 4402.973817 = -1129202.186775 nChanged 14 SP:Iteration 27Q (8341.990000 sec): 3 clusters Score: Raw -1133614.674202 + Penalty 4402.973817 = -1129211.700385 nChanged 8 SP:Iteration 28Q (8342.160000 sec): 3 clusters Score: Raw -1133618.977606 + Penalty 4402.973817 = -1129216.003790 nChanged 7 SP:Iteration 29Q (8342.380000 sec): 3 clusters Score: Raw -1133622.513493 + Penalty 4402.973817 = -1129219.539676 nChanged 7 SP:Iteration 30Q (8342.610000 sec): 3 clusters Score: Raw -1133630.068143 + Penalty 4402.973817 = -1129227.094327 nChanged 13 SP:Iteration 31Q (8342.830000 sec): 3 clusters Score: Raw -1133638.962218 + Penalty 4402.973817 = -1129235.988401 nChanged 7 SP:Iteration 32Q (8343.060000 sec): 3 clusters Score: Raw -1133643.420334 + Penalty 4402.973817 = -1129240.446517 nChanged 6 SP:Iteration 33Q (8343.310000 sec): 3 clusters Score: Raw -1133646.471432 + Penalty 4402.973817 = -1129243.497615 nChanged 4 SP:Iteration 34Q (8343.510000 sec): 3 clusters Score: Raw -1133649.275213 + Penalty 4402.973817 = -1129246.301397 nChanged 2 SP:Iteration 35Q (8343.720000 sec): 3 clusters Score: Raw -1133651.021632 + Penalty 4402.973817 = -1129248.047815 nChanged 3 SP:Iteration 36Q (8343.980000 sec): 3 clusters Score: Raw -1133653.072823 + Penalty 4402.973817 = -1129250.099007 nChanged 2 SP:Iteration 37Q (8344.170000 sec): 3 clusters Score: Raw -1133654.565272 + Penalty 4402.973817 = -1129251.591455 nChanged 2 SP:Iteration 38Q (8344.390000 sec): 3 clusters Score: Raw -1133654.955711 + Penalty 4402.973817 = -1129251.981894 nChanged 0 SP:Iteration 39F (8344.610000 sec): 3 clusters Score: Raw -1133654.955711 + Penalty 4402.973817 = -1129251.981894 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8344.740000 sec): 2 clusters Score: Raw -64688.664885 + Penalty 1538.228808 = -63150.436077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8344.900000 sec): 3 clusters Score: Raw -64962.777830 + Penalty 3076.457617 = -61886.320214 nChanged 132 SP:Iteration 1F (8345.110000 sec): 3 clusters Score: Raw -65220.554453 + Penalty 3076.457617 = -62144.096837 nChanged 29 SP:Iteration 2F (8345.270000 sec): 3 clusters Score: Raw -65290.931464 + Penalty 3076.457617 = -62214.473847 nChanged 23 SP:Iteration 3Q (8345.450000 sec): 3 clusters Score: Raw -65371.364802 + Penalty 3076.457617 = -62294.907186 nChanged 18 SP:Iteration 4Q (8345.630000 sec): 3 clusters Score: Raw -65451.454930 + Penalty 3076.457617 = -62374.997314 nChanged 16 SP:Iteration 5Q (8345.780000 sec): 3 clusters Score: Raw -65487.868155 + Penalty 3076.457617 = -62411.410538 nChanged 14 SP:Iteration 6Q (8345.990000 sec): 3 clusters Score: Raw -65554.339874 + Penalty 3076.457617 = -62477.882258 nChanged 12 SP:Iteration 7Q (8346.150000 sec): 3 clusters Score: Raw -65585.377106 + Penalty 3076.457617 = -62508.919490 nChanged 9 SP:Iteration 8Q (8346.360000 sec): 3 clusters Score: Raw -65600.383669 + Penalty 3076.457617 = -62523.926052 nChanged 4 SP:Iteration 9Q (8346.540000 sec): 3 clusters Score: Raw -65609.046615 + Penalty 3076.457617 = -62532.588998 nChanged 3 SP:Iteration 10Q (8346.700000 sec): 3 clusters Score: Raw -65614.210927 + Penalty 3076.457617 = -62537.753310 nChanged 1 SP:Iteration 11Q (8346.860000 sec): 3 clusters Score: Raw -65617.008466 + Penalty 3076.457617 = -62540.550849 nChanged 0 SP:Iteration 12F (8347.080000 sec): 3 clusters Score: Raw -65619.432940 + Penalty 3076.457617 = -62542.975324 nChanged 1 SP:Iteration 13Q (8347.260000 sec): 3 clusters Score: Raw -65665.403739 + Penalty 3076.457617 = -62588.946123 nChanged 1 SP:Iteration 14Q (8347.420000 sec): 3 clusters Score: Raw -65669.810488 + Penalty 3076.457617 = -62593.352872 nChanged 1 SP:Iteration 15Q (8347.600000 sec): 3 clusters Score: Raw -65670.666133 + Penalty 3076.457617 = -62594.208516 nChanged 0 SP:Iteration 16F (8347.760000 sec): 3 clusters Score: Raw -65670.666133 + Penalty 3076.457617 = -62594.208516 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8347.860000 sec): 2 clusters Score: Raw -60873.635692 + Penalty 1481.504784 = -59392.130908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8348.010000 sec): 3 clusters Score: Raw -60958.080502 + Penalty 2963.009567 = -57995.070934 nChanged 57 SP:Iteration 1F (8348.190000 sec): 3 clusters Score: Raw -61112.417136 + Penalty 2963.009567 = -58149.407568 nChanged 12 SP:Iteration 2Q (8348.390000 sec): 3 clusters Score: Raw -61162.622558 + Penalty 2963.009567 = -58199.612991 nChanged 10 SP:Iteration 3Q (8348.580000 sec): 3 clusters Score: Raw -61190.443558 + Penalty 2963.009567 = -58227.433990 nChanged 4 SP:Iteration 4Q (8348.730000 sec): 3 clusters Score: Raw -61197.563728 + Penalty 2963.009567 = -58234.554160 nChanged 1 SP:Iteration 5Q (8348.940000 sec): 3 clusters Score: Raw -61199.349775 + Penalty 2963.009567 = -58236.340208 nChanged 0 SP:Iteration 6F (8349.130000 sec): 3 clusters Score: Raw -61199.349775 + Penalty 2963.009567 = -58236.340208 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8349.260000 sec): 2 clusters Score: Raw -234894.418352 + Penalty 1826.250548 = -233068.167803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8349.460000 sec): 3 clusters Score: Raw -234374.659812 + Penalty 3652.501097 = -230722.158715 nChanged 470 SP:Iteration 1F (8349.660000 sec): 3 clusters Score: Raw -234754.136930 + Penalty 3652.501097 = -231101.635833 nChanged 119 SP:Iteration 2F (8349.870000 sec): 3 clusters Score: Raw -234868.715472 + Penalty 3652.501097 = -231216.214375 nChanged 65 SP:Iteration 3Q (8350.050000 sec): 3 clusters Score: Raw -234923.229616 + Penalty 3652.501097 = -231270.728520 nChanged 38 SP:Iteration 4Q (8350.250000 sec): 3 clusters Score: Raw -234955.044767 + Penalty 3652.501097 = -231302.543670 nChanged 25 SP:Iteration 5Q (8350.450000 sec): 3 clusters Score: Raw -234974.036450 + Penalty 3652.501097 = -231321.535354 nChanged 21 SP:Iteration 6Q (8350.610000 sec): 3 clusters Score: Raw -234990.528007 + Penalty 3652.501097 = -231338.026911 nChanged 16 SP:Iteration 7Q (8350.800000 sec): 3 clusters Score: Raw -235001.458625 + Penalty 3652.501097 = -231348.957528 nChanged 18 SP:Iteration 8Q (8350.950000 sec): 3 clusters Score: Raw -235014.074313 + Penalty 3652.501097 = -231361.573216 nChanged 16 SP:Iteration 9Q (8351.150000 sec): 3 clusters Score: Raw -235027.900569 + Penalty 3652.501097 = -231375.399472 nChanged 11 SP:Iteration 10Q (8351.380000 sec): 3 clusters Score: Raw -235036.344628 + Penalty 3652.501097 = -231383.843531 nChanged 10 SP:Iteration 11Q (8351.560000 sec): 3 clusters Score: Raw -235041.006550 + Penalty 3652.501097 = -231388.505454 nChanged 13 SP:Iteration 12Q (8351.770000 sec): 3 clusters Score: Raw -235053.300327 + Penalty 3652.501097 = -231400.799230 nChanged 11 SP:Iteration 13Q (8351.970000 sec): 3 clusters Score: Raw -235064.102970 + Penalty 3652.501097 = -231411.601873 nChanged 16 SP:Iteration 14Q (8352.200000 sec): 3 clusters Score: Raw -235079.707609 + Penalty 3652.501097 = -231427.206512 nChanged 19 SP:Iteration 15Q (8352.370000 sec): 3 clusters Score: Raw -235096.611853 + Penalty 3652.501097 = -231444.110756 nChanged 19 SP:Iteration 16Q (8352.580000 sec): 3 clusters Score: Raw -235117.735910 + Penalty 3652.501097 = -231465.234813 nChanged 18 SP:Iteration 17Q (8352.730000 sec): 3 clusters Score: Raw -235129.942098 + Penalty 3652.501097 = -231477.441001 nChanged 10 SP:Iteration 18Q (8352.870000 sec): 3 clusters Score: Raw -235140.784986 + Penalty 3652.501097 = -231488.283889 nChanged 7 SP:Iteration 19Q (8353.020000 sec): 3 clusters Score: Raw -235147.045759 + Penalty 3652.501097 = -231494.544662 nChanged 10 SP:Iteration 20F (8353.230000 sec): 3 clusters Score: Raw -235158.007070 + Penalty 3652.501097 = -231505.505973 nChanged 11 SP:Iteration 21Q (8353.410000 sec): 3 clusters Score: Raw -235174.112150 + Penalty 3652.501097 = -231521.611053 nChanged 10 SP:Iteration 22Q (8353.550000 sec): 3 clusters Score: Raw -235181.429651 + Penalty 3652.501097 = -231528.928554 nChanged 10 SP:Iteration 23Q (8353.720000 sec): 3 clusters Score: Raw -235196.753692 + Penalty 3652.501097 = -231544.252595 nChanged 10 SP:Iteration 24Q (8353.940000 sec): 3 clusters Score: Raw -235206.579134 + Penalty 3652.501097 = -231554.078037 nChanged 10 SP:Iteration 25Q (8354.120000 sec): 3 clusters Score: Raw -235215.986435 + Penalty 3652.501097 = -231563.485338 nChanged 12 SP:Iteration 26Q (8354.280000 sec): 3 clusters Score: Raw -235225.594158 + Penalty 3652.501097 = -231573.093061 nChanged 12 SP:Iteration 27Q (8354.500000 sec): 3 clusters Score: Raw -235236.169692 + Penalty 3652.501097 = -231583.668595 nChanged 11 SP:Iteration 28Q (8354.680000 sec): 3 clusters Score: Raw -235244.451233 + Penalty 3652.501097 = -231591.950136 nChanged 11 SP:Iteration 29Q (8354.820000 sec): 3 clusters Score: Raw -235250.749857 + Penalty 3652.501097 = -231598.248760 nChanged 7 SP:Iteration 30Q (8355.030000 sec): 3 clusters Score: Raw -235254.991890 + Penalty 3652.501097 = -231602.490794 nChanged 6 SP:Iteration 31Q (8355.190000 sec): 3 clusters Score: Raw -235259.678439 + Penalty 3652.501097 = -231607.177343 nChanged 8 SP:Iteration 32Q (8355.350000 sec): 3 clusters Score: Raw -235269.602130 + Penalty 3652.501097 = -231617.101033 nChanged 12 SP:Iteration 33Q (8355.500000 sec): 3 clusters Score: Raw -235280.178166 + Penalty 3652.501097 = -231627.677069 nChanged 10 SP:Iteration 34Q (8355.610000 sec): 3 clusters Score: Raw -235290.616044 + Penalty 3652.501097 = -231638.114948 nChanged 9 SP:Iteration 35Q (8355.720000 sec): 3 clusters Score: Raw -235301.244449 + Penalty 3652.501097 = -231648.743352 nChanged 9 SP:Iteration 36Q (8355.870000 sec): 3 clusters Score: Raw -235312.169861 + Penalty 3652.501097 = -231659.668764 nChanged 8 SP:Iteration 37Q (8356.040000 sec): 3 clusters Score: Raw -235318.681880 + Penalty 3652.501097 = -231666.180783 nChanged 6 SP:Iteration 38Q (8356.260000 sec): 3 clusters Score: Raw -235322.739871 + Penalty 3652.501097 = -231670.238774 nChanged 3 SP:Iteration 39Q (8356.400000 sec): 3 clusters Score: Raw -235326.278209 + Penalty 3652.501097 = -231673.777112 nChanged 0 SP:Iteration 40F (8356.580000 sec): 3 clusters Score: Raw -235326.278209 + Penalty 3652.501097 = -231673.777112 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8356.660000 sec): 2 clusters Score: Raw -43379.962623 + Penalty 1425.058391 = -41954.904231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8356.830000 sec): 3 clusters Score: Raw -43490.796238 + Penalty 2850.116783 = -40640.679455 nChanged 40 SP:Iteration 1F (8357.010000 sec): 3 clusters Score: Raw -43621.594404 + Penalty 2850.116783 = -40771.477621 nChanged 9 SP:Iteration 2Q (8357.200000 sec): 3 clusters Score: Raw -43654.583440 + Penalty 2850.116783 = -40804.466658 nChanged 6 SP:Iteration 3Q (8357.350000 sec): 3 clusters Score: Raw -43680.035482 + Penalty 2850.116783 = -40829.918699 nChanged 5 SP:Iteration 4Q (8357.550000 sec): 3 clusters Score: Raw -43701.026965 + Penalty 2850.116783 = -40850.910182 nChanged 3 SP:Iteration 5Q (8357.760000 sec): 3 clusters Score: Raw -43708.455626 + Penalty 2850.116783 = -40858.338844 nChanged 1 SP:Iteration 6Q (8357.890000 sec): 3 clusters Score: Raw -43714.497685 + Penalty 2850.116783 = -40864.380902 nChanged 1 SP:Iteration 7Q (8358.070000 sec): 3 clusters Score: Raw -43719.562984 + Penalty 2850.116783 = -40869.446201 nChanged 2 SP:Iteration 8Q (8358.250000 sec): 3 clusters Score: Raw -43727.046492 + Penalty 2850.116783 = -40876.929709 nChanged 1 SP:Iteration 9Q (8358.440000 sec): 3 clusters Score: Raw -43728.968830 + Penalty 2850.116783 = -40878.852047 nChanged 0 SP:Iteration 10F (8358.620000 sec): 3 clusters Score: Raw -43728.968830 + Penalty 2850.116783 = -40878.852047 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8358.730000 sec): 2 clusters Score: Raw -384412.976902 + Penalty 1949.038691 = -382463.938211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8358.900000 sec): 3 clusters Score: Raw -383408.333757 + Penalty 3898.077382 = -379510.256375 nChanged 875 SP:Iteration 1F (8359.110000 sec): 3 clusters Score: Raw -384176.394168 + Penalty 3898.077382 = -380278.316786 nChanged 251 SP:Iteration 2F (8359.290000 sec): 3 clusters Score: Raw -384507.285725 + Penalty 3898.077382 = -380609.208343 nChanged 184 SP:Iteration 3F (8359.470000 sec): 3 clusters Score: Raw -384763.580111 + Penalty 3898.077382 = -380865.502729 nChanged 146 SP:Iteration 4F (8359.670000 sec): 3 clusters Score: Raw -384979.903024 + Penalty 3898.077382 = -381081.825642 nChanged 123 SP:Iteration 5Q (8359.830000 sec): 3 clusters Score: Raw -385196.786588 + Penalty 3898.077382 = -381298.709206 nChanged 135 SP:Iteration 6F (8360.050000 sec): 3 clusters Score: Raw -385435.774025 + Penalty 3898.077382 = -381537.696643 nChanged 115 SP:Iteration 7Q (8360.210000 sec): 3 clusters Score: Raw -385614.037837 + Penalty 3898.077382 = -381715.960455 nChanged 97 SP:Iteration 8Q (8360.360000 sec): 3 clusters Score: Raw -385730.219970 + Penalty 3898.077382 = -381832.142588 nChanged 68 SP:Iteration 9Q (8360.580000 sec): 3 clusters Score: Raw -385793.082745 + Penalty 3898.077382 = -381895.005363 nChanged 47 SP:Iteration 10Q (8360.770000 sec): 3 clusters Score: Raw -385835.765385 + Penalty 3898.077382 = -381937.688003 nChanged 32 SP:Iteration 11Q (8360.940000 sec): 3 clusters Score: Raw -385867.883638 + Penalty 3898.077382 = -381969.806256 nChanged 30 SP:Iteration 12Q (8361.150000 sec): 3 clusters Score: Raw -385900.973225 + Penalty 3898.077382 = -382002.895843 nChanged 29 SP:Iteration 13Q (8361.340000 sec): 3 clusters Score: Raw -385928.937548 + Penalty 3898.077382 = -382030.860166 nChanged 28 SP:Iteration 14Q (8361.490000 sec): 3 clusters Score: Raw -385952.215273 + Penalty 3898.077382 = -382054.137891 nChanged 21 SP:Iteration 15Q (8361.680000 sec): 3 clusters Score: Raw -385966.413319 + Penalty 3898.077382 = -382068.335937 nChanged 14 SP:Iteration 16Q (8361.840000 sec): 3 clusters Score: Raw -385975.029136 + Penalty 3898.077382 = -382076.951754 nChanged 9 SP:Iteration 17Q (8362.040000 sec): 3 clusters Score: Raw -385981.839033 + Penalty 3898.077382 = -382083.761651 nChanged 7 SP:Iteration 18Q (8362.220000 sec): 3 clusters Score: Raw -385986.859151 + Penalty 3898.077382 = -382088.781769 nChanged 5 SP:Iteration 19Q (8362.430000 sec): 3 clusters Score: Raw -385989.279068 + Penalty 3898.077382 = -382091.201686 nChanged 3 SP:Iteration 20F (8362.610000 sec): 3 clusters Score: Raw -385991.146945 + Penalty 3898.077382 = -382093.069563 nChanged 3 SP:Iteration 21Q (8362.830000 sec): 3 clusters Score: Raw -385991.890785 + Penalty 3898.077382 = -382093.813403 nChanged 0 SP:Iteration 22F (8363.020000 sec): 3 clusters Score: Raw -385991.890785 + Penalty 3898.077382 = -382093.813403 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8363.070000 sec): 2 clusters Score: Raw -43219.464812 + Penalty 1408.682807 = -41810.782005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8363.280000 sec): 3 clusters Score: Raw -43408.023122 + Penalty 2817.365614 = -40590.657508 nChanged 43 SP:Iteration 1F (8363.440000 sec): 3 clusters Score: Raw -43566.898700 + Penalty 2817.365614 = -40749.533086 nChanged 16 SP:Iteration 2F (8363.640000 sec): 3 clusters Score: Raw -43628.580690 + Penalty 2817.365614 = -40811.215076 nChanged 7 SP:Iteration 3Q (8363.820000 sec): 3 clusters Score: Raw -43650.456510 + Penalty 2817.365614 = -40833.090896 nChanged 2 SP:Iteration 4Q (8363.980000 sec): 3 clusters Score: Raw -43658.567728 + Penalty 2817.365614 = -40841.202114 nChanged 5 SP:Iteration 5Q (8364.170000 sec): 3 clusters Score: Raw -43680.500540 + Penalty 2817.365614 = -40863.134926 nChanged 3 SP:Iteration 6Q (8364.380000 sec): 3 clusters Score: Raw -43700.130893 + Penalty 2817.365614 = -40882.765279 nChanged 1 SP:Iteration 7Q (8364.540000 sec): 3 clusters Score: Raw -43701.718955 + Penalty 2817.365614 = -40884.353341 nChanged 0 SP:Iteration 8F (8364.740000 sec): 3 clusters Score: Raw -43701.718955 + Penalty 2817.365614 = -40884.353341 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8364.810000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8365.020000 sec): 3 clusters Score: Raw -110624.046815 + Penalty 3278.905238 = -107345.141577 nChanged 178 SP:Iteration 1F (8365.170000 sec): 3 clusters Score: Raw -110911.016915 + Penalty 3278.905238 = -107632.111677 nChanged 58 SP:Iteration 2F (8365.390000 sec): 3 clusters Score: Raw -111024.493319 + Penalty 3278.905238 = -107745.588081 nChanged 25 SP:Iteration 3Q (8365.560000 sec): 3 clusters Score: Raw -111068.740669 + Penalty 3278.905238 = -107789.835431 nChanged 9 SP:Iteration 4Q (8365.730000 sec): 3 clusters Score: Raw -111091.101570 + Penalty 3278.905238 = -107812.196331 nChanged 12 SP:Iteration 5Q (8365.900000 sec): 3 clusters Score: Raw -111109.639908 + Penalty 3278.905238 = -107830.734669 nChanged 10 SP:Iteration 6Q (8366.050000 sec): 3 clusters Score: Raw -111130.581500 + Penalty 3278.905238 = -107851.676261 nChanged 6 SP:Iteration 7Q (8366.210000 sec): 3 clusters Score: Raw -111144.402880 + Penalty 3278.905238 = -107865.497642 nChanged 8 SP:Iteration 8Q (8366.410000 sec): 3 clusters Score: Raw -111161.001337 + Penalty 3278.905238 = -107882.096099 nChanged 4 SP:Iteration 9Q (8366.570000 sec): 3 clusters Score: Raw -111167.747014 + Penalty 3278.905238 = -107888.841775 nChanged 1 SP:Iteration 10Q (8366.750000 sec): 3 clusters Score: Raw -111168.648191 + Penalty 3278.905238 = -107889.742953 nChanged 0 SP:Iteration 11F (8366.920000 sec): 3 clusters Score: Raw -111168.648191 + Penalty 3278.905238 = -107889.742953 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8367.040000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8367.190000 sec): 3 clusters Score: Raw -48113.231146 + Penalty 2791.300072 = -45321.931073 nChanged 44 SP:Iteration 1F (8367.350000 sec): 3 clusters Score: Raw -48261.408032 + Penalty 2791.300072 = -45470.107960 nChanged 11 SP:Iteration 2Q (8367.530000 sec): 3 clusters Score: Raw -48320.773549 + Penalty 2791.300072 = -45529.473476 nChanged 9 SP:Iteration 3Q (8367.700000 sec): 3 clusters Score: Raw -48347.041385 + Penalty 2791.300072 = -45555.741313 nChanged 6 SP:Iteration 4Q (8367.920000 sec): 3 clusters Score: Raw -48369.491620 + Penalty 2791.300072 = -45578.191548 nChanged 4 SP:Iteration 5Q (8368.100000 sec): 3 clusters Score: Raw -48384.108457 + Penalty 2791.300072 = -45592.808384 nChanged 3 SP:Iteration 6Q (8368.280000 sec): 3 clusters Score: Raw -48392.223713 + Penalty 2791.300072 = -45600.923641 nChanged 3 SP:Iteration 7Q (8368.430000 sec): 3 clusters Score: Raw -48401.574641 + Penalty 2791.300072 = -45610.274569 nChanged 1 SP:Iteration 8Q (8368.650000 sec): 3 clusters Score: Raw -48406.407035 + Penalty 2791.300072 = -45615.106963 nChanged 0 SP:Iteration 9F (8368.820000 sec): 3 clusters Score: Raw -48406.407035 + Penalty 2791.300072 = -45615.106963 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8368.910000 sec): 2 clusters Score: Raw -1014777.396835 + Penalty 2176.374564 = -1012601.022271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8369.110000 sec): 3 clusters Score: Raw -1011500.159313 + Penalty 4352.749128 = -1007147.410185 nChanged 2611 SP:Iteration 1F (8369.350000 sec): 3 clusters Score: Raw -1012950.378911 + Penalty 4352.749128 = -1008597.629784 nChanged 476 SP:Iteration 2F (8369.520000 sec): 3 clusters Score: Raw -1013219.319915 + Penalty 4352.749128 = -1008866.570787 nChanged 345 SP:Iteration 3F (8369.760000 sec): 3 clusters Score: Raw -1013432.322701 + Penalty 4352.749128 = -1009079.573573 nChanged 288 SP:Iteration 4Q (8369.960000 sec): 3 clusters Score: Raw -1013602.367847 + Penalty 4352.749128 = -1009249.618719 nChanged 254 SP:Iteration 5Q (8370.180000 sec): 3 clusters Score: Raw -1013725.513818 + Penalty 4352.749128 = -1009372.764690 nChanged 212 SP:Iteration 6Q (8370.410000 sec): 3 clusters Score: Raw -1013825.951310 + Penalty 4352.749128 = -1009473.202182 nChanged 190 SP:Iteration 7Q (8370.620000 sec): 3 clusters Score: Raw -1013910.751364 + Penalty 4352.749128 = -1009558.002236 nChanged 166 SP:Iteration 8Q (8370.830000 sec): 3 clusters Score: Raw -1013982.536201 + Penalty 4352.749128 = -1009629.787074 nChanged 171 SP:Iteration 9Q (8371.070000 sec): 3 clusters Score: Raw -1014062.784261 + Penalty 4352.749128 = -1009710.035133 nChanged 160 SP:Iteration 10Q (8371.300000 sec): 3 clusters Score: Raw -1014135.049648 + Penalty 4352.749128 = -1009782.300520 nChanged 149 SP:Iteration 11Q (8371.520000 sec): 3 clusters Score: Raw -1014210.844421 + Penalty 4352.749128 = -1009858.095294 nChanged 158 SP:Iteration 12Q (8371.730000 sec): 3 clusters Score: Raw -1014306.802327 + Penalty 4352.749128 = -1009954.053199 nChanged 193 SP:Iteration 13Q (8371.920000 sec): 3 clusters Score: Raw -1014420.171912 + Penalty 4352.749128 = -1010067.422785 nChanged 179 SP:Iteration 14Q (8372.150000 sec): 3 clusters Score: Raw -1014523.365589 + Penalty 4352.749128 = -1010170.616462 nChanged 159 SP:Iteration 15Q (8372.380000 sec): 3 clusters Score: Raw -1014627.213965 + Penalty 4352.749128 = -1010274.464837 nChanged 162 SP:Iteration 16Q (8372.570000 sec): 3 clusters Score: Raw -1014744.987217 + Penalty 4352.749128 = -1010392.238089 nChanged 145 SP:Iteration 17Q (8372.840000 sec): 3 clusters Score: Raw -1014842.805732 + Penalty 4352.749128 = -1010490.056604 nChanged 117 SP:Iteration 18Q (8373.080000 sec): 3 clusters Score: Raw -1014928.392946 + Penalty 4352.749128 = -1010575.643818 nChanged 93 SP:Iteration 19Q (8373.240000 sec): 3 clusters Score: Raw -1015008.108094 + Penalty 4352.749128 = -1010655.358966 nChanged 82 SP:Iteration 20F (8373.410000 sec): 3 clusters Score: Raw -1015066.403498 + Penalty 4352.749128 = -1010713.654371 nChanged 54 SP:Iteration 21Q (8373.640000 sec): 3 clusters Score: Raw -1015106.904261 + Penalty 4352.749128 = -1010754.155133 nChanged 43 SP:Iteration 22Q (8373.830000 sec): 3 clusters Score: Raw -1015140.146010 + Penalty 4352.749128 = -1010787.396882 nChanged 38 SP:Iteration 23Q (8374.070000 sec): 3 clusters Score: Raw -1015169.504342 + Penalty 4352.749128 = -1010816.755215 nChanged 32 SP:Iteration 24Q (8374.260000 sec): 3 clusters Score: Raw -1015197.144748 + Penalty 4352.749128 = -1010844.395621 nChanged 27 SP:Iteration 25Q (8374.470000 sec): 3 clusters Score: Raw -1015216.233787 + Penalty 4352.749128 = -1010863.484659 nChanged 18 SP:Iteration 26Q (8374.640000 sec): 3 clusters Score: Raw -1015229.984904 + Penalty 4352.749128 = -1010877.235777 nChanged 11 SP:Iteration 27Q (8374.830000 sec): 3 clusters Score: Raw -1015238.073664 + Penalty 4352.749128 = -1010885.324536 nChanged 13 SP:Iteration 28Q (8375.050000 sec): 3 clusters Score: Raw -1015251.303617 + Penalty 4352.749128 = -1010898.554489 nChanged 11 SP:Iteration 29Q (8375.240000 sec): 3 clusters Score: Raw -1015260.249071 + Penalty 4352.749128 = -1010907.499943 nChanged 12 SP:Iteration 30Q (8375.470000 sec): 3 clusters Score: Raw -1015271.167780 + Penalty 4352.749128 = -1010918.418653 nChanged 7 SP:Iteration 31Q (8375.630000 sec): 3 clusters Score: Raw -1015275.745308 + Penalty 4352.749128 = -1010922.996180 nChanged 2 SP:Iteration 32Q (8375.830000 sec): 3 clusters Score: Raw -1015277.757473 + Penalty 4352.749128 = -1010925.008345 nChanged 2 SP:Iteration 33Q (8376.020000 sec): 3 clusters Score: Raw -1015279.562810 + Penalty 4352.749128 = -1010926.813682 nChanged 0 SP:Iteration 34F (8376.230000 sec): 3 clusters Score: Raw -1015279.562810 + Penalty 4352.749128 = -1010926.813682 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8376.350000 sec): 2 clusters Score: Raw -29860.748986 + Penalty 1337.619631 = -28523.129355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8376.530000 sec): 3 clusters Score: Raw -30048.195189 + Penalty 2675.239263 = -27372.955926 nChanged 16 SP:Iteration 1F (8376.740000 sec): 3 clusters Score: Raw -30127.173966 + Penalty 2675.239263 = -27451.934703 nChanged 5 SP:Iteration 2Q (8376.900000 sec): 3 clusters Score: Raw -30154.761500 + Penalty 2675.239263 = -27479.522237 nChanged 1 SP:Iteration 3Q (8377.090000 sec): 3 clusters Score: Raw -30157.272887 + Penalty 2675.239263 = -27482.033624 nChanged 0 SP:Iteration 4F (8377.230000 sec): 3 clusters Score: Raw -30157.272887 + Penalty 2675.239263 = -27482.033624 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8377.340000 sec): 2 clusters Score: Raw -84475.160791 + Penalty 1584.779685 = -82890.381106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8377.540000 sec): 3 clusters Score: Raw -84534.199316 + Penalty 3169.559371 = -81364.639945 nChanged 112 SP:Iteration 1F (8377.700000 sec): 3 clusters Score: Raw -84819.357004 + Penalty 3169.559371 = -81649.797633 nChanged 37 SP:Iteration 2F (8377.850000 sec): 3 clusters Score: Raw -84947.656215 + Penalty 3169.559371 = -81778.096844 nChanged 30 SP:Iteration 3F (8378.090000 sec): 3 clusters Score: Raw -85086.599755 + Penalty 3169.559371 = -81917.040384 nChanged 32 SP:Iteration 4F (8378.230000 sec): 3 clusters Score: Raw -85226.108753 + Penalty 3169.559371 = -82056.549382 nChanged 42 SP:Iteration 5F (8378.380000 sec): 3 clusters Score: Raw -85468.780937 + Penalty 3169.559371 = -82299.221566 nChanged 46 SP:Iteration 6F (8378.580000 sec): 3 clusters Score: Raw -85801.474535 + Penalty 3169.559371 = -82631.915164 nChanged 39 SP:Iteration 7F (8378.750000 sec): 3 clusters Score: Raw -86116.494585 + Penalty 3169.559371 = -82946.935214 nChanged 23 SP:Iteration 8Q (8378.940000 sec): 3 clusters Score: Raw -86243.343688 + Penalty 3169.559371 = -83073.784317 nChanged 16 SP:Iteration 9Q (8379.130000 sec): 3 clusters Score: Raw -86344.953223 + Penalty 3169.559371 = -83175.393853 nChanged 10 SP:Iteration 10Q (8379.350000 sec): 3 clusters Score: Raw -86407.978623 + Penalty 3169.559371 = -83238.419252 nChanged 6 SP:Iteration 11Q (8379.510000 sec): 3 clusters Score: Raw -86461.836331 + Penalty 3169.559371 = -83292.276960 nChanged 6 SP:Iteration 12Q (8379.650000 sec): 3 clusters Score: Raw -86505.438770 + Penalty 3169.559371 = -83335.879399 nChanged 7 SP:Iteration 13Q (8379.830000 sec): 3 clusters Score: Raw -86604.953621 + Penalty 3169.559371 = -83435.394250 nChanged 7 SP:Iteration 14Q (8379.970000 sec): 3 clusters Score: Raw -86691.851350 + Penalty 3169.559371 = -83522.291980 nChanged 8 SP:Iteration 15Q (8380.160000 sec): 3 clusters Score: Raw -86778.133790 + Penalty 3169.559371 = -83608.574419 nChanged 3 SP:Iteration 16Q (8380.310000 sec): 3 clusters Score: Raw -86813.686027 + Penalty 3169.559371 = -83644.126656 nChanged 2 SP:Iteration 17Q (8380.450000 sec): 3 clusters Score: Raw -86831.964219 + Penalty 3169.559371 = -83662.404848 nChanged 1 SP:Iteration 18Q (8380.640000 sec): 3 clusters Score: Raw -86856.316563 + Penalty 3169.559371 = -83686.757192 nChanged 3 SP:Iteration 19Q (8380.800000 sec): 3 clusters Score: Raw -86887.051859 + Penalty 3169.559371 = -83717.492488 nChanged 0 SP:Iteration 20F (8381.010000 sec): 3 clusters Score: Raw -86937.785842 + Penalty 3169.559371 = -83768.226471 nChanged 5 SP:Iteration 21Q (8381.190000 sec): 3 clusters Score: Raw -87143.144311 + Penalty 3169.559371 = -83973.584940 nChanged 1 SP:Iteration 22Q (8381.410000 sec): 3 clusters Score: Raw -87145.254419 + Penalty 3169.559371 = -83975.695048 nChanged 0 SP:Iteration 23F (8381.590000 sec): 3 clusters Score: Raw -87145.254419 + Penalty 3169.559371 = -83975.695048 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 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8381.670000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8381.880000 sec): 3 clusters Score: Raw -142275.285101 + Penalty 3415.212796 = -138860.072304 nChanged 239 SP:Iteration 1F (8382.050000 sec): 3 clusters Score: Raw -142594.587824 + Penalty 3415.212796 = -139179.375027 nChanged 67 SP:Iteration 2F (8382.230000 sec): 3 clusters Score: Raw -142730.352885 + Penalty 3415.212796 = -139315.140089 nChanged 58 SP:Iteration 3F (8382.430000 sec): 3 clusters Score: Raw -142846.517552 + Penalty 3415.212796 = -139431.304756 nChanged 41 SP:Iteration 4Q (8382.590000 sec): 3 clusters Score: Raw -142931.730433 + Penalty 3415.212796 = -139516.517637 nChanged 49 SP:Iteration 5F (8382.750000 sec): 3 clusters Score: Raw -143034.326420 + Penalty 3415.212796 = -139619.113624 nChanged 50 SP:Iteration 6F (8382.950000 sec): 3 clusters Score: Raw -143171.650817 + Penalty 3415.212796 = -139756.438021 nChanged 37 SP:Iteration 7Q (8383.090000 sec): 3 clusters Score: Raw -143284.767819 + Penalty 3415.212796 = -139869.555023 nChanged 44 SP:Iteration 8Q (8383.270000 sec): 3 clusters Score: Raw -143433.532387 + Penalty 3415.212796 = -140018.319590 nChanged 36 SP:Iteration 9Q (8383.480000 sec): 3 clusters Score: Raw -143538.784752 + Penalty 3415.212796 = -140123.571955 nChanged 36 SP:Iteration 10Q (8383.660000 sec): 3 clusters Score: Raw -143645.358281 + Penalty 3415.212796 = -140230.145484 nChanged 28 SP:Iteration 11Q (8383.870000 sec): 3 clusters Score: Raw -143718.014323 + Penalty 3415.212796 = -140302.801527 nChanged 25 SP:Iteration 12Q (8384.050000 sec): 3 clusters Score: Raw -143785.993644 + Penalty 3415.212796 = -140370.780847 nChanged 19 SP:Iteration 13Q (8384.200000 sec): 3 clusters Score: Raw -143830.715848 + Penalty 3415.212796 = -140415.503052 nChanged 18 SP:Iteration 14Q (8384.420000 sec): 3 clusters Score: Raw -143872.281531 + Penalty 3415.212796 = -140457.068735 nChanged 15 SP:Iteration 15Q (8384.600000 sec): 3 clusters Score: Raw -143922.926749 + Penalty 3415.212796 = -140507.713952 nChanged 17 SP:Iteration 16Q (8384.820000 sec): 3 clusters Score: Raw -143993.266210 + Penalty 3415.212796 = -140578.053414 nChanged 16 SP:Iteration 17Q (8385.020000 sec): 3 clusters Score: Raw -144058.187964 + Penalty 3415.212796 = -140642.975167 nChanged 7 SP:Iteration 18Q (8385.180000 sec): 3 clusters Score: Raw -144084.931164 + Penalty 3415.212796 = -140669.718368 nChanged 5 SP:Iteration 19Q (8385.340000 sec): 3 clusters Score: Raw -144097.333613 + Penalty 3415.212796 = -140682.120817 nChanged 2 SP:Iteration 20F (8385.510000 sec): 3 clusters Score: Raw -144101.271068 + Penalty 3415.212796 = -140686.058272 nChanged 1 SP:Iteration 21Q (8385.720000 sec): 3 clusters Score: Raw -144102.879837 + Penalty 3415.212796 = -140687.667041 nChanged 0 SP:Iteration 22F (8385.920000 sec): 3 clusters Score: Raw -144102.879837 + Penalty 3415.212796 = -140687.667041 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8386.010000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8386.190000 sec): 3 clusters Score: Raw -45083.276049 + Penalty 2785.918464 = -42297.357585 nChanged 32 SP:Iteration 1F (8386.370000 sec): 3 clusters Score: Raw -45215.952887 + Penalty 2785.918464 = -42430.034423 nChanged 10 SP:Iteration 2Q (8386.520000 sec): 3 clusters Score: Raw -45317.977245 + Penalty 2785.918464 = -42532.058780 nChanged 7 SP:Iteration 3Q (8386.710000 sec): 3 clusters Score: Raw -45445.092386 + Penalty 2785.918464 = -42659.173922 nChanged 7 SP:Iteration 4Q (8386.880000 sec): 3 clusters Score: Raw -45468.268158 + Penalty 2785.918464 = -42682.349694 nChanged 1 SP:Iteration 5Q (8387.060000 sec): 3 clusters Score: Raw -45474.869424 + Penalty 2785.918464 = -42688.950960 nChanged 1 SP:Iteration 6Q (8387.210000 sec): 3 clusters Score: Raw -45481.057029 + Penalty 2785.918464 = -42695.138564 nChanged 2 SP:Iteration 7Q (8387.350000 sec): 3 clusters Score: Raw -45488.987255 + Penalty 2785.918464 = -42703.068790 nChanged 0 SP:Iteration 8F (8387.520000 sec): 3 clusters Score: Raw -45488.987255 + Penalty 2785.918464 = -42703.068790 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8387.620000 sec): 2 clusters Score: Raw -25045.515617 + Penalty 1264.766874 = -23780.748743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8387.780000 sec): 3 clusters Score: Raw -25317.378892 + Penalty 2529.533748 = -22787.845143 nChanged 13 SP:Iteration 1F (8387.970000 sec): 3 clusters Score: Raw -25457.580722 + Penalty 2529.533748 = -22928.046974 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8388.110000 sec): 2 clusters Score: Raw -389381.831105 + Penalty 1937.570139 = -387444.260966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8388.270000 sec): 3 clusters Score: Raw -388390.364267 + Penalty 3875.140278 = -384515.223989 nChanged 850 SP:Iteration 1F (8388.470000 sec): 3 clusters Score: Raw -388981.160338 + Penalty 3875.140278 = -385106.020060 nChanged 181 SP:Iteration 2F (8388.660000 sec): 3 clusters Score: Raw -389142.888511 + Penalty 3875.140278 = -385267.748233 nChanged 118 SP:Iteration 3Q (8388.860000 sec): 3 clusters Score: Raw -389269.830344 + Penalty 3875.140278 = -385394.690066 nChanged 109 SP:Iteration 4Q (8389.010000 sec): 3 clusters Score: Raw -389395.779856 + Penalty 3875.140278 = -385520.639578 nChanged 105 SP:Iteration 5Q (8389.200000 sec): 3 clusters Score: Raw -389496.634391 + Penalty 3875.140278 = -385621.494113 nChanged 99 SP:Iteration 6Q (8389.370000 sec): 3 clusters Score: Raw -389582.266959 + Penalty 3875.140278 = -385707.126681 nChanged 75 SP:Iteration 7Q (8389.560000 sec): 3 clusters Score: Raw -389642.692088 + Penalty 3875.140278 = -385767.551810 nChanged 67 SP:Iteration 8Q (8389.760000 sec): 3 clusters Score: Raw -389694.392825 + Penalty 3875.140278 = -385819.252547 nChanged 51 SP:Iteration 9Q (8389.950000 sec): 3 clusters Score: Raw -389733.814096 + Penalty 3875.140278 = -385858.673818 nChanged 49 SP:Iteration 10Q (8390.140000 sec): 3 clusters Score: Raw -389776.301133 + Penalty 3875.140278 = -385901.160855 nChanged 39 SP:Iteration 11Q (8390.330000 sec): 3 clusters Score: Raw -389805.653691 + Penalty 3875.140278 = -385930.513413 nChanged 33 SP:Iteration 12Q (8390.520000 sec): 3 clusters Score: Raw -389825.310206 + Penalty 3875.140278 = -385950.169928 nChanged 21 SP:Iteration 13Q (8390.740000 sec): 3 clusters Score: Raw -389838.614157 + Penalty 3875.140278 = -385963.473879 nChanged 19 SP:Iteration 14Q (8390.930000 sec): 3 clusters Score: Raw -389850.210113 + Penalty 3875.140278 = -385975.069835 nChanged 14 SP:Iteration 15Q (8391.130000 sec): 3 clusters Score: Raw -389859.088665 + Penalty 3875.140278 = -385983.948387 nChanged 18 SP:Iteration 16Q (8391.310000 sec): 3 clusters Score: Raw -389870.892208 + Penalty 3875.140278 = -385995.751930 nChanged 16 SP:Iteration 17Q (8391.490000 sec): 3 clusters Score: Raw -389880.200272 + Penalty 3875.140278 = -386005.059994 nChanged 10 SP:Iteration 18Q (8391.700000 sec): 3 clusters Score: Raw -389886.231346 + Penalty 3875.140278 = -386011.091068 nChanged 11 SP:Iteration 19Q (8391.870000 sec): 3 clusters Score: Raw -389891.430367 + Penalty 3875.140278 = -386016.290089 nChanged 6 SP:Iteration 20F (8392.050000 sec): 3 clusters Score: Raw -389894.951446 + Penalty 3875.140278 = -386019.811168 nChanged 7 SP:Iteration 21Q (8392.230000 sec): 3 clusters Score: Raw -389898.242476 + Penalty 3875.140278 = -386023.102198 nChanged 3 SP:Iteration 22Q (8392.410000 sec): 3 clusters Score: Raw -389900.199112 + Penalty 3875.140278 = -386025.058834 nChanged 2 SP:Iteration 23Q (8392.610000 sec): 3 clusters Score: Raw -389901.425806 + Penalty 3875.140278 = -386026.285528 nChanged 1 SP:Iteration 24Q (8392.800000 sec): 3 clusters Score: Raw -389901.761169 + Penalty 3875.140278 = -386026.620891 nChanged 0 SP:Iteration 25F (8392.990000 sec): 3 clusters Score: Raw -389901.761169 + Penalty 3875.140278 = -386026.620891 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8393.060000 sec): 2 clusters Score: Raw -14209.450369 + Penalty 1185.222626 = -13024.227742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8393.220000 sec): 3 clusters Score: Raw -14570.063951 + Penalty 2370.445253 = -12199.618698 nChanged 4 SP:Iteration 1Q (8393.430000 sec): 3 clusters Score: Raw -14613.088033 + Penalty 2370.445253 = -12242.642781 nChanged 1 SP:Iteration 2Q (8393.580000 sec): 3 clusters Score: Raw -14628.072619 + Penalty 2370.445253 = -12257.627366 nChanged 1 SP:Iteration 3Q (8393.730000 sec): 3 clusters Score: Raw -14648.321164 + Penalty 2370.445253 = -12277.875912 nChanged 0 SP:Iteration 4F (8393.910000 sec): 3 clusters Score: Raw -14648.321164 + Penalty 2370.445253 = -12277.875912 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8393.990000 sec): 2 clusters Score: Raw -35113.643390 + Penalty 1394.756342 = -33718.887048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8394.210000 sec): 3 clusters Score: Raw -35264.570237 + Penalty 2789.512683 = -32475.057554 nChanged 37 SP:Iteration 1F (8394.330000 sec): 3 clusters Score: Raw -35485.805437 + Penalty 2789.512683 = -32696.292754 nChanged 16 SP:Iteration 2F (8394.530000 sec): 3 clusters Score: Raw -35608.798342 + Penalty 2789.512683 = -32819.285658 nChanged 13 SP:Iteration 3Q (8394.690000 sec): 3 clusters Score: Raw -35739.973851 + Penalty 2789.512683 = -32950.461168 nChanged 9 SP:Iteration 4Q (8394.880000 sec): 3 clusters Score: Raw -35807.189251 + Penalty 2789.512683 = -33017.676568 nChanged 10 SP:Iteration 5Q (8395.060000 sec): 3 clusters Score: Raw -35883.199671 + Penalty 2789.512683 = -33093.686988 nChanged 6 SP:Iteration 6Q (8395.210000 sec): 3 clusters Score: Raw -35950.481755 + Penalty 2789.512683 = -33160.969072 nChanged 5 SP:Iteration 7Q (8395.390000 sec): 3 clusters Score: Raw -35981.754235 + Penalty 2789.512683 = -33192.241552 nChanged 3 SP:Iteration 8Q (8395.590000 sec): 3 clusters Score: Raw -36001.943928 + Penalty 2789.512683 = -33212.431245 nChanged 1 SP:Iteration 9Q (8395.770000 sec): 3 clusters Score: Raw -36010.960838 + Penalty 2789.512683 = -33221.448155 nChanged 3 SP:Iteration 10Q (8395.950000 sec): 3 clusters Score: Raw -36043.108167 + Penalty 2789.512683 = -33253.595484 nChanged 3 SP:Iteration 11Q (8396.100000 sec): 3 clusters Score: Raw -36098.667630 + Penalty 2789.512683 = -33309.154947 nChanged 4 SP:Iteration 12Q (8396.290000 sec): 3 clusters Score: Raw -36209.495602 + Penalty 2789.512683 = -33419.982919 nChanged 3 SP:Iteration 13Q (8396.490000 sec): 3 clusters Score: Raw -36263.503867 + Penalty 2789.512683 = -33473.991184 nChanged 1 SP:Iteration 14Q (8396.670000 sec): 3 clusters Score: Raw -36296.621660 + Penalty 2789.512683 = -33507.108977 nChanged 1 SP:Iteration 15Q (8396.820000 sec): 3 clusters Score: Raw -36299.627002 + Penalty 2789.512683 = -33510.114319 nChanged 1 SP:Iteration 16Q (8397.010000 sec): 3 clusters Score: Raw -36307.493009 + Penalty 2789.512683 = -33517.980326 nChanged 2 SP:Iteration 17Q (8397.140000 sec): 3 clusters Score: Raw -36323.915144 + Penalty 2789.512683 = -33534.402461 nChanged 1 SP:Iteration 18Q (8397.360000 sec): 3 clusters Score: Raw -36328.525448 + Penalty 2789.512683 = -33539.012765 nChanged 0 SP:Iteration 19F (8397.520000 sec): 3 clusters Score: Raw -36328.525448 + Penalty 2789.512683 = -33539.012765 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8397.600000 sec): 2 clusters Score: Raw -39158.071869 + Penalty 1380.001061 = -37778.070808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8397.760000 sec): 3 clusters Score: Raw -39344.964570 + Penalty 2760.002122 = -36584.962448 nChanged 31 SP:Iteration 1F (8397.920000 sec): 3 clusters Score: Raw -39434.270260 + Penalty 2760.002122 = -36674.268138 nChanged 7 SP:Iteration 2Q (8398.100000 sec): 3 clusters Score: Raw -39464.337942 + Penalty 2760.002122 = -36704.335820 nChanged 3 SP:Iteration 3Q (8398.320000 sec): 3 clusters Score: Raw -39475.825629 + Penalty 2760.002122 = -36715.823507 nChanged 1 SP:Iteration 4Q (8398.470000 sec): 3 clusters Score: Raw -39477.746361 + Penalty 2760.002122 = -36717.744239 nChanged 0 SP:Iteration 5F (8398.640000 sec): 3 clusters Score: Raw -39477.746361 + Penalty 2760.002122 = -36717.744239 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8398.740000 sec): 2 clusters Score: Raw -98043.438003 + Penalty 1621.458676 = -96421.979326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8398.940000 sec): 3 clusters Score: Raw -97992.417260 + Penalty 3242.917353 = -94749.499907 nChanged 154 SP:Iteration 1F (8399.100000 sec): 3 clusters Score: Raw -98291.266970 + Penalty 3242.917353 = -95048.349617 nChanged 48 SP:Iteration 2F (8399.270000 sec): 3 clusters Score: Raw -98404.401856 + Penalty 3242.917353 = -95161.484503 nChanged 26 SP:Iteration 3Q (8399.470000 sec): 3 clusters Score: Raw -98460.506688 + Penalty 3242.917353 = -95217.589336 nChanged 15 SP:Iteration 4Q (8399.640000 sec): 3 clusters Score: Raw -98505.491507 + Penalty 3242.917353 = -95262.574154 nChanged 22 SP:Iteration 5Q (8399.820000 sec): 3 clusters Score: Raw -98577.606760 + Penalty 3242.917353 = -95334.689408 nChanged 32 SP:Iteration 6Q (8400.010000 sec): 3 clusters Score: Raw -98685.065232 + Penalty 3242.917353 = -95442.147880 nChanged 32 SP:Iteration 7Q (8400.220000 sec): 3 clusters Score: Raw -98772.310858 + Penalty 3242.917353 = -95529.393506 nChanged 25 SP:Iteration 8Q (8400.350000 sec): 3 clusters Score: Raw -98866.343488 + Penalty 3242.917353 = -95623.426136 nChanged 29 SP:Iteration 9Q (8400.560000 sec): 3 clusters Score: Raw -98964.987817 + Penalty 3242.917353 = -95722.070464 nChanged 33 SP:Iteration 10Q (8400.710000 sec): 3 clusters Score: Raw -99077.501566 + Penalty 3242.917353 = -95834.584214 nChanged 26 SP:Iteration 11Q (8400.920000 sec): 3 clusters Score: Raw -99173.557377 + Penalty 3242.917353 = -95930.640024 nChanged 15 SP:Iteration 12Q (8401.100000 sec): 3 clusters Score: Raw -99256.469803 + Penalty 3242.917353 = -96013.552450 nChanged 15 SP:Iteration 13Q (8401.280000 sec): 3 clusters Score: Raw -99366.981322 + Penalty 3242.917353 = -96124.063970 nChanged 10 SP:Iteration 14Q (8401.500000 sec): 3 clusters Score: Raw -99418.869973 + Penalty 3242.917353 = -96175.952621 nChanged 8 SP:Iteration 15Q (8401.660000 sec): 3 clusters Score: Raw -99458.323901 + Penalty 3242.917353 = -96215.406549 nChanged 11 SP:Iteration 16Q (8401.820000 sec): 3 clusters Score: Raw -99533.940824 + Penalty 3242.917353 = -96291.023471 nChanged 12 SP:Iteration 17Q (8402.010000 sec): 3 clusters Score: Raw -99594.110105 + Penalty 3242.917353 = -96351.192752 nChanged 8 SP:Iteration 18Q (8402.190000 sec): 3 clusters Score: Raw -99642.204180 + Penalty 3242.917353 = -96399.286827 nChanged 6 SP:Iteration 19Q (8402.370000 sec): 3 clusters Score: Raw -99684.253042 + Penalty 3242.917353 = -96441.335689 nChanged 3 SP:Iteration 20F (8402.550000 sec): 3 clusters Score: Raw -99744.560805 + Penalty 3242.917353 = -96501.643452 nChanged 5 SP:Iteration 21Q (8402.710000 sec): 3 clusters Score: Raw -99855.140783 + Penalty 3242.917353 = -96612.223430 nChanged 6 SP:Iteration 22Q (8402.900000 sec): 3 clusters Score: Raw -99930.011035 + Penalty 3242.917353 = -96687.093682 nChanged 0 SP:Iteration 23F (8403.070000 sec): 3 clusters Score: Raw -99930.011035 + Penalty 3242.917353 = -96687.093682 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 6.32 GB. Trying to split cluster 52 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8403.150000 sec): 2 clusters Score: Raw -50879.610230 + Penalty 1450.632545 = -49428.977685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8403.360000 sec): 3 clusters Score: Raw -51034.382021 + Penalty 2901.265091 = -48133.116930 nChanged 51 SP:Iteration 1F (8403.510000 sec): 3 clusters Score: Raw -51194.182549 + Penalty 2901.265091 = -48292.917458 nChanged 16 SP:Iteration 2Q (8403.670000 sec): 3 clusters Score: Raw -51274.220296 + Penalty 2901.265091 = -48372.955205 nChanged 7 SP:Iteration 3Q (8403.890000 sec): 3 clusters Score: Raw -51311.787832 + Penalty 2901.265091 = -48410.522741 nChanged 6 SP:Iteration 4Q (8404.060000 sec): 3 clusters Score: Raw -51351.606226 + Penalty 2901.265091 = -48450.341135 nChanged 5 SP:Iteration 5Q (8404.250000 sec): 3 clusters Score: Raw -51373.693223 + Penalty 2901.265091 = -48472.428132 nChanged 4 SP:Iteration 6Q (8404.440000 sec): 3 clusters Score: Raw -51396.557856 + Penalty 2901.265091 = -48495.292766 nChanged 7 SP:Iteration 7Q (8404.650000 sec): 3 clusters Score: Raw -51462.699116 + Penalty 2901.265091 = -48561.434026 nChanged 12 SP:Iteration 8Q (8404.810000 sec): 3 clusters Score: Raw -51538.741379 + Penalty 2901.265091 = -48637.476288 nChanged 7 SP:Iteration 9Q (8405.030000 sec): 3 clusters Score: Raw -51578.276056 + Penalty 2901.265091 = -48677.010965 nChanged 4 SP:Iteration 10Q (8405.180000 sec): 3 clusters Score: Raw -51607.508264 + Penalty 2901.265091 = -48706.243173 nChanged 5 SP:Iteration 11Q (8405.370000 sec): 3 clusters Score: Raw -51663.098637 + Penalty 2901.265091 = -48761.833546 nChanged 4 SP:Iteration 12Q (8405.550000 sec): 3 clusters Score: Raw -51695.947664 + Penalty 2901.265091 = -48794.682573 nChanged 4 SP:Iteration 13Q (8405.680000 sec): 3 clusters Score: Raw -51738.053718 + Penalty 2901.265091 = -48836.788627 nChanged 7 SP:Iteration 14Q (8405.870000 sec): 3 clusters Score: Raw -51825.754781 + Penalty 2901.265091 = -48924.489690 nChanged 5 SP:Iteration 15Q (8406.040000 sec): 3 clusters Score: Raw -51879.665265 + Penalty 2901.265091 = -48978.400174 nChanged 4 SP:Iteration 16Q (8406.240000 sec): 3 clusters Score: Raw -51892.028271 + Penalty 2901.265091 = -48990.763180 nChanged 1 SP:Iteration 17Q (8406.380000 sec): 3 clusters Score: Raw -51895.604988 + Penalty 2901.265091 = -48994.339898 nChanged 0 SP:Iteration 18F (8406.580000 sec): 3 clusters Score: Raw -51895.604988 + Penalty 2901.265091 = -48994.339898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8406.690000 sec): 2 clusters Score: Raw -36736.647564 + Penalty 1351.857536 = -35384.790027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8406.860000 sec): 3 clusters Score: Raw -36929.278117 + Penalty 2703.715073 = -34225.563044 nChanged 24 SP:Iteration 1F (8407.010000 sec): 3 clusters Score: Raw -37026.039550 + Penalty 2703.715073 = -34322.324477 nChanged 7 SP:Iteration 2Q (8407.200000 sec): 3 clusters Score: Raw -37056.456181 + Penalty 2703.715073 = -34352.741108 nChanged 0 SP:Iteration 3F (8407.380000 sec): 3 clusters Score: Raw -37056.456181 + Penalty 2703.715073 = -34352.741108 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8407.450000 sec): 2 clusters Score: Raw -14343.812407 + Penalty 1144.549888 = -13199.262519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8407.660000 sec): 3 clusters Score: Raw -14770.383380 + Penalty 2289.099776 = -12481.283603 nChanged 4 SP:Iteration 1Q (8407.820000 sec): 3 clusters Score: Raw -14812.728146 + Penalty 2289.099776 = -12523.628369 nChanged 0 SP:Iteration 2F (8408.030000 sec): 3 clusters Score: Raw -14812.728146 + Penalty 2289.099776 = -12523.628369 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8408.080000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8408.270000 sec): 3 clusters Score: Raw -66310.950974 + Penalty 3046.450553 = -63264.500421 nChanged 71 SP:Iteration 1F (8408.460000 sec): 3 clusters Score: Raw -66480.383444 + Penalty 3046.450553 = -63433.932890 nChanged 23 SP:Iteration 2Q (8408.650000 sec): 3 clusters Score: Raw -66535.217025 + Penalty 3046.450553 = -63488.766472 nChanged 10 SP:Iteration 3Q (8408.810000 sec): 3 clusters Score: Raw -66554.477348 + Penalty 3046.450553 = -63508.026795 nChanged 4 SP:Iteration 4Q (8409.040000 sec): 3 clusters Score: Raw -66565.219024 + Penalty 3046.450553 = -63518.768471 nChanged 5 SP:Iteration 5Q (8409.220000 sec): 3 clusters Score: Raw -66580.178390 + Penalty 3046.450553 = -63533.727837 nChanged 3 SP:Iteration 6Q (8409.400000 sec): 3 clusters Score: Raw -66592.776456 + Penalty 3046.450553 = -63546.325903 nChanged 5 SP:Iteration 7Q (8409.560000 sec): 3 clusters Score: Raw -66624.906719 + Penalty 3046.450553 = -63578.456166 nChanged 8 SP:Iteration 8Q (8409.720000 sec): 3 clusters Score: Raw -66672.965638 + Penalty 3046.450553 = -63626.515085 nChanged 12 SP:Iteration 9Q (8409.870000 sec): 3 clusters Score: Raw -66733.955549 + Penalty 3046.450553 = -63687.504996 nChanged 10 SP:Iteration 10Q (8410.060000 sec): 3 clusters Score: Raw -66763.645714 + Penalty 3046.450553 = -63717.195161 nChanged 8 SP:Iteration 11Q (8410.190000 sec): 3 clusters Score: Raw -66842.290640 + Penalty 3046.450553 = -63795.840086 nChanged 14 SP:Iteration 12Q (8410.370000 sec): 3 clusters Score: Raw -66934.101187 + Penalty 3046.450553 = -63887.650634 nChanged 11 SP:Iteration 13Q (8410.530000 sec): 3 clusters Score: Raw -66973.732388 + Penalty 3046.450553 = -63927.281835 nChanged 12 SP:Iteration 14Q (8410.710000 sec): 3 clusters Score: Raw -67128.034220 + Penalty 3046.450553 = -64081.583666 nChanged 17 SP:Iteration 15Q (8410.890000 sec): 3 clusters Score: Raw -67243.602501 + Penalty 3046.450553 = -64197.151948 nChanged 17 SP:Iteration 16Q (8411.050000 sec): 3 clusters Score: Raw -67393.927542 + Penalty 3046.450553 = -64347.476989 nChanged 7 SP:Iteration 17Q (8411.220000 sec): 3 clusters Score: Raw -67451.592890 + Penalty 3046.450553 = -64405.142337 nChanged 10 SP:Iteration 18Q (8411.400000 sec): 3 clusters Score: Raw -67526.140123 + Penalty 3046.450553 = -64479.689570 nChanged 6 SP:Iteration 19Q (8411.580000 sec): 3 clusters Score: Raw -67568.390706 + Penalty 3046.450553 = -64521.940152 nChanged 5 SP:Iteration 20F (8411.770000 sec): 3 clusters Score: Raw -67592.026286 + Penalty 3046.450553 = -64545.575732 nChanged 1 SP:Iteration 21Q (8411.930000 sec): 3 clusters Score: Raw -67616.628093 + Penalty 3046.450553 = -64570.177540 nChanged 0 SP:Iteration 22F (8412.120000 sec): 3 clusters Score: Raw -67616.628093 + Penalty 3046.450553 = -64570.177540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8412.190000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8412.370000 sec): 3 clusters Score: Raw -24558.803605 + Penalty 2553.157260 = -22005.646344 nChanged 8 SP:Iteration 1Q (8412.580000 sec): 3 clusters Score: Raw -24604.354132 + Penalty 2553.157260 = -22051.196872 nChanged 0 SP:Iteration 2F (8412.760000 sec): 3 clusters Score: Raw -24604.354132 + Penalty 2553.157260 = -22051.196872 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8412.840000 sec): 2 clusters Score: Raw -23435.652354 + Penalty 1234.229968 = -22201.422385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8413.000000 sec): 3 clusters Score: Raw -23830.300964 + Penalty 2468.459936 = -21361.841027 nChanged 14 SP:Iteration 1F (8413.170000 sec): 3 clusters Score: Raw -23922.606488 + Penalty 2468.459936 = -21454.146552 nChanged 4 SP:Iteration 2Q (8413.360000 sec): 3 clusters Score: Raw -23959.161514 + Penalty 2468.459936 = -21490.701577 nChanged 1 SP:Iteration 3Q (8413.530000 sec): 3 clusters Score: Raw -23986.718897 + Penalty 2468.459936 = -21518.258961 nChanged 1 SP:Iteration 4Q (8413.730000 sec): 3 clusters Score: Raw -23995.317694 + Penalty 2468.459936 = -21526.857758 nChanged 0 SP:Iteration 5F (8413.930000 sec): 3 clusters Score: Raw -23995.317694 + Penalty 2468.459936 = -21526.857758 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (142238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8414.620000 sec): 2 clusters Score: Raw -22639768.127826 + Penalty 2942.583733 = -22636825.544092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8415.460000 sec): 3 clusters Score: Raw -22547218.016104 + Penalty 5885.167467 = -22541332.848637 nChanged 67768 SP:Iteration 1F (8416.320000 sec): 3 clusters Score: Raw -22586491.031912 + Penalty 5885.167467 = -22580605.864445 nChanged 4494 SP:Iteration 2Q (8417.170000 sec): 3 clusters Score: Raw -22587662.214662 + Penalty 5885.167467 = -22581777.047195 nChanged 5519 SP:Iteration 3Q (8418.060000 sec): 3 clusters Score: Raw -22589520.567890 + Penalty 5885.167467 = -22583635.400423 nChanged 6989 SP:Iteration 4Q (8418.960000 sec): 3 clusters Score: Raw -22592635.668552 + Penalty 5885.167467 = -22586750.501085 nChanged 8958 SP:Iteration 5F (8419.910000 sec): 3 clusters Score: Raw -22597754.614443 + Penalty 5885.167467 = -22591869.446976 nChanged 10527 SP:Iteration 6F (8420.840000 sec): 3 clusters Score: Raw -22604957.393831 + Penalty 5885.167467 = -22599072.226364 nChanged 11004 SP:Iteration 7F (8421.840000 sec): 3 clusters Score: Raw -22613492.982751 + Penalty 5885.167467 = -22607607.815284 nChanged 9961 SP:Iteration 8F (8422.750000 sec): 3 clusters Score: Raw -22621721.415574 + Penalty 5885.167467 = -22615836.248107 nChanged 7864 SP:Iteration 9F (8423.640000 sec): 3 clusters Score: Raw -22628506.825144 + Penalty 5885.167467 = -22622621.657677 nChanged 5601 SP:Iteration 10Q (8424.660000 sec): 3 clusters Score: Raw -22633515.795199 + Penalty 5885.167467 = -22627630.627732 nChanged 3510 SP:Iteration 11Q (8425.550000 sec): 3 clusters Score: Raw -22636698.716864 + Penalty 5885.167467 = -22630813.549397 nChanged 1937 SP:Iteration 12Q (8426.360000 sec): 3 clusters Score: Raw -22638457.555258 + Penalty 5885.167467 = -22632572.387791 nChanged 904 SP:Iteration 13Q (8427.180000 sec): 3 clusters Score: Raw -22639219.658913 + Penalty 5885.167467 = -22633334.491446 nChanged 474 SP:Iteration 14Q (8428.000000 sec): 3 clusters Score: Raw -22639587.881199 + Penalty 5885.167467 = -22633702.713732 nChanged 291 SP:Iteration 15Q (8428.770000 sec): 3 clusters Score: Raw -22639772.946876 + Penalty 5885.167467 = -22633887.779409 nChanged 187 SP:Iteration 16Q (8429.560000 sec): 3 clusters Score: Raw -22639902.558958 + Penalty 5885.167467 = -22634017.391491 nChanged 143 SP:Iteration 17Q (8430.320000 sec): 3 clusters Score: Raw -22639992.117727 + Penalty 5885.167467 = -22634106.950260 nChanged 108 SP:Iteration 18Q (8431.150000 sec): 3 clusters Score: Raw -22640058.485917 + Penalty 5885.167467 = -22634173.318450 nChanged 77 SP:Iteration 19Q (8432.040000 sec): 3 clusters Score: Raw -22640107.991575 + Penalty 5885.167467 = -22634222.824108 nChanged 63 SP:Iteration 20F (8433.010000 sec): 3 clusters Score: Raw -22640145.064570 + Penalty 5885.167467 = -22634259.897103 nChanged 44 SP:Iteration 21Q (8433.810000 sec): 3 clusters Score: Raw -22640169.426379 + Penalty 5885.167467 = -22634284.258912 nChanged 27 SP:Iteration 22Q (8434.670000 sec): 3 clusters Score: Raw -22640184.581106 + Penalty 5885.167467 = -22634299.413639 nChanged 22 SP:Iteration 23Q (8435.420000 sec): 3 clusters Score: Raw -22640196.770865 + Penalty 5885.167467 = -22634311.603398 nChanged 18 SP:Iteration 24Q (8436.290000 sec): 3 clusters Score: Raw -22640205.997243 + Penalty 5885.167467 = -22634320.829776 nChanged 16 SP:Iteration 25Q (8437.200000 sec): 3 clusters Score: Raw -22640214.240038 + Penalty 5885.167467 = -22634329.072571 nChanged 16 SP:Iteration 26Q (8437.990000 sec): 3 clusters Score: Raw -22640221.505106 + Penalty 5885.167467 = -22634336.337639 nChanged 9 SP:Iteration 27Q (8438.830000 sec): 3 clusters Score: Raw -22640225.161380 + Penalty 5885.167467 = -22634339.993913 nChanged 5 SP:Iteration 28Q (8439.620000 sec): 3 clusters Score: Raw -22640226.471635 + Penalty 5885.167467 = -22634341.304168 nChanged 0 SP:Iteration 29F (8440.490000 sec): 3 clusters Score: Raw -22640226.471635 + Penalty 5885.167467 = -22634341.304168 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8440.650000 sec): 2 clusters Score: Raw -32652.884172 + Penalty 1329.600457 = -31323.283714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8440.840000 sec): 3 clusters Score: Raw -32877.813788 + Penalty 2659.200914 = -30218.612874 nChanged 15 SP:Iteration 1F (8440.980000 sec): 3 clusters Score: Raw -32977.185969 + Penalty 2659.200914 = -30317.985055 nChanged 6 SP:Iteration 2Q (8441.170000 sec): 3 clusters Score: Raw -33012.390833 + Penalty 2659.200914 = -30353.189918 nChanged 2 SP:Iteration 3Q (8441.320000 sec): 3 clusters Score: Raw -33032.820780 + Penalty 2659.200914 = -30373.619865 nChanged 0 SP:Iteration 4F (8441.490000 sec): 3 clusters Score: Raw -33032.820780 + Penalty 2659.200914 = -30373.619865 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8441.600000 sec): 2 clusters Score: Raw -29027.890712 + Penalty 1353.977208 = -27673.913504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8441.780000 sec): 3 clusters Score: Raw -29374.042927 + Penalty 2707.954415 = -26666.088512 nChanged 30 SP:Iteration 1F (8441.950000 sec): 3 clusters Score: Raw -29694.725001 + Penalty 2707.954415 = -26986.770586 nChanged 28 SP:Iteration 2F (8442.090000 sec): 3 clusters Score: Raw -30130.672741 + Penalty 2707.954415 = -27422.718326 nChanged 18 SP:Iteration 3F (8442.260000 sec): 3 clusters Score: Raw -30422.916137 + Penalty 2707.954415 = -27714.961722 nChanged 10 SP:Iteration 4Q (8442.440000 sec): 3 clusters Score: Raw -30743.002486 + Penalty 2707.954415 = -28035.048071 nChanged 3 SP:Iteration 5Q (8442.620000 sec): 3 clusters Score: Raw -30818.919632 + Penalty 2707.954415 = -28110.965217 nChanged 3 SP:Iteration 6Q (8442.800000 sec): 3 clusters Score: Raw -30885.514061 + Penalty 2707.954415 = -28177.559646 nChanged 3 SP:Iteration 7Q (8443.000000 sec): 3 clusters Score: Raw -31000.775015 + Penalty 2707.954415 = -28292.820600 nChanged 3 SP:Iteration 8Q (8443.180000 sec): 3 clusters Score: Raw -31125.013840 + Penalty 2707.954415 = -28417.059425 nChanged 1 SP:Iteration 9Q (8443.390000 sec): 3 clusters Score: Raw -31154.067515 + Penalty 2707.954415 = -28446.113100 nChanged 1 SP:Iteration 10Q (8443.580000 sec): 3 clusters Score: Raw -31169.700376 + Penalty 2707.954415 = -28461.745961 nChanged 0 SP:Iteration 11F (8443.760000 sec): 3 clusters Score: Raw -31169.700376 + Penalty 2707.954415 = -28461.745961 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 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8443.860000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8444.030000 sec): 3 clusters Score: Raw -45355.552959 + Penalty 2850.116783 = -42505.436176 nChanged 50 SP:Iteration 1F (8444.190000 sec): 3 clusters Score: Raw -45574.540095 + Penalty 2850.116783 = -42724.423313 nChanged 17 SP:Iteration 2F (8444.370000 sec): 3 clusters Score: Raw -45645.248566 + Penalty 2850.116783 = -42795.131783 nChanged 6 SP:Iteration 3Q (8444.520000 sec): 3 clusters Score: Raw -45665.431636 + Penalty 2850.116783 = -42815.314854 nChanged 4 SP:Iteration 4Q (8444.680000 sec): 3 clusters Score: Raw -45680.087495 + Penalty 2850.116783 = -42829.970712 nChanged 2 SP:Iteration 5Q (8444.870000 sec): 3 clusters Score: Raw -45686.088128 + Penalty 2850.116783 = -42835.971346 nChanged 1 SP:Iteration 6Q (8445.060000 sec): 3 clusters Score: Raw -45692.374898 + Penalty 2850.116783 = -42842.258115 nChanged 1 SP:Iteration 7Q (8445.230000 sec): 3 clusters Score: Raw -45695.282736 + Penalty 2850.116783 = -42845.165954 nChanged 1 SP:Iteration 8Q (8445.420000 sec): 3 clusters Score: Raw -45699.527753 + Penalty 2850.116783 = -42849.410970 nChanged 0 SP:Iteration 9F (8445.580000 sec): 3 clusters Score: Raw -45699.527753 + Penalty 2850.116783 = -42849.410970 nChanged 0 Deleting Class 60 (64 points): Lose 2799.310529 but Gain 3363.489561 Iteration 179Q (8491.310000 sec): 63 clusters Score: Raw -120262341.659306 + Penalty 208536.352756 = -120053805.306550 nChanged 372 Iteration 180F (8589.940000 sec): 63 clusters Score: Raw -120262806.590191 + Penalty 208536.352756 = -120054270.237435 nChanged 354 Iteration 181Q (8632.700000 sec): 63 clusters Score: Raw -120264630.002789 + Penalty 208536.352756 = -120056093.650033 nChanged 311 Iteration 182Q (8676.480000 sec): 63 clusters Score: Raw -120264775.771087 + Penalty 208536.352756 = -120056239.418331 nChanged 274 Iteration 183Q (8716.020000 sec): 63 clusters Score: Raw -120264861.143399 + Penalty 208536.352756 = -120056324.790643 nChanged 282 Iteration 184Q (8758.430000 sec): 63 clusters Score: Raw -120264916.713876 + Penalty 208536.352756 = -120056380.361120 nChanged 259 Iteration 185Q (8804.740000 sec): 63 clusters Score: Raw -120264965.937574 + Penalty 208536.352756 = -120056429.584818 nChanged 270 Iteration 186Q (8854.310000 sec): 63 clusters Score: Raw -120265013.502190 + Penalty 208536.352756 = -120056477.149434 nChanged 270 Iteration 187Q (8898.780000 sec): 63 clusters Score: Raw -120265030.591522 + Penalty 208536.352756 = -120056494.238766 nChanged 235 Iteration 188Q (8943.160000 sec): 63 clusters Score: Raw -120265050.152115 + Penalty 208536.352756 = -120056513.799360 nChanged 212 Iteration 189Q (8992.800000 sec): 63 clusters Score: Raw -120265058.055694 + Penalty 208536.352756 = -120056521.702938 nChanged 211 Iteration 190Q (9043.050000 sec): 63 clusters Score: Raw -120265065.578248 + Penalty 208536.352756 = -120056529.225492 nChanged 194 Iteration 191Q (9095.850000 sec): 63 clusters Score: Raw -120265072.358871 + Penalty 208536.352756 = -120056536.006115 nChanged 172 Iteration 192Q (9156.820000 sec): 63 clusters Score: Raw -120265076.697004 + Penalty 208536.352756 = -120056540.344248 nChanged 126 Iteration 193Q (9213.510000 sec): 63 clusters Score: Raw -120265079.778963 + Penalty 208536.352756 = -120056543.426207 nChanged 120 Iteration 194Q (9254.100000 sec): 63 clusters Score: Raw -120265082.719941 + Penalty 208536.352756 = -120056546.367185 nChanged 121 Iteration 195Q (9293.210000 sec): 63 clusters Score: Raw -120265085.983414 + Penalty 208536.352756 = -120056549.630658 nChanged 106 Iteration 196Q (9330.060000 sec): 63 clusters Score: Raw -120265088.466128 + Penalty 208536.352756 = -120056552.113372 nChanged 90 Iteration 197Q (9369.160000 sec): 63 clusters Score: Raw -120265090.706283 + Penalty 208536.352756 = -120056554.353527 nChanged 85 Iteration 198Q (9412.840000 sec): 63 clusters Score: Raw -120265093.508657 + Penalty 208536.352756 = -120056557.155902 nChanged 70 Iteration 199Q (9456.180000 sec): 63 clusters Score: Raw -120265094.631688 + Penalty 208536.352756 = -120056558.278932 nChanged 56 Iteration 200F (9555.010000 sec): 63 clusters Score: Raw -120265190.270618 + Penalty 208536.352756 = -120056653.917863 nChanged 45 Iteration 201Q (9595.920000 sec): 63 clusters Score: Raw -120265271.780685 + Penalty 208536.352756 = -120056735.427929 nChanged 51 Iteration 202Q (9632.730000 sec): 63 clusters Score: Raw -120265313.337164 + Penalty 208536.352756 = -120056776.984408 nChanged 55 Iteration 203Q (9672.420000 sec): 63 clusters Score: Raw -120265472.629815 + Penalty 208536.352756 = -120056936.277059 nChanged 77 Iteration 204Q (9714.410000 sec): 63 clusters Score: Raw -120265995.911473 + Penalty 208536.352756 = -120057459.558717 nChanged 70 Iteration 205Q (9754.040000 sec): 63 clusters Score: Raw -120266075.322617 + Penalty 208536.352756 = -120057538.969861 nChanged 58 Iteration 206Q (9796.950000 sec): 63 clusters Score: Raw -120266099.089076 + Penalty 208536.352756 = -120057562.736320 nChanged 54 Iteration 207Q (9839.120000 sec): 63 clusters Score: Raw -120266107.326850 + Penalty 208536.352756 = -120057570.974094 nChanged 51 Iteration 208Q (9887.790000 sec): 63 clusters Score: Raw -120266112.668771 + Penalty 208536.352756 = -120057576.316015 nChanged 45 Iteration 209Q (9935.530000 sec): 63 clusters Score: Raw -120266118.625963 + Penalty 208536.352756 = -120057582.273207 nChanged 35 Iteration 210Q (9982.550000 sec): 63 clusters Score: Raw -120266123.663850 + Penalty 208536.352756 = -120057587.311094 nChanged 30 Iteration 211Q (10028.430000 sec): 63 clusters Score: Raw -120266127.722422 + Penalty 208536.352756 = -120057591.369666 nChanged 34 Iteration 212Q (10077.260000 sec): 63 clusters Score: Raw -120266128.376234 + Penalty 208536.352756 = -120057592.023478 nChanged 34 Iteration 213Q (10119.380000 sec): 63 clusters Score: Raw -120266128.980315 + Penalty 208536.352756 = -120057592.627559 nChanged 32 Iteration 214Q (10164.850000 sec): 63 clusters Score: Raw -120266129.646993 + Penalty 208536.352756 = -120057593.294237 nChanged 18 Iteration 215Q (10208.240000 sec): 63 clusters Score: Raw -120266129.893340 + Penalty 208536.352756 = -120057593.540584 nChanged 16 Iteration 216Q (10251.420000 sec): 63 clusters Score: Raw -120266130.112440 + Penalty 208536.352756 = -120057593.759684 nChanged 21 Iteration 217Q (10298.130000 sec): 63 clusters Score: Raw -120266130.515345 + Penalty 208536.352756 = -120057594.162589 nChanged 15 Iteration 218Q (10343.070000 sec): 63 clusters Score: Raw -120266130.860853 + Penalty 208536.352756 = -120057594.508097 nChanged 13 Writing temp clu file Because OldScore, -120057594.162589, is greater than current (better) Score,-120057594.508097 Compute initial score before splitting: Score: Raw -120266130.860853 + Penalty 208536.352756 = -120057594.508097 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10344.560000 sec): 2 clusters Score: Raw -39147866.423224 + Penalty 3080.268569 = -39144786.154655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10345.950000 sec): 3 clusters Score: Raw -38984657.993431 + Penalty 6160.537138 = -38978497.456293 nChanged 119509 SP:Iteration 1F (10347.360000 sec): 3 clusters Score: Raw -39055477.123940 + Penalty 6160.537138 = -39049316.586802 nChanged 7795 SP:Iteration 2Q (10348.790000 sec): 3 clusters Score: Raw -39057602.748993 + Penalty 6160.537138 = -39051442.211855 nChanged 9987 SP:Iteration 3Q (10350.350000 sec): 3 clusters Score: Raw -39061313.096472 + Penalty 6160.537138 = -39055152.559334 nChanged 13597 SP:Iteration 4F (10351.760000 sec): 3 clusters Score: Raw -39068338.968161 + Penalty 6160.537138 = -39062178.431022 nChanged 18288 SP:Iteration 5F (10353.170000 sec): 3 clusters Score: Raw -39080905.896280 + Penalty 6160.537138 = -39074745.359141 nChanged 21793 SP:Iteration 6F (10354.620000 sec): 3 clusters Score: Raw -39099387.425942 + Penalty 6160.537138 = -39093226.888803 nChanged 21408 SP:Iteration 7F (10356.140000 sec): 3 clusters Score: Raw -39119865.754084 + Penalty 6160.537138 = -39113705.216945 nChanged 15955 SP:Iteration 8F (10357.580000 sec): 3 clusters Score: Raw -39135687.744536 + Penalty 6160.537138 = -39129527.207397 nChanged 8520 SP:Iteration 9Q (10359.130000 sec): 3 clusters Score: Raw -39143894.827804 + Penalty 6160.537138 = -39137734.290666 nChanged 3210 SP:Iteration 10Q (10360.520000 sec): 3 clusters Score: Raw -39146807.351366 + Penalty 6160.537138 = -39140646.814228 nChanged 959 SP:Iteration 11Q (10361.700000 sec): 3 clusters Score: Raw -39147672.765221 + Penalty 6160.537138 = -39141512.228082 nChanged 273 SP:Iteration 12Q (10362.850000 sec): 3 clusters Score: Raw -39147956.362527 + Penalty 6160.537138 = -39141795.825389 nChanged 117 SP:Iteration 13Q (10364.090000 sec): 3 clusters Score: Raw -39148087.428910 + Penalty 6160.537138 = -39141926.891771 nChanged 48 SP:Iteration 14Q (10365.310000 sec): 3 clusters Score: Raw -39148143.366349 + Penalty 6160.537138 = -39141982.829211 nChanged 22 SP:Iteration 15Q (10366.530000 sec): 3 clusters Score: Raw -39148167.488066 + Penalty 6160.537138 = -39142006.950927 nChanged 16 SP:Iteration 16Q (10367.650000 sec): 3 clusters Score: Raw -39148194.332359 + Penalty 6160.537138 = -39142033.795221 nChanged 11 SP:Iteration 17Q (10368.720000 sec): 3 clusters Score: Raw -39148210.789320 + Penalty 6160.537138 = -39142050.252181 nChanged 10 SP:Iteration 18Q (10369.980000 sec): 3 clusters Score: Raw -39148234.168658 + Penalty 6160.537138 = -39142073.631520 nChanged 7 SP:Iteration 19Q (10371.120000 sec): 3 clusters Score: Raw -39148248.119219 + Penalty 6160.537138 = -39142087.582080 nChanged 8 SP:Iteration 20F (10372.610000 sec): 3 clusters Score: Raw -39148257.188987 + Penalty 6160.537138 = -39142096.651848 nChanged 5 SP:Iteration 21Q (10373.810000 sec): 3 clusters Score: Raw -39148263.969067 + Penalty 6160.537138 = -39142103.431928 nChanged 4 SP:Iteration 22Q (10375.210000 sec): 3 clusters Score: Raw -39148271.652932 + Penalty 6160.537138 = -39142111.115794 nChanged 4 SP:Iteration 23Q (10376.580000 sec): 3 clusters Score: Raw -39148275.745761 + Penalty 6160.537138 = -39142115.208623 nChanged 1 SP:Iteration 24Q (10377.690000 sec): 3 clusters Score: Raw -39148277.200657 + Penalty 6160.537138 = -39142116.663518 nChanged 0 SP:Iteration 25F (10379.070000 sec): 3 clusters Score: Raw -39148277.200657 + Penalty 6160.537138 = -39142116.663518 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10379.360000 sec): 2 clusters Score: Raw -1934774.661532 + Penalty 2344.337248 = -1932430.324284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10379.610000 sec): 3 clusters Score: Raw -1927738.491726 + Penalty 4688.674497 = -1923049.817229 nChanged 5377 SP:Iteration 1F (10379.860000 sec): 3 clusters Score: Raw -1930597.741147 + Penalty 4688.674497 = -1925909.066650 nChanged 860 SP:Iteration 2F (10380.110000 sec): 3 clusters Score: Raw -1931116.392053 + Penalty 4688.674497 = -1926427.717556 nChanged 797 SP:Iteration 3F (10380.370000 sec): 3 clusters Score: Raw -1931769.236127 + Penalty 4688.674497 = -1927080.561630 nChanged 798 SP:Iteration 4F (10380.630000 sec): 3 clusters Score: Raw -1932537.581086 + Penalty 4688.674497 = -1927848.906589 nChanged 838 SP:Iteration 5F (10380.850000 sec): 3 clusters Score: Raw -1933195.858608 + Penalty 4688.674497 = -1928507.184111 nChanged 804 SP:Iteration 6F (10381.130000 sec): 3 clusters Score: Raw -1933744.735035 + Penalty 4688.674497 = -1929056.060539 nChanged 741 SP:Iteration 7F (10381.360000 sec): 3 clusters Score: Raw -1934335.072490 + Penalty 4688.674497 = -1929646.397993 nChanged 720 SP:Iteration 8F (10381.580000 sec): 3 clusters Score: Raw -1934922.868821 + Penalty 4688.674497 = -1930234.194325 nChanged 643 SP:Iteration 9F (10381.830000 sec): 3 clusters Score: Raw -1935466.119103 + Penalty 4688.674497 = -1930777.444606 nChanged 505 SP:Iteration 10Q (10382.050000 sec): 3 clusters Score: Raw -1935911.621624 + Penalty 4688.674497 = -1931222.947128 nChanged 408 SP:Iteration 11Q (10382.320000 sec): 3 clusters Score: Raw -1936233.614993 + Penalty 4688.674497 = -1931544.940497 nChanged 292 SP:Iteration 12Q (10382.540000 sec): 3 clusters Score: Raw -1936425.359557 + Penalty 4688.674497 = -1931736.685061 nChanged 181 SP:Iteration 13Q (10382.740000 sec): 3 clusters Score: Raw -1936529.627453 + Penalty 4688.674497 = -1931840.952956 nChanged 118 SP:Iteration 14Q (10383.000000 sec): 3 clusters Score: Raw -1936582.692710 + Penalty 4688.674497 = -1931894.018213 nChanged 90 SP:Iteration 15Q (10383.230000 sec): 3 clusters Score: Raw -1936628.388077 + Penalty 4688.674497 = -1931939.713580 nChanged 72 SP:Iteration 16Q (10383.470000 sec): 3 clusters Score: Raw -1936662.710917 + Penalty 4688.674497 = -1931974.036420 nChanged 55 SP:Iteration 17Q (10383.710000 sec): 3 clusters Score: Raw -1936687.038828 + Penalty 4688.674497 = -1931998.364331 nChanged 42 SP:Iteration 18Q (10383.960000 sec): 3 clusters Score: Raw -1936702.419518 + Penalty 4688.674497 = -1932013.745021 nChanged 28 SP:Iteration 19Q (10384.190000 sec): 3 clusters Score: Raw -1936712.048992 + Penalty 4688.674497 = -1932023.374495 nChanged 22 SP:Iteration 20F (10384.410000 sec): 3 clusters Score: Raw -1936720.516522 + Penalty 4688.674497 = -1932031.842025 nChanged 18 SP:Iteration 21Q (10384.690000 sec): 3 clusters Score: Raw -1936726.659923 + Penalty 4688.674497 = -1932037.985426 nChanged 15 SP:Iteration 22Q (10384.910000 sec): 3 clusters Score: Raw -1936728.820856 + Penalty 4688.674497 = -1932040.146359 nChanged 5 SP:Iteration 23Q (10385.150000 sec): 3 clusters Score: Raw -1936730.082208 + Penalty 4688.674497 = -1932041.407711 nChanged 9 SP:Iteration 24Q (10385.380000 sec): 3 clusters Score: Raw -1936733.284254 + Penalty 4688.674497 = -1932044.609757 nChanged 12 SP:Iteration 25Q (10385.620000 sec): 3 clusters Score: Raw -1936738.428767 + Penalty 4688.674497 = -1932049.754270 nChanged 16 SP:Iteration 26Q (10385.870000 sec): 3 clusters Score: Raw -1936745.157957 + Penalty 4688.674497 = -1932056.483461 nChanged 11 SP:Iteration 27Q (10386.140000 sec): 3 clusters Score: Raw -1936747.816460 + Penalty 4688.674497 = -1932059.141964 nChanged 9 SP:Iteration 28Q (10386.350000 sec): 3 clusters Score: Raw -1936749.975538 + Penalty 4688.674497 = -1932061.301041 nChanged 10 SP:Iteration 29Q (10386.630000 sec): 3 clusters Score: Raw -1936752.066856 + Penalty 4688.674497 = -1932063.392359 nChanged 4 SP:Iteration 30Q (10386.850000 sec): 3 clusters Score: Raw -1936752.699185 + Penalty 4688.674497 = -1932064.024688 nChanged 4 SP:Iteration 31Q (10387.090000 sec): 3 clusters Score: Raw -1936753.701758 + Penalty 4688.674497 = -1932065.027261 nChanged 3 SP:Iteration 32Q (10387.370000 sec): 3 clusters Score: Raw -1936754.474961 + Penalty 4688.674497 = -1932065.800464 nChanged 3 SP:Iteration 33Q (10387.660000 sec): 3 clusters Score: Raw -1936755.204391 + Penalty 4688.674497 = -1932066.529894 nChanged 3 SP:Iteration 34Q (10387.890000 sec): 3 clusters Score: Raw -1936756.229611 + Penalty 4688.674497 = -1932067.555114 nChanged 8 SP:Iteration 35Q (10388.170000 sec): 3 clusters Score: Raw -1936758.712187 + Penalty 4688.674497 = -1932070.037690 nChanged 7 SP:Iteration 36Q (10388.370000 sec): 3 clusters Score: Raw -1936761.672245 + Penalty 4688.674497 = -1932072.997748 nChanged 9 SP:Iteration 37Q (10388.620000 sec): 3 clusters Score: Raw -1936763.758159 + Penalty 4688.674497 = -1932075.083662 nChanged 10 SP:Iteration 38Q (10388.910000 sec): 3 clusters Score: Raw -1936766.269999 + Penalty 4688.674497 = -1932077.595502 nChanged 7 SP:Iteration 39Q (10389.170000 sec): 3 clusters Score: Raw -1936767.933076 + Penalty 4688.674497 = -1932079.258579 nChanged 8 SP:Iteration 40F (10389.420000 sec): 3 clusters Score: Raw -1936771.162039 + Penalty 4688.674497 = -1932082.487542 nChanged 10 SP:Iteration 41Q (10389.710000 sec): 3 clusters Score: Raw -1936773.897721 + Penalty 4688.674497 = -1932085.223224 nChanged 10 SP:Iteration 42Q (10390.010000 sec): 3 clusters Score: Raw -1936777.832967 + Penalty 4688.674497 = -1932089.158470 nChanged 10 SP:Iteration 43Q (10390.250000 sec): 3 clusters Score: Raw -1936780.999428 + Penalty 4688.674497 = -1932092.324931 nChanged 13 SP:Iteration 44Q (10390.530000 sec): 3 clusters Score: Raw -1936784.240591 + Penalty 4688.674497 = -1932095.566094 nChanged 5 SP:Iteration 45Q (10390.730000 sec): 3 clusters Score: Raw -1936785.565650 + Penalty 4688.674497 = -1932096.891154 nChanged 8 SP:Iteration 46Q (10390.990000 sec): 3 clusters Score: Raw -1936787.982031 + Penalty 4688.674497 = -1932099.307535 nChanged 6 SP:Iteration 47Q (10391.250000 sec): 3 clusters Score: Raw -1936789.553736 + Penalty 4688.674497 = -1932100.879239 nChanged 11 SP:Iteration 48Q (10391.510000 sec): 3 clusters Score: Raw -1936792.219612 + Penalty 4688.674497 = -1932103.545115 nChanged 8 SP:Iteration 49Q (10391.810000 sec): 3 clusters Score: Raw -1936794.237848 + Penalty 4688.674497 = -1932105.563351 nChanged 5 SP:Iteration 50Q (10392.060000 sec): 3 clusters Score: Raw -1936795.536420 + Penalty 4688.674497 = -1932106.861923 nChanged 4 SP:Iteration 51Q (10392.320000 sec): 3 clusters Score: Raw -1936796.908304 + Penalty 4688.674497 = -1932108.233808 nChanged 6 SP:Iteration 52Q (10392.570000 sec): 3 clusters Score: Raw -1936798.942430 + Penalty 4688.674497 = -1932110.267933 nChanged 9 SP:Iteration 53Q (10392.850000 sec): 3 clusters Score: Raw -1936802.986377 + Penalty 4688.674497 = -1932114.311880 nChanged 12 SP:Iteration 54Q (10393.090000 sec): 3 clusters Score: Raw -1936806.566451 + Penalty 4688.674497 = -1932117.891954 nChanged 9 SP:Iteration 55Q (10393.340000 sec): 3 clusters Score: Raw -1936810.331683 + Penalty 4688.674497 = -1932121.657186 nChanged 10 SP:Iteration 56Q (10393.560000 sec): 3 clusters Score: Raw -1936812.835558 + Penalty 4688.674497 = -1932124.161061 nChanged 11 SP:Iteration 57Q (10393.830000 sec): 3 clusters Score: Raw -1936815.983787 + Penalty 4688.674497 = -1932127.309290 nChanged 13 SP:Iteration 58Q (10394.010000 sec): 3 clusters Score: Raw -1936819.555388 + Penalty 4688.674497 = -1932130.880891 nChanged 7 SP:Iteration 59Q (10394.290000 sec): 3 clusters Score: Raw -1936821.544661 + Penalty 4688.674497 = -1932132.870164 nChanged 5 SP:Iteration 60F (10394.530000 sec): 3 clusters Score: Raw -1936823.008417 + Penalty 4688.674497 = -1932134.333920 nChanged 7 SP:Iteration 61Q (10394.830000 sec): 3 clusters Score: Raw -1936825.209168 + Penalty 4688.674497 = -1932136.534672 nChanged 10 SP:Iteration 62Q (10395.060000 sec): 3 clusters Score: Raw -1936827.903863 + Penalty 4688.674497 = -1932139.229366 nChanged 6 SP:Iteration 63Q (10395.280000 sec): 3 clusters Score: Raw -1936829.632648 + Penalty 4688.674497 = -1932140.958151 nChanged 4 SP:Iteration 64Q (10395.530000 sec): 3 clusters Score: Raw -1936830.542253 + Penalty 4688.674497 = -1932141.867757 nChanged 3 SP:Iteration 65Q (10395.760000 sec): 3 clusters Score: Raw -1936831.091012 + Penalty 4688.674497 = -1932142.416516 nChanged 0 SP:Iteration 66F (10396.000000 sec): 3 clusters Score: Raw -1936831.091012 + Penalty 4688.674497 = -1932142.416516 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (5029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10396.180000 sec): 2 clusters Score: Raw -755969.448056 + Penalty 2113.698156 = -753855.749900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10396.370000 sec): 3 clusters Score: Raw -753516.036850 + Penalty 4227.396312 = -749288.640538 nChanged 1893 SP:Iteration 1F (10396.580000 sec): 3 clusters Score: Raw -754680.155467 + Penalty 4227.396312 = -750452.759154 nChanged 405 SP:Iteration 2F (10396.760000 sec): 3 clusters Score: Raw -754967.502619 + Penalty 4227.396312 = -750740.106307 nChanged 316 SP:Iteration 3F (10396.970000 sec): 3 clusters Score: Raw -755229.820235 + Penalty 4227.396312 = -751002.423923 nChanged 291 SP:Iteration 4F (10397.170000 sec): 3 clusters Score: Raw -755544.522432 + Penalty 4227.396312 = -751317.126120 nChanged 292 SP:Iteration 5F (10397.350000 sec): 3 clusters Score: Raw -755829.957050 + Penalty 4227.396312 = -751602.560738 nChanged 274 SP:Iteration 6F (10397.560000 sec): 3 clusters Score: Raw -756100.268366 + Penalty 4227.396312 = -751872.872054 nChanged 237 SP:Iteration 7Q (10397.750000 sec): 3 clusters Score: Raw -756331.920646 + Penalty 4227.396312 = -752104.524334 nChanged 217 SP:Iteration 8Q (10397.960000 sec): 3 clusters Score: Raw -756540.495015 + Penalty 4227.396312 = -752313.098702 nChanged 175 SP:Iteration 9Q (10398.170000 sec): 3 clusters Score: Raw -756704.182065 + Penalty 4227.396312 = -752476.785753 nChanged 165 SP:Iteration 10Q (10398.330000 sec): 3 clusters Score: Raw -756846.637201 + Penalty 4227.396312 = -752619.240889 nChanged 140 SP:Iteration 11Q (10398.530000 sec): 3 clusters Score: Raw -756950.216195 + Penalty 4227.396312 = -752722.819883 nChanged 94 SP:Iteration 12Q (10398.710000 sec): 3 clusters Score: Raw -757011.691008 + Penalty 4227.396312 = -752784.294695 nChanged 75 SP:Iteration 13Q (10398.960000 sec): 3 clusters Score: Raw -757052.371590 + Penalty 4227.396312 = -752824.975277 nChanged 50 SP:Iteration 14Q (10399.140000 sec): 3 clusters Score: Raw -757075.856200 + Penalty 4227.396312 = -752848.459888 nChanged 35 SP:Iteration 15Q (10399.340000 sec): 3 clusters Score: Raw -757094.580874 + Penalty 4227.396312 = -752867.184562 nChanged 32 SP:Iteration 16Q (10399.530000 sec): 3 clusters Score: Raw -757109.735861 + Penalty 4227.396312 = -752882.339549 nChanged 18 SP:Iteration 17Q (10399.690000 sec): 3 clusters Score: Raw -757118.612895 + Penalty 4227.396312 = -752891.216582 nChanged 23 SP:Iteration 18Q (10399.880000 sec): 3 clusters Score: Raw -757127.342028 + Penalty 4227.396312 = -752899.945716 nChanged 19 SP:Iteration 19Q (10400.060000 sec): 3 clusters Score: Raw -757134.264950 + Penalty 4227.396312 = -752906.868637 nChanged 13 SP:Iteration 20F (10400.320000 sec): 3 clusters Score: Raw -757138.289382 + Penalty 4227.396312 = -752910.893070 nChanged 7 SP:Iteration 21Q (10400.480000 sec): 3 clusters Score: Raw -757140.028141 + Penalty 4227.396312 = -752912.631829 nChanged 6 SP:Iteration 22Q (10400.700000 sec): 3 clusters Score: Raw -757141.095739 + Penalty 4227.396312 = -752913.699427 nChanged 1 SP:Iteration 23Q (10400.880000 sec): 3 clusters Score: Raw -757141.278570 + Penalty 4227.396312 = -752913.882258 nChanged 2 SP:Iteration 24Q (10401.100000 sec): 3 clusters Score: Raw -757142.814320 + Penalty 4227.396312 = -752915.418008 nChanged 6 SP:Iteration 25Q (10401.320000 sec): 3 clusters Score: Raw -757145.067607 + Penalty 4227.396312 = -752917.671295 nChanged 7 SP:Iteration 26Q (10401.530000 sec): 3 clusters Score: Raw -757147.901180 + Penalty 4227.396312 = -752920.504867 nChanged 8 SP:Iteration 27Q (10401.740000 sec): 3 clusters Score: Raw -757150.102200 + Penalty 4227.396312 = -752922.705888 nChanged 4 SP:Iteration 28Q (10401.960000 sec): 3 clusters Score: Raw -757152.024049 + Penalty 4227.396312 = -752924.627737 nChanged 3 SP:Iteration 29Q (10402.140000 sec): 3 clusters Score: Raw -757153.851930 + Penalty 4227.396312 = -752926.455618 nChanged 4 SP:Iteration 30Q (10402.380000 sec): 3 clusters Score: Raw -757156.425712 + Penalty 4227.396312 = -752929.029399 nChanged 8 SP:Iteration 31Q (10402.560000 sec): 3 clusters Score: Raw -757162.256243 + Penalty 4227.396312 = -752934.859931 nChanged 10 SP:Iteration 32Q (10402.770000 sec): 3 clusters Score: Raw -757167.307736 + Penalty 4227.396312 = -752939.911424 nChanged 8 SP:Iteration 33Q (10403.000000 sec): 3 clusters Score: Raw -757170.621051 + Penalty 4227.396312 = -752943.224739 nChanged 7 SP:Iteration 34Q (10403.180000 sec): 3 clusters Score: Raw -757173.393535 + Penalty 4227.396312 = -752945.997222 nChanged 5 SP:Iteration 35Q (10403.400000 sec): 3 clusters Score: Raw -757175.594355 + Penalty 4227.396312 = -752948.198043 nChanged 7 SP:Iteration 36Q (10403.610000 sec): 3 clusters Score: Raw -757178.482085 + Penalty 4227.396312 = -752951.085772 nChanged 7 SP:Iteration 37Q (10403.790000 sec): 3 clusters Score: Raw -757181.128810 + Penalty 4227.396312 = -752953.732498 nChanged 6 SP:Iteration 38Q (10403.990000 sec): 3 clusters Score: Raw -757185.198087 + Penalty 4227.396312 = -752957.801775 nChanged 9 SP:Iteration 39Q (10404.160000 sec): 3 clusters Score: Raw -757188.825691 + Penalty 4227.396312 = -752961.429379 nChanged 5 SP:Iteration 40F (10404.390000 sec): 3 clusters Score: Raw -757190.487152 + Penalty 4227.396312 = -752963.090839 nChanged 3 SP:Iteration 41Q (10404.580000 sec): 3 clusters Score: Raw -757191.452122 + Penalty 4227.396312 = -752964.055810 nChanged 3 SP:Iteration 42Q (10404.780000 sec): 3 clusters Score: Raw -757193.021689 + Penalty 4227.396312 = -752965.625377 nChanged 6 SP:Iteration 43Q (10405.010000 sec): 3 clusters Score: Raw -757194.825274 + Penalty 4227.396312 = -752967.428962 nChanged 3 SP:Iteration 44Q (10405.190000 sec): 3 clusters Score: Raw -757195.764284 + Penalty 4227.396312 = -752968.367972 nChanged 2 SP:Iteration 45Q (10405.410000 sec): 3 clusters Score: Raw -757196.294668 + Penalty 4227.396312 = -752968.898355 nChanged 1 SP:Iteration 46Q (10405.640000 sec): 3 clusters Score: Raw -757196.604904 + Penalty 4227.396312 = -752969.208591 nChanged 1 SP:Iteration 47Q (10405.810000 sec): 3 clusters Score: Raw -757196.717666 + Penalty 4227.396312 = -752969.321354 nChanged 0 SP:Iteration 48F (10406.020000 sec): 3 clusters Score: Raw -757196.717666 + Penalty 4227.396312 = -752969.321354 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10406.160000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10406.380000 sec): 3 clusters Score: Raw -57836.977228 + Penalty 3012.230089 = -54824.747139 nChanged 92 SP:Iteration 1F (10406.560000 sec): 3 clusters Score: Raw -58070.122382 + Penalty 3012.230089 = -55057.892293 nChanged 32 SP:Iteration 2F (10406.740000 sec): 3 clusters Score: Raw -58179.656374 + Penalty 3012.230089 = -55167.426285 nChanged 8 SP:Iteration 3Q (10406.940000 sec): 3 clusters Score: Raw -58210.267848 + Penalty 3012.230089 = -55198.037759 nChanged 8 SP:Iteration 4Q (10407.110000 sec): 3 clusters Score: Raw -58246.420372 + Penalty 3012.230089 = -55234.190283 nChanged 7 SP:Iteration 5Q (10407.300000 sec): 3 clusters Score: Raw -58272.221527 + Penalty 3012.230089 = -55259.991438 nChanged 7 SP:Iteration 6Q (10407.490000 sec): 3 clusters Score: Raw -58330.931166 + Penalty 3012.230089 = -55318.701077 nChanged 13 SP:Iteration 7Q (10407.690000 sec): 3 clusters Score: Raw -58419.983337 + Penalty 3012.230089 = -55407.753248 nChanged 10 SP:Iteration 8Q (10407.900000 sec): 3 clusters Score: Raw -58477.789058 + Penalty 3012.230089 = -55465.558969 nChanged 11 SP:Iteration 9Q (10408.120000 sec): 3 clusters Score: Raw -58553.521612 + Penalty 3012.230089 = -55541.291523 nChanged 8 SP:Iteration 10Q (10408.350000 sec): 3 clusters Score: Raw -58591.289775 + Penalty 3012.230089 = -55579.059686 nChanged 5 SP:Iteration 11Q (10408.520000 sec): 3 clusters Score: Raw -58604.027008 + Penalty 3012.230089 = -55591.796919 nChanged 3 SP:Iteration 12Q (10408.730000 sec): 3 clusters Score: Raw -58626.041656 + Penalty 3012.230089 = -55613.811567 nChanged 3 SP:Iteration 13Q (10408.910000 sec): 3 clusters Score: Raw -58639.650774 + Penalty 3012.230089 = -55627.420685 nChanged 4 SP:Iteration 14Q (10409.100000 sec): 3 clusters Score: Raw -58663.426105 + Penalty 3012.230089 = -55651.196016 nChanged 3 SP:Iteration 15Q (10409.310000 sec): 3 clusters Score: Raw -58682.947496 + Penalty 3012.230089 = -55670.717407 nChanged 1 SP:Iteration 16Q (10409.500000 sec): 3 clusters Score: Raw -58684.335772 + Penalty 3012.230089 = -55672.105683 nChanged 0 SP:Iteration 17F (10409.670000 sec): 3 clusters Score: Raw -58684.335772 + Penalty 3012.230089 = -55672.105683 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10409.820000 sec): 2 clusters Score: Raw -910598.993547 + Penalty 2146.752291 = -908452.241256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10410.020000 sec): 3 clusters Score: Raw -907703.610552 + Penalty 4293.504583 = -903410.105969 nChanged 2263 SP:Iteration 1F (10410.230000 sec): 3 clusters Score: Raw -908991.812904 + Penalty 4293.504583 = -904698.308321 nChanged 432 SP:Iteration 2F (10410.480000 sec): 3 clusters Score: Raw -909250.734217 + Penalty 4293.504583 = -904957.229634 nChanged 330 SP:Iteration 3F (10410.700000 sec): 3 clusters Score: Raw -909444.745900 + Penalty 4293.504583 = -905151.241318 nChanged 263 SP:Iteration 4Q (10410.890000 sec): 3 clusters Score: Raw -909597.043346 + Penalty 4293.504583 = -905303.538763 nChanged 237 SP:Iteration 5Q (10411.130000 sec): 3 clusters Score: Raw -909747.897867 + Penalty 4293.504583 = -905454.393284 nChanged 235 SP:Iteration 6Q (10411.390000 sec): 3 clusters Score: Raw -909901.828264 + Penalty 4293.504583 = -905608.323682 nChanged 240 SP:Iteration 7Q (10411.600000 sec): 3 clusters Score: Raw -910055.362025 + Penalty 4293.504583 = -905761.857442 nChanged 203 SP:Iteration 8Q (10411.870000 sec): 3 clusters Score: Raw -910191.892158 + Penalty 4293.504583 = -905898.387576 nChanged 197 SP:Iteration 9Q (10412.110000 sec): 3 clusters Score: Raw -910333.804554 + Penalty 4293.504583 = -906040.299971 nChanged 184 SP:Iteration 10Q (10412.340000 sec): 3 clusters Score: Raw -910457.484429 + Penalty 4293.504583 = -906163.979846 nChanged 151 SP:Iteration 11Q (10412.550000 sec): 3 clusters Score: Raw -910569.281825 + Penalty 4293.504583 = -906275.777242 nChanged 136 SP:Iteration 12Q (10412.760000 sec): 3 clusters Score: Raw -910666.719795 + Penalty 4293.504583 = -906373.215212 nChanged 112 SP:Iteration 13Q (10412.960000 sec): 3 clusters Score: Raw -910742.419764 + Penalty 4293.504583 = -906448.915181 nChanged 85 SP:Iteration 14Q (10413.180000 sec): 3 clusters Score: Raw -910800.950769 + Penalty 4293.504583 = -906507.446186 nChanged 65 SP:Iteration 15Q (10413.420000 sec): 3 clusters Score: Raw -910846.462066 + Penalty 4293.504583 = -906552.957483 nChanged 65 SP:Iteration 16Q (10413.580000 sec): 3 clusters Score: Raw -910894.129162 + Penalty 4293.504583 = -906600.624579 nChanged 45 SP:Iteration 17Q (10413.800000 sec): 3 clusters Score: Raw -910919.663655 + Penalty 4293.504583 = -906626.159072 nChanged 29 SP:Iteration 18Q (10414.030000 sec): 3 clusters Score: Raw -910939.379101 + Penalty 4293.504583 = -906645.874518 nChanged 27 SP:Iteration 19Q (10414.190000 sec): 3 clusters Score: Raw -910957.379128 + Penalty 4293.504583 = -906663.874545 nChanged 24 SP:Iteration 20F (10414.390000 sec): 3 clusters Score: Raw -910972.014513 + Penalty 4293.504583 = -906678.509930 nChanged 20 SP:Iteration 21Q (10414.570000 sec): 3 clusters Score: Raw -910984.843044 + Penalty 4293.504583 = -906691.338462 nChanged 12 SP:Iteration 22Q (10414.750000 sec): 3 clusters Score: Raw -910992.623033 + Penalty 4293.504583 = -906699.118450 nChanged 17 SP:Iteration 23Q (10414.970000 sec): 3 clusters Score: Raw -911003.290836 + Penalty 4293.504583 = -906709.786253 nChanged 15 SP:Iteration 24Q (10415.150000 sec): 3 clusters Score: Raw -911011.086500 + Penalty 4293.504583 = -906717.581917 nChanged 10 SP:Iteration 25Q (10415.390000 sec): 3 clusters Score: Raw -911018.227709 + Penalty 4293.504583 = -906724.723126 nChanged 9 SP:Iteration 26Q (10415.540000 sec): 3 clusters Score: Raw -911024.437120 + Penalty 4293.504583 = -906730.932537 nChanged 9 SP:Iteration 27Q (10415.770000 sec): 3 clusters Score: Raw -911031.915670 + Penalty 4293.504583 = -906738.411087 nChanged 8 SP:Iteration 28Q (10415.990000 sec): 3 clusters Score: Raw -911039.743476 + Penalty 4293.504583 = -906746.238893 nChanged 15 SP:Iteration 29Q (10416.160000 sec): 3 clusters Score: Raw -911050.320915 + Penalty 4293.504583 = -906756.816332 nChanged 11 SP:Iteration 30Q (10416.370000 sec): 3 clusters Score: Raw -911058.297440 + Penalty 4293.504583 = -906764.792857 nChanged 5 SP:Iteration 31Q (10416.570000 sec): 3 clusters Score: Raw -911062.088557 + Penalty 4293.504583 = -906768.583975 nChanged 5 SP:Iteration 32Q (10416.730000 sec): 3 clusters Score: Raw -911064.837620 + Penalty 4293.504583 = -906771.333037 nChanged 6 SP:Iteration 33Q (10416.960000 sec): 3 clusters Score: Raw -911068.956833 + Penalty 4293.504583 = -906775.452250 nChanged 3 SP:Iteration 34Q (10417.150000 sec): 3 clusters Score: Raw -911072.840354 + Penalty 4293.504583 = -906779.335772 nChanged 4 SP:Iteration 35Q (10417.360000 sec): 3 clusters Score: Raw -911075.801023 + Penalty 4293.504583 = -906782.296440 nChanged 4 SP:Iteration 36Q (10417.600000 sec): 3 clusters Score: Raw -911078.151718 + Penalty 4293.504583 = -906784.647135 nChanged 4 SP:Iteration 37Q (10417.740000 sec): 3 clusters Score: Raw -911082.279487 + Penalty 4293.504583 = -906788.774904 nChanged 0 SP:Iteration 38F (10417.980000 sec): 3 clusters Score: Raw -911082.279487 + Penalty 4293.504583 = -906788.774904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10418.050000 sec): 2 clusters Score: Raw -170554.436976 + Penalty 1740.785570 = -168813.651406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10418.260000 sec): 3 clusters Score: Raw -170273.194718 + Penalty 3481.571140 = -166791.623577 nChanged 273 SP:Iteration 1F (10418.440000 sec): 3 clusters Score: Raw -170553.462426 + Penalty 3481.571140 = -167071.891285 nChanged 76 SP:Iteration 2F (10418.620000 sec): 3 clusters Score: Raw -170661.170507 + Penalty 3481.571140 = -167179.599367 nChanged 37 SP:Iteration 3Q (10418.820000 sec): 3 clusters Score: Raw -170710.612199 + Penalty 3481.571140 = -167229.041058 nChanged 20 SP:Iteration 4Q (10418.990000 sec): 3 clusters Score: Raw -170735.448651 + Penalty 3481.571140 = -167253.877510 nChanged 15 SP:Iteration 5Q (10419.150000 sec): 3 clusters Score: Raw -170757.683741 + Penalty 3481.571140 = -167276.112601 nChanged 17 SP:Iteration 6Q (10419.370000 sec): 3 clusters Score: Raw -170777.329130 + Penalty 3481.571140 = -167295.757989 nChanged 6 SP:Iteration 7Q (10419.540000 sec): 3 clusters Score: Raw -170784.084900 + Penalty 3481.571140 = -167302.513760 nChanged 3 SP:Iteration 8Q (10419.720000 sec): 3 clusters Score: Raw -170789.930003 + Penalty 3481.571140 = -167308.358862 nChanged 3 SP:Iteration 9Q (10419.900000 sec): 3 clusters Score: Raw -170793.892035 + Penalty 3481.571140 = -167312.320894 nChanged 1 SP:Iteration 10Q (10420.050000 sec): 3 clusters Score: Raw -170794.801663 + Penalty 3481.571140 = -167313.230523 nChanged 1 SP:Iteration 11Q (10420.220000 sec): 3 clusters Score: Raw -170796.287939 + Penalty 3481.571140 = -167314.716799 nChanged 1 SP:Iteration 12Q (10420.430000 sec): 3 clusters Score: Raw -170796.602029 + Penalty 3481.571140 = -167315.030889 nChanged 0 SP:Iteration 13F (10420.620000 sec): 3 clusters Score: Raw -170796.602029 + Penalty 3481.571140 = -167315.030889 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10420.720000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10420.850000 sec): 3 clusters Score: Raw -39547.578796 + Penalty 2742.596827 = -36804.981968 nChanged 32 SP:Iteration 1F (10421.060000 sec): 3 clusters Score: Raw -39683.819277 + Penalty 2742.596827 = -36941.222450 nChanged 6 SP:Iteration 2Q (10421.240000 sec): 3 clusters Score: Raw -39724.640430 + Penalty 2742.596827 = -36982.043603 nChanged 3 SP:Iteration 3Q (10421.400000 sec): 3 clusters Score: Raw -39742.118727 + Penalty 2742.596827 = -36999.521899 nChanged 1 SP:Iteration 4Q (10421.580000 sec): 3 clusters Score: Raw -39743.375306 + Penalty 2742.596827 = -37000.778479 nChanged 0 SP:Iteration 5F (10421.740000 sec): 3 clusters Score: Raw -39743.375306 + Penalty 2742.596827 = -37000.778479 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10421.860000 sec): 2 clusters Score: Raw -990406.168168 + Penalty 2176.029614 = -988230.138554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10422.100000 sec): 3 clusters Score: Raw -987099.982903 + Penalty 4352.059227 = -982747.923676 nChanged 2572 SP:Iteration 1F (10422.330000 sec): 3 clusters Score: Raw -988564.877847 + Penalty 4352.059227 = -984212.818620 nChanged 441 SP:Iteration 2F (10422.520000 sec): 3 clusters Score: Raw -988803.346260 + Penalty 4352.059227 = -984451.287032 nChanged 300 SP:Iteration 3Q (10422.760000 sec): 3 clusters Score: Raw -988971.959260 + Penalty 4352.059227 = -984619.900033 nChanged 256 SP:Iteration 4Q (10423.020000 sec): 3 clusters Score: Raw -989087.025227 + Penalty 4352.059227 = -984734.965999 nChanged 195 SP:Iteration 5Q (10423.230000 sec): 3 clusters Score: Raw -989167.687634 + Penalty 4352.059227 = -984815.628406 nChanged 162 SP:Iteration 6Q (10423.430000 sec): 3 clusters Score: Raw -989248.806495 + Penalty 4352.059227 = -984896.747268 nChanged 166 SP:Iteration 7Q (10423.640000 sec): 3 clusters Score: Raw -989325.846420 + Penalty 4352.059227 = -984973.787193 nChanged 139 SP:Iteration 8Q (10423.850000 sec): 3 clusters Score: Raw -989398.179480 + Penalty 4352.059227 = -985046.120253 nChanged 133 SP:Iteration 9Q (10424.100000 sec): 3 clusters Score: Raw -989456.214928 + Penalty 4352.059227 = -985104.155701 nChanged 114 SP:Iteration 10Q (10424.290000 sec): 3 clusters Score: Raw -989504.407698 + Penalty 4352.059227 = -985152.348470 nChanged 101 SP:Iteration 11Q (10424.480000 sec): 3 clusters Score: Raw -989548.828284 + Penalty 4352.059227 = -985196.769057 nChanged 106 SP:Iteration 12Q (10424.680000 sec): 3 clusters Score: Raw -989599.892592 + Penalty 4352.059227 = -985247.833364 nChanged 113 SP:Iteration 13Q (10424.880000 sec): 3 clusters Score: Raw -989651.353561 + Penalty 4352.059227 = -985299.294334 nChanged 113 SP:Iteration 14Q (10425.040000 sec): 3 clusters Score: Raw -989708.167860 + Penalty 4352.059227 = -985356.108632 nChanged 115 SP:Iteration 15Q (10425.270000 sec): 3 clusters Score: Raw -989768.479683 + Penalty 4352.059227 = -985416.420456 nChanged 104 SP:Iteration 16Q (10425.470000 sec): 3 clusters Score: Raw -989808.948853 + Penalty 4352.059227 = -985456.889626 nChanged 77 SP:Iteration 17Q (10425.650000 sec): 3 clusters Score: Raw -989842.809985 + Penalty 4352.059227 = -985490.750758 nChanged 78 SP:Iteration 18Q (10425.870000 sec): 3 clusters Score: Raw -989878.855726 + Penalty 4352.059227 = -985526.796499 nChanged 81 SP:Iteration 19Q (10426.070000 sec): 3 clusters Score: Raw -989921.323098 + Penalty 4352.059227 = -985569.263871 nChanged 85 SP:Iteration 20F (10426.300000 sec): 3 clusters Score: Raw -989962.373478 + Penalty 4352.059227 = -985610.314251 nChanged 100 SP:Iteration 21Q (10426.480000 sec): 3 clusters Score: Raw -990018.174386 + Penalty 4352.059227 = -985666.115158 nChanged 97 SP:Iteration 22Q (10426.710000 sec): 3 clusters Score: Raw -990075.389997 + Penalty 4352.059227 = -985723.330770 nChanged 109 SP:Iteration 23Q (10426.910000 sec): 3 clusters Score: Raw -990138.015346 + Penalty 4352.059227 = -985785.956119 nChanged 103 SP:Iteration 24Q (10427.150000 sec): 3 clusters Score: Raw -990202.218865 + Penalty 4352.059227 = -985850.159638 nChanged 103 SP:Iteration 25Q (10427.380000 sec): 3 clusters Score: Raw -990260.650169 + Penalty 4352.059227 = -985908.590942 nChanged 77 SP:Iteration 26Q (10427.620000 sec): 3 clusters Score: Raw -990299.341673 + Penalty 4352.059227 = -985947.282446 nChanged 76 SP:Iteration 27Q (10427.830000 sec): 3 clusters Score: Raw -990342.716229 + Penalty 4352.059227 = -985990.657002 nChanged 59 SP:Iteration 28Q (10428.030000 sec): 3 clusters Score: Raw -990379.045366 + Penalty 4352.059227 = -986026.986139 nChanged 53 SP:Iteration 29Q (10428.230000 sec): 3 clusters Score: Raw -990408.792144 + Penalty 4352.059227 = -986056.732917 nChanged 54 SP:Iteration 30Q (10428.450000 sec): 3 clusters Score: Raw -990437.687519 + Penalty 4352.059227 = -986085.628292 nChanged 48 SP:Iteration 31Q (10428.640000 sec): 3 clusters Score: Raw -990465.350435 + Penalty 4352.059227 = -986113.291208 nChanged 40 SP:Iteration 32Q (10428.870000 sec): 3 clusters Score: Raw -990493.343385 + Penalty 4352.059227 = -986141.284157 nChanged 33 SP:Iteration 33Q (10429.030000 sec): 3 clusters Score: Raw -990516.775061 + Penalty 4352.059227 = -986164.715834 nChanged 39 SP:Iteration 34Q (10429.200000 sec): 3 clusters Score: Raw -990546.246956 + Penalty 4352.059227 = -986194.187729 nChanged 47 SP:Iteration 35Q (10429.420000 sec): 3 clusters Score: Raw -990577.596942 + Penalty 4352.059227 = -986225.537714 nChanged 38 SP:Iteration 36Q (10429.640000 sec): 3 clusters Score: Raw -990603.673555 + Penalty 4352.059227 = -986251.614328 nChanged 27 SP:Iteration 37Q (10429.820000 sec): 3 clusters Score: Raw -990621.310047 + Penalty 4352.059227 = -986269.250820 nChanged 24 SP:Iteration 38Q (10430.090000 sec): 3 clusters Score: Raw -990635.101413 + Penalty 4352.059227 = -986283.042186 nChanged 28 SP:Iteration 39Q (10430.280000 sec): 3 clusters Score: Raw -990651.001272 + Penalty 4352.059227 = -986298.942044 nChanged 22 SP:Iteration 40F (10430.490000 sec): 3 clusters Score: Raw -990665.771507 + Penalty 4352.059227 = -986313.712280 nChanged 16 SP:Iteration 41Q (10430.730000 sec): 3 clusters Score: Raw -990677.422400 + Penalty 4352.059227 = -986325.363173 nChanged 18 SP:Iteration 42Q (10430.890000 sec): 3 clusters Score: Raw -990692.491394 + Penalty 4352.059227 = -986340.432167 nChanged 16 SP:Iteration 43Q (10431.130000 sec): 3 clusters Score: Raw -990705.238659 + Penalty 4352.059227 = -986353.179431 nChanged 16 SP:Iteration 44Q (10431.320000 sec): 3 clusters Score: Raw -990714.103180 + Penalty 4352.059227 = -986362.043953 nChanged 16 SP:Iteration 45Q (10431.510000 sec): 3 clusters Score: Raw -990723.330652 + Penalty 4352.059227 = -986371.271425 nChanged 10 SP:Iteration 46Q (10431.700000 sec): 3 clusters Score: Raw -990729.537859 + Penalty 4352.059227 = -986377.478631 nChanged 11 SP:Iteration 47Q (10431.910000 sec): 3 clusters Score: Raw -990738.031415 + Penalty 4352.059227 = -986385.972188 nChanged 7 SP:Iteration 48Q (10432.140000 sec): 3 clusters Score: Raw -990743.929369 + Penalty 4352.059227 = -986391.870142 nChanged 7 SP:Iteration 49Q (10432.350000 sec): 3 clusters Score: Raw -990748.995686 + Penalty 4352.059227 = -986396.936458 nChanged 2 SP:Iteration 50Q (10432.540000 sec): 3 clusters Score: Raw -990750.419062 + Penalty 4352.059227 = -986398.359835 nChanged 2 SP:Iteration 51Q (10432.760000 sec): 3 clusters Score: Raw -990751.791330 + Penalty 4352.059227 = -986399.732103 nChanged 2 SP:Iteration 52Q (10432.940000 sec): 3 clusters Score: Raw -990752.911842 + Penalty 4352.059227 = -986400.852615 nChanged 1 SP:Iteration 53Q (10433.130000 sec): 3 clusters Score: Raw -990753.248213 + Penalty 4352.059227 = -986401.188986 nChanged 0 SP:Iteration 54F (10433.350000 sec): 3 clusters Score: Raw -990753.248213 + Penalty 4352.059227 = -986401.188986 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10433.440000 sec): 2 clusters Score: Raw -35101.258398 + Penalty 1399.192954 = -33702.065444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10433.640000 sec): 3 clusters Score: Raw -35267.353742 + Penalty 2798.385907 = -32468.967835 nChanged 45 SP:Iteration 1F (10433.800000 sec): 3 clusters Score: Raw -35510.233864 + Penalty 2798.385907 = -32711.847957 nChanged 13 SP:Iteration 2Q (10434.030000 sec): 3 clusters Score: Raw -35588.918299 + Penalty 2798.385907 = -32790.532391 nChanged 5 SP:Iteration 3Q (10434.160000 sec): 3 clusters Score: Raw -35635.021467 + Penalty 2798.385907 = -32836.635560 nChanged 3 SP:Iteration 4Q (10434.360000 sec): 3 clusters Score: Raw -35658.832603 + Penalty 2798.385907 = -32860.446696 nChanged 3 SP:Iteration 5Q (10434.510000 sec): 3 clusters Score: Raw -35681.256622 + Penalty 2798.385907 = -32882.870715 nChanged 2 SP:Iteration 6Q (10434.720000 sec): 3 clusters Score: Raw -35699.827894 + Penalty 2798.385907 = -32901.441987 nChanged 2 SP:Iteration 7Q (10434.910000 sec): 3 clusters Score: Raw -35711.368409 + Penalty 2798.385907 = -32912.982501 nChanged 1 SP:Iteration 8Q (10435.090000 sec): 3 clusters Score: Raw -35716.072269 + Penalty 2798.385907 = -32917.686362 nChanged 1 SP:Iteration 9Q (10435.270000 sec): 3 clusters Score: Raw -35719.124990 + Penalty 2798.385907 = -32920.739083 nChanged 1 SP:Iteration 10Q (10435.470000 sec): 3 clusters Score: Raw -35723.320037 + Penalty 2798.385907 = -32924.934130 nChanged 1 SP:Iteration 11Q (10435.640000 sec): 3 clusters Score: Raw -35728.538961 + Penalty 2798.385907 = -32930.153053 nChanged 1 SP:Iteration 12Q (10435.770000 sec): 3 clusters Score: Raw -35731.251467 + Penalty 2798.385907 = -32932.865560 nChanged 0 SP:Iteration 13F (10435.900000 sec): 3 clusters Score: Raw -35731.251467 + Penalty 2798.385907 = -32932.865560 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10435.960000 sec): 2 clusters Score: Raw -43800.232002 + Penalty 1430.543607 = -42369.688395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10436.090000 sec): 3 clusters Score: Raw -43957.114733 + Penalty 2861.087214 = -41096.027519 nChanged 58 SP:Iteration 1F (10436.220000 sec): 3 clusters Score: Raw -44120.222646 + Penalty 2861.087214 = -41259.135432 nChanged 11 SP:Iteration 2Q (10436.350000 sec): 3 clusters Score: Raw -44152.039946 + Penalty 2861.087214 = -41290.952732 nChanged 5 SP:Iteration 3Q (10436.470000 sec): 3 clusters Score: Raw -44165.791254 + Penalty 2861.087214 = -41304.704041 nChanged 3 SP:Iteration 4Q (10436.590000 sec): 3 clusters Score: Raw -44174.533059 + Penalty 2861.087214 = -41313.445845 nChanged 0 SP:Iteration 5F (10436.720000 sec): 3 clusters Score: Raw -44174.533059 + Penalty 2861.087214 = -41313.445845 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10436.790000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10436.910000 sec): 3 clusters Score: Raw -89113.748366 + Penalty 3167.892142 = -85945.856224 nChanged 117 SP:Iteration 1F (10437.040000 sec): 3 clusters Score: Raw -89305.934575 + Penalty 3167.892142 = -86138.042432 nChanged 27 SP:Iteration 2Q (10437.170000 sec): 3 clusters Score: Raw -89361.767737 + Penalty 3167.892142 = -86193.875595 nChanged 11 SP:Iteration 3Q (10437.290000 sec): 3 clusters Score: Raw -89384.035685 + Penalty 3167.892142 = -86216.143543 nChanged 4 SP:Iteration 4Q (10437.400000 sec): 3 clusters Score: Raw -89394.749436 + Penalty 3167.892142 = -86226.857293 nChanged 1 SP:Iteration 5Q (10437.510000 sec): 3 clusters Score: Raw -89397.377687 + Penalty 3167.892142 = -86229.485544 nChanged 1 SP:Iteration 6Q (10437.620000 sec): 3 clusters Score: Raw -89398.925699 + Penalty 3167.892142 = -86231.033557 nChanged 1 SP:Iteration 7Q (10437.730000 sec): 3 clusters Score: Raw -89401.330650 + Penalty 3167.892142 = -86233.438508 nChanged 1 SP:Iteration 8Q (10437.850000 sec): 3 clusters Score: Raw -89403.497038 + Penalty 3167.892142 = -86235.604896 nChanged 4 SP:Iteration 9Q (10437.980000 sec): 3 clusters Score: Raw -89411.357432 + Penalty 3167.892142 = -86243.465290 nChanged 3 SP:Iteration 10Q (10438.110000 sec): 3 clusters Score: Raw -89424.639420 + Penalty 3167.892142 = -86256.747277 nChanged 4 SP:Iteration 11Q (10438.230000 sec): 3 clusters Score: Raw -89437.310912 + Penalty 3167.892142 = -86269.418770 nChanged 2 SP:Iteration 12Q (10438.370000 sec): 3 clusters Score: Raw -89442.879865 + Penalty 3167.892142 = -86274.987723 nChanged 3 SP:Iteration 13Q (10438.580000 sec): 3 clusters Score: Raw -89449.364639 + Penalty 3167.892142 = -86281.472497 nChanged 3 SP:Iteration 14Q (10438.750000 sec): 3 clusters Score: Raw -89456.385051 + Penalty 3167.892142 = -86288.492908 nChanged 0 SP:Iteration 15F (10438.880000 sec): 3 clusters Score: Raw -89456.385051 + Penalty 3167.892142 = -86288.492908 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10438.980000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10439.140000 sec): 3 clusters Score: Raw -100972.599919 + Penalty 3244.350880 = -97728.249039 nChanged 152 SP:Iteration 1F (10439.360000 sec): 3 clusters Score: Raw -101244.038087 + Penalty 3244.350880 = -97999.687207 nChanged 38 SP:Iteration 2F (10439.610000 sec): 3 clusters Score: Raw -101332.335085 + Penalty 3244.350880 = -98087.984205 nChanged 26 SP:Iteration 3Q (10439.790000 sec): 3 clusters Score: Raw -101381.377279 + Penalty 3244.350880 = -98137.026399 nChanged 11 SP:Iteration 4Q (10439.950000 sec): 3 clusters Score: Raw -101417.846451 + Penalty 3244.350880 = -98173.495571 nChanged 8 SP:Iteration 5Q (10440.130000 sec): 3 clusters Score: Raw -101434.174966 + Penalty 3244.350880 = -98189.824086 nChanged 3 SP:Iteration 6Q (10440.330000 sec): 3 clusters Score: Raw -101442.145330 + Penalty 3244.350880 = -98197.794450 nChanged 4 SP:Iteration 7Q (10440.460000 sec): 3 clusters Score: Raw -101449.729924 + Penalty 3244.350880 = -98205.379045 nChanged 4 SP:Iteration 8Q (10440.640000 sec): 3 clusters Score: Raw -101457.351188 + Penalty 3244.350880 = -98213.000308 nChanged 3 SP:Iteration 9Q (10440.820000 sec): 3 clusters Score: Raw -101463.048563 + Penalty 3244.350880 = -98218.697684 nChanged 2 SP:Iteration 10Q (10440.990000 sec): 3 clusters Score: Raw -101465.869965 + Penalty 3244.350880 = -98221.519086 nChanged 1 SP:Iteration 11Q (10441.130000 sec): 3 clusters Score: Raw -101467.234515 + Penalty 3244.350880 = -98222.883635 nChanged 1 SP:Iteration 12Q (10441.300000 sec): 3 clusters Score: Raw -101468.038417 + Penalty 3244.350880 = -98223.687537 nChanged 0 SP:Iteration 13F (10441.480000 sec): 3 clusters Score: Raw -101468.038417 + Penalty 3244.350880 = -98223.687537 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10441.610000 sec): 2 clusters Score: Raw -732194.570981 + Penalty 2103.479765 = -730091.091216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10441.790000 sec): 3 clusters Score: Raw -729889.603982 + Penalty 4206.959530 = -725682.644451 nChanged 1790 SP:Iteration 1F (10442.020000 sec): 3 clusters Score: Raw -730955.274348 + Penalty 4206.959530 = -726748.314818 nChanged 377 SP:Iteration 2F (10442.250000 sec): 3 clusters Score: Raw -731182.578165 + Penalty 4206.959530 = -726975.618634 nChanged 237 SP:Iteration 3Q (10442.430000 sec): 3 clusters Score: Raw -731317.990406 + Penalty 4206.959530 = -727111.030875 nChanged 165 SP:Iteration 4Q (10442.680000 sec): 3 clusters Score: Raw -731405.482220 + Penalty 4206.959530 = -727198.522690 nChanged 125 SP:Iteration 5Q (10442.910000 sec): 3 clusters Score: Raw -731477.421956 + Penalty 4206.959530 = -727270.462426 nChanged 127 SP:Iteration 6Q (10443.100000 sec): 3 clusters Score: Raw -731557.574573 + Penalty 4206.959530 = -727350.615043 nChanged 130 SP:Iteration 7Q (10443.350000 sec): 3 clusters Score: Raw -731645.912425 + Penalty 4206.959530 = -727438.952895 nChanged 125 SP:Iteration 8Q (10443.620000 sec): 3 clusters Score: Raw -731730.045742 + Penalty 4206.959530 = -727523.086212 nChanged 124 SP:Iteration 9Q (10443.780000 sec): 3 clusters Score: Raw -731797.384349 + Penalty 4206.959530 = -727590.424819 nChanged 121 SP:Iteration 10Q (10444.050000 sec): 3 clusters Score: Raw -731855.229881 + Penalty 4206.959530 = -727648.270351 nChanged 94 SP:Iteration 11Q (10444.320000 sec): 3 clusters Score: Raw -731898.860188 + Penalty 4206.959530 = -727691.900658 nChanged 74 SP:Iteration 12Q (10444.540000 sec): 3 clusters Score: Raw -731932.000233 + Penalty 4206.959530 = -727725.040703 nChanged 69 SP:Iteration 13Q (10444.730000 sec): 3 clusters Score: Raw -731961.035749 + Penalty 4206.959530 = -727754.076219 nChanged 60 SP:Iteration 14Q (10444.950000 sec): 3 clusters Score: Raw -731983.253210 + Penalty 4206.959530 = -727776.293679 nChanged 49 SP:Iteration 15Q (10445.160000 sec): 3 clusters Score: Raw -732003.787073 + Penalty 4206.959530 = -727796.827543 nChanged 52 SP:Iteration 16Q (10445.400000 sec): 3 clusters Score: Raw -732023.330718 + Penalty 4206.959530 = -727816.371187 nChanged 48 SP:Iteration 17Q (10445.600000 sec): 3 clusters Score: Raw -732042.357216 + Penalty 4206.959530 = -727835.397686 nChanged 41 SP:Iteration 18Q (10445.830000 sec): 3 clusters Score: Raw -732058.213558 + Penalty 4206.959530 = -727851.254028 nChanged 39 SP:Iteration 19Q (10446.030000 sec): 3 clusters Score: Raw -732071.159666 + Penalty 4206.959530 = -727864.200136 nChanged 34 SP:Iteration 20F (10446.240000 sec): 3 clusters Score: Raw -732084.422954 + Penalty 4206.959530 = -727877.463424 nChanged 33 SP:Iteration 21Q (10446.450000 sec): 3 clusters Score: Raw -732098.586305 + Penalty 4206.959530 = -727891.626775 nChanged 38 SP:Iteration 22Q (10446.670000 sec): 3 clusters Score: Raw -732113.064424 + Penalty 4206.959530 = -727906.104893 nChanged 33 SP:Iteration 23Q (10446.890000 sec): 3 clusters Score: Raw -732125.261651 + Penalty 4206.959530 = -727918.302121 nChanged 27 SP:Iteration 24Q (10447.120000 sec): 3 clusters Score: Raw -732135.363547 + Penalty 4206.959530 = -727928.404017 nChanged 40 SP:Iteration 25Q (10447.320000 sec): 3 clusters Score: Raw -732150.758468 + Penalty 4206.959530 = -727943.798938 nChanged 35 SP:Iteration 26Q (10447.520000 sec): 3 clusters Score: Raw -732163.430524 + Penalty 4206.959530 = -727956.470994 nChanged 32 SP:Iteration 27Q (10447.740000 sec): 3 clusters Score: Raw -732176.371141 + Penalty 4206.959530 = -727969.411611 nChanged 34 SP:Iteration 28Q (10447.970000 sec): 3 clusters Score: Raw -732190.907408 + Penalty 4206.959530 = -727983.947878 nChanged 30 SP:Iteration 29Q (10448.180000 sec): 3 clusters Score: Raw -732202.283938 + Penalty 4206.959530 = -727995.324407 nChanged 30 SP:Iteration 30Q (10448.370000 sec): 3 clusters Score: Raw -732211.356945 + Penalty 4206.959530 = -728004.397415 nChanged 22 SP:Iteration 31Q (10448.580000 sec): 3 clusters Score: Raw -732219.684898 + Penalty 4206.959530 = -728012.725368 nChanged 22 SP:Iteration 32Q (10448.790000 sec): 3 clusters Score: Raw -732227.452363 + Penalty 4206.959530 = -728020.492833 nChanged 20 SP:Iteration 33Q (10448.990000 sec): 3 clusters Score: Raw -732233.543768 + Penalty 4206.959530 = -728026.584238 nChanged 18 SP:Iteration 34Q (10449.280000 sec): 3 clusters Score: Raw -732238.844107 + Penalty 4206.959530 = -728031.884577 nChanged 22 SP:Iteration 35Q (10449.490000 sec): 3 clusters Score: Raw -732246.777732 + Penalty 4206.959530 = -728039.818202 nChanged 25 SP:Iteration 36Q (10449.700000 sec): 3 clusters Score: Raw -732255.627370 + Penalty 4206.959530 = -728048.667840 nChanged 26 SP:Iteration 37Q (10449.920000 sec): 3 clusters Score: Raw -732266.113402 + Penalty 4206.959530 = -728059.153872 nChanged 28 SP:Iteration 38Q (10450.120000 sec): 3 clusters Score: Raw -732275.692795 + Penalty 4206.959530 = -728068.733265 nChanged 24 SP:Iteration 39Q (10450.360000 sec): 3 clusters Score: Raw -732287.577231 + Penalty 4206.959530 = -728080.617700 nChanged 25 SP:Iteration 40F (10450.520000 sec): 3 clusters Score: Raw -732296.604283 + Penalty 4206.959530 = -728089.644753 nChanged 21 SP:Iteration 41Q (10450.750000 sec): 3 clusters Score: Raw -732304.304581 + Penalty 4206.959530 = -728097.345050 nChanged 14 SP:Iteration 42Q (10450.980000 sec): 3 clusters Score: Raw -732311.674795 + Penalty 4206.959530 = -728104.715265 nChanged 18 SP:Iteration 43Q (10451.190000 sec): 3 clusters Score: Raw -732318.328886 + Penalty 4206.959530 = -728111.369356 nChanged 12 SP:Iteration 44Q (10451.370000 sec): 3 clusters Score: Raw -732321.705955 + Penalty 4206.959530 = -728114.746425 nChanged 12 SP:Iteration 45Q (10451.550000 sec): 3 clusters Score: Raw -732325.104170 + Penalty 4206.959530 = -728118.144639 nChanged 11 SP:Iteration 46Q (10451.760000 sec): 3 clusters Score: Raw -732329.046200 + Penalty 4206.959530 = -728122.086670 nChanged 12 SP:Iteration 47Q (10451.970000 sec): 3 clusters Score: Raw -732332.345734 + Penalty 4206.959530 = -728125.386204 nChanged 7 SP:Iteration 48Q (10452.170000 sec): 3 clusters Score: Raw -732334.946024 + Penalty 4206.959530 = -728127.986494 nChanged 8 SP:Iteration 49Q (10452.390000 sec): 3 clusters Score: Raw -732338.939125 + Penalty 4206.959530 = -728131.979595 nChanged 8 SP:Iteration 50Q (10452.600000 sec): 3 clusters Score: Raw -732341.325565 + Penalty 4206.959530 = -728134.366035 nChanged 9 SP:Iteration 51Q (10452.770000 sec): 3 clusters Score: Raw -732344.859554 + Penalty 4206.959530 = -728137.900023 nChanged 12 SP:Iteration 52Q (10452.970000 sec): 3 clusters Score: Raw -732348.790187 + Penalty 4206.959530 = -728141.830657 nChanged 14 SP:Iteration 53Q (10453.180000 sec): 3 clusters Score: Raw -732353.155583 + Penalty 4206.959530 = -728146.196053 nChanged 14 SP:Iteration 54Q (10453.350000 sec): 3 clusters Score: Raw -732357.824742 + Penalty 4206.959530 = -728150.865212 nChanged 15 SP:Iteration 55Q (10453.540000 sec): 3 clusters Score: Raw -732362.560496 + Penalty 4206.959530 = -728155.600966 nChanged 20 SP:Iteration 56Q (10453.770000 sec): 3 clusters Score: Raw -732371.239703 + Penalty 4206.959530 = -728164.280173 nChanged 21 SP:Iteration 57Q (10453.940000 sec): 3 clusters Score: Raw -732379.927681 + Penalty 4206.959530 = -728172.968150 nChanged 26 SP:Iteration 58Q (10454.160000 sec): 3 clusters Score: Raw -732391.602528 + Penalty 4206.959530 = -728184.642997 nChanged 23 SP:Iteration 59Q (10454.370000 sec): 3 clusters Score: Raw -732400.391811 + Penalty 4206.959530 = -728193.432281 nChanged 21 SP:Iteration 60F (10454.570000 sec): 3 clusters Score: Raw -732409.036227 + Penalty 4206.959530 = -728202.076697 nChanged 24 SP:Iteration 61Q (10454.770000 sec): 3 clusters Score: Raw -732419.047653 + Penalty 4206.959530 = -728212.088123 nChanged 25 SP:Iteration 62Q (10454.990000 sec): 3 clusters Score: Raw -732431.071697 + Penalty 4206.959530 = -728224.112167 nChanged 26 SP:Iteration 63Q (10455.190000 sec): 3 clusters Score: Raw -732444.621797 + Penalty 4206.959530 = -728237.662267 nChanged 23 SP:Iteration 64Q (10455.420000 sec): 3 clusters Score: Raw -732457.620290 + Penalty 4206.959530 = -728250.660760 nChanged 31 SP:Iteration 65Q (10455.590000 sec): 3 clusters Score: Raw -732470.320004 + Penalty 4206.959530 = -728263.360474 nChanged 26 SP:Iteration 66Q (10455.740000 sec): 3 clusters Score: Raw -732481.912145 + Penalty 4206.959530 = -728274.952614 nChanged 28 SP:Iteration 67Q (10455.900000 sec): 3 clusters Score: Raw -732495.773990 + Penalty 4206.959530 = -728288.814460 nChanged 34 SP:Iteration 68Q (10456.050000 sec): 3 clusters Score: Raw -732510.743177 + Penalty 4206.959530 = -728303.783647 nChanged 20 SP:Iteration 69Q (10456.210000 sec): 3 clusters Score: Raw -732523.030790 + Penalty 4206.959530 = -728316.071260 nChanged 27 SP:Iteration 70Q (10456.360000 sec): 3 clusters Score: Raw -732538.871604 + Penalty 4206.959530 = -728331.912074 nChanged 23 SP:Iteration 71Q (10456.520000 sec): 3 clusters Score: Raw -732552.841151 + Penalty 4206.959530 = -728345.881621 nChanged 22 SP:Iteration 72Q (10456.670000 sec): 3 clusters Score: Raw -732567.845963 + Penalty 4206.959530 = -728360.886433 nChanged 17 SP:Iteration 73Q (10456.820000 sec): 3 clusters Score: Raw -732576.619249 + Penalty 4206.959530 = -728369.659718 nChanged 19 SP:Iteration 74Q (10456.980000 sec): 3 clusters Score: Raw -732588.583559 + Penalty 4206.959530 = -728381.624029 nChanged 24 SP:Iteration 75Q (10457.130000 sec): 3 clusters Score: Raw -732603.975450 + Penalty 4206.959530 = -728397.015920 nChanged 25 SP:Iteration 76Q (10457.280000 sec): 3 clusters Score: Raw -732623.910800 + Penalty 4206.959530 = -728416.951270 nChanged 35 SP:Iteration 77Q (10457.440000 sec): 3 clusters Score: Raw -732648.040877 + Penalty 4206.959530 = -728441.081347 nChanged 25 SP:Iteration 78Q (10457.590000 sec): 3 clusters Score: Raw -732664.244647 + Penalty 4206.959530 = -728457.285117 nChanged 23 SP:Iteration 79Q (10457.750000 sec): 3 clusters Score: Raw -732678.338026 + Penalty 4206.959530 = -728471.378496 nChanged 21 SP:Iteration 80F (10457.870000 sec): 3 clusters Score: Raw -732690.056245 + Penalty 4206.959530 = -728483.096715 nChanged 14 SP:Iteration 81Q (10457.990000 sec): 3 clusters Score: Raw -732699.347934 + Penalty 4206.959530 = -728492.388404 nChanged 13 SP:Iteration 82Q (10458.120000 sec): 3 clusters Score: Raw -732707.201879 + Penalty 4206.959530 = -728500.242349 nChanged 8 SP:Iteration 83Q (10458.270000 sec): 3 clusters Score: Raw -732711.919984 + Penalty 4206.959530 = -728504.960454 nChanged 10 SP:Iteration 84Q (10458.420000 sec): 3 clusters Score: Raw -732718.492590 + Penalty 4206.959530 = -728511.533060 nChanged 16 SP:Iteration 85Q (10458.580000 sec): 3 clusters Score: Raw -732728.489678 + Penalty 4206.959530 = -728521.530148 nChanged 13 SP:Iteration 86Q (10458.750000 sec): 3 clusters Score: Raw -732733.873626 + Penalty 4206.959530 = -728526.914096 nChanged 6 SP:Iteration 87Q (10458.930000 sec): 3 clusters Score: Raw -732736.600215 + Penalty 4206.959530 = -728529.640685 nChanged 4 SP:Iteration 88Q (10459.100000 sec): 3 clusters Score: Raw -732738.586872 + Penalty 4206.959530 = -728531.627342 nChanged 7 SP:Iteration 89Q (10459.290000 sec): 3 clusters Score: Raw -732744.004702 + Penalty 4206.959530 = -728537.045172 nChanged 7 SP:Iteration 90Q (10459.510000 sec): 3 clusters Score: Raw -732748.669960 + Penalty 4206.959530 = -728541.710430 nChanged 4 SP:Iteration 91Q (10459.700000 sec): 3 clusters Score: Raw -732752.017254 + Penalty 4206.959530 = -728545.057724 nChanged 3 SP:Iteration 92Q (10459.860000 sec): 3 clusters Score: Raw -732753.437984 + Penalty 4206.959530 = -728546.478454 nChanged 4 SP:Iteration 93Q (10460.050000 sec): 3 clusters Score: Raw -732756.037461 + Penalty 4206.959530 = -728549.077931 nChanged 3 SP:Iteration 94Q (10460.180000 sec): 3 clusters Score: Raw -732757.609813 + Penalty 4206.959530 = -728550.650283 nChanged 2 SP:Iteration 95Q (10460.340000 sec): 3 clusters Score: Raw -732759.457011 + Penalty 4206.959530 = -728552.497481 nChanged 3 SP:Iteration 96Q (10460.490000 sec): 3 clusters Score: Raw -732761.521094 + Penalty 4206.959530 = -728554.561564 nChanged 1 SP:Iteration 97Q (10460.680000 sec): 3 clusters Score: Raw -732763.716979 + Penalty 4206.959530 = -728556.757449 nChanged 2 SP:Iteration 98Q (10460.900000 sec): 3 clusters Score: Raw -732765.085788 + Penalty 4206.959530 = -728558.126257 nChanged 2 SP:Iteration 99Q (10461.120000 sec): 3 clusters Score: Raw -732766.902791 + Penalty 4206.959530 = -728559.943261 nChanged 3 SP:Iteration 100F (10461.310000 sec): 3 clusters Score: Raw -732767.994395 + Penalty 4206.959530 = -728561.034865 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (48783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10461.620000 sec): 2 clusters Score: Raw -7716470.954153 + Penalty 2677.194018 = -7713793.760135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10462.040000 sec): 3 clusters Score: Raw -7686418.690719 + Penalty 5354.388037 = -7681064.302682 nChanged 22434 SP:Iteration 1F (10462.470000 sec): 3 clusters Score: Raw -7698736.283469 + Penalty 5354.388037 = -7693381.895432 nChanged 2266 SP:Iteration 2Q (10462.890000 sec): 3 clusters Score: Raw -7699641.985566 + Penalty 5354.388037 = -7694287.597529 nChanged 2411 SP:Iteration 3Q (10463.310000 sec): 3 clusters Score: Raw -7700768.019221 + Penalty 5354.388037 = -7695413.631185 nChanged 2661 SP:Iteration 4F (10463.740000 sec): 3 clusters Score: Raw -7702349.295124 + Penalty 5354.388037 = -7696994.907087 nChanged 3174 SP:Iteration 5F (10464.190000 sec): 3 clusters Score: Raw -7704597.673962 + Penalty 5354.388037 = -7699243.285925 nChanged 3556 SP:Iteration 6F (10464.640000 sec): 3 clusters Score: Raw -7707187.809660 + Penalty 5354.388037 = -7701833.421624 nChanged 3475 SP:Iteration 7F (10465.060000 sec): 3 clusters Score: Raw -7709582.852677 + Penalty 5354.388037 = -7704228.464640 nChanged 3098 SP:Iteration 8F (10465.480000 sec): 3 clusters Score: Raw -7711643.344034 + Penalty 5354.388037 = -7706288.955997 nChanged 2581 SP:Iteration 9F (10465.920000 sec): 3 clusters Score: Raw -7713476.636316 + Penalty 5354.388037 = -7708122.248279 nChanged 2045 SP:Iteration 10Q (10466.360000 sec): 3 clusters Score: Raw -7715033.639078 + Penalty 5354.388037 = -7709679.251042 nChanged 1628 SP:Iteration 11Q (10466.860000 sec): 3 clusters Score: Raw -7716138.595088 + Penalty 5354.388037 = -7710784.207051 nChanged 1306 SP:Iteration 12Q (10467.270000 sec): 3 clusters Score: Raw -7716881.477618 + Penalty 5354.388037 = -7711527.089581 nChanged 1032 SP:Iteration 13Q (10467.760000 sec): 3 clusters Score: Raw -7717424.858244 + Penalty 5354.388037 = -7712070.470207 nChanged 895 SP:Iteration 14Q (10468.160000 sec): 3 clusters Score: Raw -7717833.132517 + Penalty 5354.388037 = -7712478.744481 nChanged 759 SP:Iteration 15Q (10468.580000 sec): 3 clusters Score: Raw -7718154.890115 + Penalty 5354.388037 = -7712800.502079 nChanged 636 SP:Iteration 16Q (10469.050000 sec): 3 clusters Score: Raw -7718376.188386 + Penalty 5354.388037 = -7713021.800349 nChanged 534 SP:Iteration 17Q (10469.500000 sec): 3 clusters Score: Raw -7718535.736822 + Penalty 5354.388037 = -7713181.348786 nChanged 439 SP:Iteration 18Q (10469.860000 sec): 3 clusters Score: Raw -7718651.312733 + Penalty 5354.388037 = -7713296.924696 nChanged 380 SP:Iteration 19Q (10470.290000 sec): 3 clusters Score: Raw -7718746.159585 + Penalty 5354.388037 = -7713391.771548 nChanged 328 SP:Iteration 20F (10470.670000 sec): 3 clusters Score: Raw -7718819.614745 + Penalty 5354.388037 = -7713465.226709 nChanged 267 SP:Iteration 21Q (10471.100000 sec): 3 clusters Score: Raw -7718874.062895 + Penalty 5354.388037 = -7713519.674859 nChanged 244 SP:Iteration 22Q (10471.510000 sec): 3 clusters Score: Raw -7718921.259528 + Penalty 5354.388037 = -7713566.871492 nChanged 223 SP:Iteration 23Q (10471.870000 sec): 3 clusters Score: Raw -7718963.036113 + Penalty 5354.388037 = -7713608.648076 nChanged 197 SP:Iteration 24Q (10472.250000 sec): 3 clusters Score: Raw -7718997.283304 + Penalty 5354.388037 = -7713642.895268 nChanged 173 SP:Iteration 25Q (10472.660000 sec): 3 clusters Score: Raw -7719023.499966 + Penalty 5354.388037 = -7713669.111930 nChanged 129 SP:Iteration 26Q (10473.070000 sec): 3 clusters Score: Raw -7719039.901743 + Penalty 5354.388037 = -7713685.513706 nChanged 104 SP:Iteration 27Q (10473.470000 sec): 3 clusters Score: Raw -7719053.087445 + Penalty 5354.388037 = -7713698.699409 nChanged 85 SP:Iteration 28Q (10473.900000 sec): 3 clusters Score: Raw -7719061.906141 + Penalty 5354.388037 = -7713707.518104 nChanged 85 SP:Iteration 29Q (10474.320000 sec): 3 clusters Score: Raw -7719071.285665 + Penalty 5354.388037 = -7713716.897628 nChanged 66 SP:Iteration 30Q (10474.730000 sec): 3 clusters Score: Raw -7719079.177747 + Penalty 5354.388037 = -7713724.789710 nChanged 74 SP:Iteration 31Q (10475.150000 sec): 3 clusters Score: Raw -7719086.728452 + Penalty 5354.388037 = -7713732.340416 nChanged 63 SP:Iteration 32Q (10475.590000 sec): 3 clusters Score: Raw -7719093.140823 + Penalty 5354.388037 = -7713738.752787 nChanged 61 SP:Iteration 33Q (10476.040000 sec): 3 clusters Score: Raw -7719099.438350 + Penalty 5354.388037 = -7713745.050313 nChanged 63 SP:Iteration 34Q (10476.470000 sec): 3 clusters Score: Raw -7719106.023379 + Penalty 5354.388037 = -7713751.635342 nChanged 70 SP:Iteration 35Q (10476.900000 sec): 3 clusters Score: Raw -7719113.623665 + Penalty 5354.388037 = -7713759.235629 nChanged 65 SP:Iteration 36Q (10477.320000 sec): 3 clusters Score: Raw -7719120.804478 + Penalty 5354.388037 = -7713766.416441 nChanged 51 SP:Iteration 37Q (10477.720000 sec): 3 clusters Score: Raw -7719126.593523 + Penalty 5354.388037 = -7713772.205486 nChanged 49 SP:Iteration 38Q (10478.180000 sec): 3 clusters Score: Raw -7719130.871578 + Penalty 5354.388037 = -7713776.483542 nChanged 37 SP:Iteration 39Q (10478.600000 sec): 3 clusters Score: Raw -7719134.021490 + Penalty 5354.388037 = -7713779.633454 nChanged 32 SP:Iteration 40F (10479.060000 sec): 3 clusters Score: Raw -7719136.069071 + Penalty 5354.388037 = -7713781.681034 nChanged 24 SP:Iteration 41Q (10479.490000 sec): 3 clusters Score: Raw -7719137.981764 + Penalty 5354.388037 = -7713783.593727 nChanged 30 SP:Iteration 42Q (10479.890000 sec): 3 clusters Score: Raw -7719140.848940 + Penalty 5354.388037 = -7713786.460904 nChanged 26 SP:Iteration 43Q (10480.260000 sec): 3 clusters Score: Raw -7719142.917101 + Penalty 5354.388037 = -7713788.529065 nChanged 23 SP:Iteration 44Q (10480.620000 sec): 3 clusters Score: Raw -7719144.656178 + Penalty 5354.388037 = -7713790.268142 nChanged 26 SP:Iteration 45Q (10481.040000 sec): 3 clusters Score: Raw -7719146.857242 + Penalty 5354.388037 = -7713792.469205 nChanged 31 SP:Iteration 46Q (10481.440000 sec): 3 clusters Score: Raw -7719150.224787 + Penalty 5354.388037 = -7713795.836751 nChanged 40 SP:Iteration 47Q (10481.820000 sec): 3 clusters Score: Raw -7719153.742625 + Penalty 5354.388037 = -7713799.354588 nChanged 39 SP:Iteration 48Q (10482.190000 sec): 3 clusters Score: Raw -7719157.164662 + Penalty 5354.388037 = -7713802.776625 nChanged 33 SP:Iteration 49Q (10482.600000 sec): 3 clusters Score: Raw -7719159.515560 + Penalty 5354.388037 = -7713805.127524 nChanged 24 SP:Iteration 50Q (10482.970000 sec): 3 clusters Score: Raw -7719161.459046 + Penalty 5354.388037 = -7713807.071010 nChanged 26 SP:Iteration 51Q (10483.360000 sec): 3 clusters Score: Raw -7719163.748130 + Penalty 5354.388037 = -7713809.360094 nChanged 21 SP:Iteration 52Q (10483.730000 sec): 3 clusters Score: Raw -7719165.092159 + Penalty 5354.388037 = -7713810.704123 nChanged 15 SP:Iteration 53Q (10484.100000 sec): 3 clusters Score: Raw -7719166.130160 + Penalty 5354.388037 = -7713811.742123 nChanged 13 SP:Iteration 54Q (10484.460000 sec): 3 clusters Score: Raw -7719167.057583 + Penalty 5354.388037 = -7713812.669546 nChanged 4 SP:Iteration 55Q (10484.850000 sec): 3 clusters Score: Raw -7719167.350326 + Penalty 5354.388037 = -7713812.962290 nChanged 11 SP:Iteration 56Q (10485.230000 sec): 3 clusters Score: Raw -7719167.967406 + Penalty 5354.388037 = -7713813.579369 nChanged 7 SP:Iteration 57Q (10485.660000 sec): 3 clusters Score: Raw -7719168.551507 + Penalty 5354.388037 = -7713814.163471 nChanged 8 SP:Iteration 58Q (10486.030000 sec): 3 clusters Score: Raw -7719169.110810 + Penalty 5354.388037 = -7713814.722774 nChanged 8 SP:Iteration 59Q (10486.460000 sec): 3 clusters Score: Raw -7719169.934879 + Penalty 5354.388037 = -7713815.546842 nChanged 6 SP:Iteration 60F (10486.890000 sec): 3 clusters Score: Raw -7719170.469467 + Penalty 5354.388037 = -7713816.081430 nChanged 9 SP:Iteration 61Q (10487.350000 sec): 3 clusters Score: Raw -7719171.032118 + Penalty 5354.388037 = -7713816.644081 nChanged 4 SP:Iteration 62Q (10487.790000 sec): 3 clusters Score: Raw -7719171.251636 + Penalty 5354.388037 = -7713816.863600 nChanged 4 SP:Iteration 63Q (10488.170000 sec): 3 clusters Score: Raw -7719171.573811 + Penalty 5354.388037 = -7713817.185775 nChanged 7 SP:Iteration 64Q (10488.580000 sec): 3 clusters Score: Raw -7719172.062760 + Penalty 5354.388037 = -7713817.674724 nChanged 6 SP:Iteration 65Q (10489.000000 sec): 3 clusters Score: Raw -7719172.477324 + Penalty 5354.388037 = -7713818.089288 nChanged 9 SP:Iteration 66Q (10489.470000 sec): 3 clusters Score: Raw -7719173.155528 + Penalty 5354.388037 = -7713818.767492 nChanged 9 SP:Iteration 67Q (10489.900000 sec): 3 clusters Score: Raw -7719173.915289 + Penalty 5354.388037 = -7713819.527253 nChanged 14 SP:Iteration 68Q (10490.370000 sec): 3 clusters Score: Raw -7719175.076816 + Penalty 5354.388037 = -7713820.688779 nChanged 15 SP:Iteration 69Q (10490.810000 sec): 3 clusters Score: Raw -7719176.094337 + Penalty 5354.388037 = -7713821.706300 nChanged 11 SP:Iteration 70Q (10491.200000 sec): 3 clusters Score: Raw -7719177.035561 + Penalty 5354.388037 = -7713822.647524 nChanged 13 SP:Iteration 71Q (10491.660000 sec): 3 clusters Score: Raw -7719177.971671 + Penalty 5354.388037 = -7713823.583634 nChanged 12 SP:Iteration 72Q (10492.160000 sec): 3 clusters Score: Raw -7719178.874661 + Penalty 5354.388037 = -7713824.486625 nChanged 12 SP:Iteration 73Q (10492.640000 sec): 3 clusters Score: Raw -7719179.798784 + Penalty 5354.388037 = -7713825.410748 nChanged 13 SP:Iteration 74Q (10493.150000 sec): 3 clusters Score: Raw -7719180.754828 + Penalty 5354.388037 = -7713826.366792 nChanged 7 SP:Iteration 75Q (10493.600000 sec): 3 clusters Score: Raw -7719181.035372 + Penalty 5354.388037 = -7713826.647336 nChanged 3 SP:Iteration 76Q (10494.000000 sec): 3 clusters Score: Raw -7719181.171876 + Penalty 5354.388037 = -7713826.783840 nChanged 2 SP:Iteration 77Q (10494.420000 sec): 3 clusters Score: Raw -7719181.265766 + Penalty 5354.388037 = -7713826.877730 nChanged 2 SP:Iteration 78Q (10494.890000 sec): 3 clusters Score: Raw -7719181.327083 + Penalty 5354.388037 = -7713826.939046 nChanged 0 SP:Iteration 79F (10495.400000 sec): 3 clusters Score: Raw -7719181.327083 + Penalty 5354.388037 = -7713826.939046 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 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10495.500000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10495.700000 sec): 3 clusters Score: Raw -1447124.645539 + Penalty 4520.076892 = -1442604.568648 nChanged 3787 SP:Iteration 1F (10495.900000 sec): 3 clusters Score: Raw -1449214.491678 + Penalty 4520.076892 = -1444694.414786 nChanged 647 SP:Iteration 2F (10496.140000 sec): 3 clusters Score: Raw -1449546.576940 + Penalty 4520.076892 = -1445026.500048 nChanged 546 SP:Iteration 3F (10496.330000 sec): 3 clusters Score: Raw -1449835.431926 + Penalty 4520.076892 = -1445315.355034 nChanged 518 SP:Iteration 4F (10496.530000 sec): 3 clusters Score: Raw -1450140.361208 + Penalty 4520.076892 = -1445620.284317 nChanged 478 SP:Iteration 5F (10496.750000 sec): 3 clusters Score: Raw -1450457.989861 + Penalty 4520.076892 = -1445937.912969 nChanged 452 SP:Iteration 6Q (10497.000000 sec): 3 clusters Score: Raw -1450777.253791 + Penalty 4520.076892 = -1446257.176899 nChanged 444 SP:Iteration 7Q (10497.220000 sec): 3 clusters Score: Raw -1451118.425749 + Penalty 4520.076892 = -1446598.348857 nChanged 420 SP:Iteration 8Q (10497.430000 sec): 3 clusters Score: Raw -1451429.525592 + Penalty 4520.076892 = -1446909.448700 nChanged 381 SP:Iteration 9Q (10497.640000 sec): 3 clusters Score: Raw -1451714.036185 + Penalty 4520.076892 = -1447193.959294 nChanged 266 SP:Iteration 10Q (10497.870000 sec): 3 clusters Score: Raw -1451900.179961 + Penalty 4520.076892 = -1447380.103069 nChanged 198 SP:Iteration 11Q (10498.080000 sec): 3 clusters Score: Raw -1452032.050565 + Penalty 4520.076892 = -1447511.973673 nChanged 146 SP:Iteration 12Q (10498.310000 sec): 3 clusters Score: Raw -1452128.958382 + Penalty 4520.076892 = -1447608.881490 nChanged 125 SP:Iteration 13Q (10498.570000 sec): 3 clusters Score: Raw -1452217.847373 + Penalty 4520.076892 = -1447697.770481 nChanged 96 SP:Iteration 14Q (10498.800000 sec): 3 clusters Score: Raw -1452288.178581 + Penalty 4520.076892 = -1447768.101690 nChanged 77 SP:Iteration 15Q (10499.040000 sec): 3 clusters Score: Raw -1452346.751147 + Penalty 4520.076892 = -1447826.674255 nChanged 53 SP:Iteration 16Q (10499.250000 sec): 3 clusters Score: Raw -1452383.531248 + Penalty 4520.076892 = -1447863.454356 nChanged 41 SP:Iteration 17Q (10499.490000 sec): 3 clusters Score: Raw -1452410.675832 + Penalty 4520.076892 = -1447890.598941 nChanged 27 SP:Iteration 18Q (10499.680000 sec): 3 clusters Score: Raw -1452428.141425 + Penalty 4520.076892 = -1447908.064534 nChanged 20 SP:Iteration 19Q (10499.930000 sec): 3 clusters Score: Raw -1452440.531356 + Penalty 4520.076892 = -1447920.454464 nChanged 15 SP:Iteration 20F (10500.190000 sec): 3 clusters Score: Raw -1452450.792332 + Penalty 4520.076892 = -1447930.715441 nChanged 11 SP:Iteration 21Q (10500.450000 sec): 3 clusters Score: Raw -1452457.384182 + Penalty 4520.076892 = -1447937.307290 nChanged 11 SP:Iteration 22Q (10500.640000 sec): 3 clusters Score: Raw -1452464.399696 + Penalty 4520.076892 = -1447944.322804 nChanged 7 SP:Iteration 23Q (10500.860000 sec): 3 clusters Score: Raw -1452468.927507 + Penalty 4520.076892 = -1447948.850616 nChanged 6 SP:Iteration 24Q (10501.130000 sec): 3 clusters Score: Raw -1452473.089947 + Penalty 4520.076892 = -1447953.013056 nChanged 7 SP:Iteration 25Q (10501.300000 sec): 3 clusters Score: Raw -1452476.851936 + Penalty 4520.076892 = -1447956.775044 nChanged 11 SP:Iteration 26Q (10501.550000 sec): 3 clusters Score: Raw -1452482.659418 + Penalty 4520.076892 = -1447962.582526 nChanged 5 SP:Iteration 27Q (10501.750000 sec): 3 clusters Score: Raw -1452485.372712 + Penalty 4520.076892 = -1447965.295820 nChanged 5 SP:Iteration 28Q (10502.010000 sec): 3 clusters Score: Raw -1452488.792513 + Penalty 4520.076892 = -1447968.715621 nChanged 3 SP:Iteration 29Q (10502.240000 sec): 3 clusters Score: Raw -1452491.166094 + Penalty 4520.076892 = -1447971.089202 nChanged 3 SP:Iteration 30Q (10502.520000 sec): 3 clusters Score: Raw -1452492.962578 + Penalty 4520.076892 = -1447972.885686 nChanged 1 SP:Iteration 31Q (10502.790000 sec): 3 clusters Score: Raw -1452493.859685 + Penalty 4520.076892 = -1447973.782793 nChanged 2 SP:Iteration 32Q (10503.060000 sec): 3 clusters Score: Raw -1452495.783781 + Penalty 4520.076892 = -1447975.706889 nChanged 1 SP:Iteration 33Q (10503.260000 sec): 3 clusters Score: Raw -1452497.179228 + Penalty 4520.076892 = -1447977.102336 nChanged 5 SP:Iteration 34Q (10503.460000 sec): 3 clusters Score: Raw -1452501.509373 + Penalty 4520.076892 = -1447981.432481 nChanged 3 SP:Iteration 35Q (10503.700000 sec): 3 clusters Score: Raw -1452503.218203 + Penalty 4520.076892 = -1447983.141312 nChanged 2 SP:Iteration 36Q (10503.950000 sec): 3 clusters Score: Raw -1452504.575909 + Penalty 4520.076892 = -1447984.499017 nChanged 3 SP:Iteration 37Q (10504.110000 sec): 3 clusters Score: Raw -1452506.048066 + Penalty 4520.076892 = -1447985.971175 nChanged 2 SP:Iteration 38Q (10504.320000 sec): 3 clusters Score: Raw -1452508.090292 + Penalty 4520.076892 = -1447988.013400 nChanged 5 SP:Iteration 39Q (10504.540000 sec): 3 clusters Score: Raw -1452512.446706 + Penalty 4520.076892 = -1447992.369814 nChanged 4 SP:Iteration 40F (10504.800000 sec): 3 clusters Score: Raw -1452514.980373 + Penalty 4520.076892 = -1447994.903482 nChanged 2 SP:Iteration 41Q (10505.000000 sec): 3 clusters Score: Raw -1452515.699598 + Penalty 4520.076892 = -1447995.622707 nChanged 2 SP:Iteration 42Q (10505.200000 sec): 3 clusters Score: Raw -1452516.929308 + Penalty 4520.076892 = -1447996.852416 nChanged 0 SP:Iteration 43F (10505.440000 sec): 3 clusters Score: Raw -1452516.929308 + Penalty 4520.076892 = -1447996.852416 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10505.550000 sec): 2 clusters Score: Raw -110713.098165 + Penalty 1631.309617 = -109081.788548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10505.710000 sec): 3 clusters Score: Raw -110676.164609 + Penalty 3262.619233 = -107413.545376 nChanged 157 SP:Iteration 1F (10505.920000 sec): 3 clusters Score: Raw -110907.645318 + Penalty 3262.619233 = -107645.026085 nChanged 39 SP:Iteration 2F (10506.080000 sec): 3 clusters Score: Raw -110972.072081 + Penalty 3262.619233 = -107709.452848 nChanged 12 SP:Iteration 3Q (10506.270000 sec): 3 clusters Score: Raw -111015.214219 + Penalty 3262.619233 = -107752.594986 nChanged 13 SP:Iteration 4Q (10506.410000 sec): 3 clusters Score: Raw -111071.006929 + Penalty 3262.619233 = -107808.387695 nChanged 10 SP:Iteration 5Q (10506.560000 sec): 3 clusters Score: Raw -111109.628964 + Penalty 3262.619233 = -107847.009730 nChanged 14 SP:Iteration 6Q (10506.690000 sec): 3 clusters Score: Raw -111155.812417 + Penalty 3262.619233 = -107893.193183 nChanged 20 SP:Iteration 7Q (10506.830000 sec): 3 clusters Score: Raw -111219.616211 + Penalty 3262.619233 = -107956.996977 nChanged 15 SP:Iteration 8Q (10506.960000 sec): 3 clusters Score: Raw -111240.430670 + Penalty 3262.619233 = -107977.811436 nChanged 9 SP:Iteration 9Q (10507.140000 sec): 3 clusters Score: Raw -111251.381399 + Penalty 3262.619233 = -107988.762166 nChanged 16 SP:Iteration 10Q (10507.320000 sec): 3 clusters Score: Raw -111288.873111 + Penalty 3262.619233 = -108026.253878 nChanged 16 SP:Iteration 11Q (10507.490000 sec): 3 clusters Score: Raw -111314.114366 + Penalty 3262.619233 = -108051.495133 nChanged 14 SP:Iteration 12Q (10507.630000 sec): 3 clusters Score: Raw -111345.432226 + Penalty 3262.619233 = -108082.812992 nChanged 12 SP:Iteration 13Q (10507.800000 sec): 3 clusters Score: Raw -111369.674215 + Penalty 3262.619233 = -108107.054982 nChanged 11 SP:Iteration 14Q (10507.980000 sec): 3 clusters Score: Raw -111394.858431 + Penalty 3262.619233 = -108132.239198 nChanged 13 SP:Iteration 15Q (10508.150000 sec): 3 clusters Score: Raw -111421.401490 + Penalty 3262.619233 = -108158.782256 nChanged 15 SP:Iteration 16Q (10508.330000 sec): 3 clusters Score: Raw -111453.005692 + Penalty 3262.619233 = -108190.386459 nChanged 14 SP:Iteration 17Q (10508.500000 sec): 3 clusters Score: Raw -111476.800396 + Penalty 3262.619233 = -108214.181162 nChanged 10 SP:Iteration 18Q (10508.660000 sec): 3 clusters Score: Raw -111494.800750 + Penalty 3262.619233 = -108232.181517 nChanged 9 SP:Iteration 19Q (10508.800000 sec): 3 clusters Score: Raw -111511.863421 + Penalty 3262.619233 = -108249.244188 nChanged 5 SP:Iteration 20F (10508.940000 sec): 3 clusters Score: Raw -111521.796979 + Penalty 3262.619233 = -108259.177746 nChanged 6 SP:Iteration 21Q (10509.130000 sec): 3 clusters Score: Raw -111536.022781 + Penalty 3262.619233 = -108273.403548 nChanged 7 SP:Iteration 22Q (10509.280000 sec): 3 clusters Score: Raw -111552.918687 + Penalty 3262.619233 = -108290.299454 nChanged 7 SP:Iteration 23Q (10509.460000 sec): 3 clusters Score: Raw -111571.996113 + Penalty 3262.619233 = -108309.376879 nChanged 10 SP:Iteration 24Q (10509.620000 sec): 3 clusters Score: Raw -111607.056147 + Penalty 3262.619233 = -108344.436914 nChanged 10 SP:Iteration 25Q (10509.830000 sec): 3 clusters Score: Raw -111637.878145 + Penalty 3262.619233 = -108375.258911 nChanged 7 SP:Iteration 26Q (10509.980000 sec): 3 clusters Score: Raw -111652.855440 + Penalty 3262.619233 = -108390.236206 nChanged 9 SP:Iteration 27Q (10510.200000 sec): 3 clusters Score: Raw -111675.144749 + Penalty 3262.619233 = -108412.525516 nChanged 6 SP:Iteration 28Q (10510.340000 sec): 3 clusters Score: Raw -111691.409794 + Penalty 3262.619233 = -108428.790561 nChanged 7 SP:Iteration 29Q (10510.530000 sec): 3 clusters Score: Raw -111711.005658 + Penalty 3262.619233 = -108448.386424 nChanged 3 SP:Iteration 30Q (10510.700000 sec): 3 clusters Score: Raw -111719.383620 + Penalty 3262.619233 = -108456.764386 nChanged 2 SP:Iteration 31Q (10510.900000 sec): 3 clusters Score: Raw -111724.310966 + Penalty 3262.619233 = -108461.691732 nChanged 5 SP:Iteration 32Q (10511.100000 sec): 3 clusters Score: Raw -111740.819856 + Penalty 3262.619233 = -108478.200622 nChanged 4 SP:Iteration 33Q (10511.300000 sec): 3 clusters Score: Raw -111748.082823 + Penalty 3262.619233 = -108485.463590 nChanged 3 SP:Iteration 34Q (10511.500000 sec): 3 clusters Score: Raw -111754.006902 + Penalty 3262.619233 = -108491.387668 nChanged 2 SP:Iteration 35Q (10511.690000 sec): 3 clusters Score: Raw -111758.317175 + Penalty 3262.619233 = -108495.697941 nChanged 1 SP:Iteration 36Q (10511.890000 sec): 3 clusters Score: Raw -111761.133638 + Penalty 3262.619233 = -108498.514405 nChanged 0 SP:Iteration 37F (10512.060000 sec): 3 clusters Score: Raw -111764.807179 + Penalty 3262.619233 = -108502.187946 nChanged 1 SP:Iteration 38Q (10512.240000 sec): 3 clusters Score: Raw -111770.731996 + Penalty 3262.619233 = -108508.112763 nChanged 0 SP:Iteration 39F (10512.420000 sec): 3 clusters Score: Raw -111770.731996 + Penalty 3262.619233 = -108508.112763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10512.600000 sec): 2 clusters Score: Raw -1482420.775338 + Penalty 2265.205018 = -1480155.570320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10512.870000 sec): 3 clusters Score: Raw -1477498.278880 + Penalty 4530.410035 = -1472967.868845 nChanged 3850 SP:Iteration 1F (10513.090000 sec): 3 clusters Score: Raw -1479582.802200 + Penalty 4530.410035 = -1475052.392165 nChanged 601 SP:Iteration 2F (10513.310000 sec): 3 clusters Score: Raw -1479849.096077 + Penalty 4530.410035 = -1475318.686042 nChanged 425 SP:Iteration 3Q (10513.540000 sec): 3 clusters Score: Raw -1480024.835952 + Penalty 4530.410035 = -1475494.425917 nChanged 349 SP:Iteration 4Q (10513.820000 sec): 3 clusters Score: Raw -1480169.267145 + Penalty 4530.410035 = -1475638.857110 nChanged 295 SP:Iteration 5Q (10514.030000 sec): 3 clusters Score: Raw -1480301.884859 + Penalty 4530.410035 = -1475771.474824 nChanged 308 SP:Iteration 6Q (10514.290000 sec): 3 clusters Score: Raw -1480442.653136 + Penalty 4530.410035 = -1475912.243101 nChanged 327 SP:Iteration 7Q (10514.550000 sec): 3 clusters Score: Raw -1480587.183521 + Penalty 4530.410035 = -1476056.773486 nChanged 330 SP:Iteration 8Q (10514.760000 sec): 3 clusters Score: Raw -1480748.733322 + Penalty 4530.410035 = -1476218.323287 nChanged 361 SP:Iteration 9Q (10515.020000 sec): 3 clusters Score: Raw -1480948.644998 + Penalty 4530.410035 = -1476418.234963 nChanged 392 SP:Iteration 10Q (10515.260000 sec): 3 clusters Score: Raw -1481187.443098 + Penalty 4530.410035 = -1476657.033063 nChanged 401 SP:Iteration 11Q (10515.530000 sec): 3 clusters Score: Raw -1481460.215640 + Penalty 4530.410035 = -1476929.805605 nChanged 361 SP:Iteration 12Q (10515.790000 sec): 3 clusters Score: Raw -1481718.909617 + Penalty 4530.410035 = -1477188.499582 nChanged 313 SP:Iteration 13Q (10516.040000 sec): 3 clusters Score: Raw -1481952.815407 + Penalty 4530.410035 = -1477422.405372 nChanged 260 SP:Iteration 14Q (10516.260000 sec): 3 clusters Score: Raw -1482165.539097 + Penalty 4530.410035 = -1477635.129062 nChanged 218 SP:Iteration 15Q (10516.460000 sec): 3 clusters Score: Raw -1482339.443552 + Penalty 4530.410035 = -1477809.033517 nChanged 141 SP:Iteration 16Q (10516.670000 sec): 3 clusters Score: Raw -1482452.608282 + Penalty 4530.410035 = -1477922.198247 nChanged 96 SP:Iteration 17Q (10516.870000 sec): 3 clusters Score: Raw -1482539.569708 + Penalty 4530.410035 = -1478009.159673 nChanged 66 SP:Iteration 18Q (10517.090000 sec): 3 clusters Score: Raw -1482603.420503 + Penalty 4530.410035 = -1478073.010468 nChanged 46 SP:Iteration 19Q (10517.350000 sec): 3 clusters Score: Raw -1482647.487914 + Penalty 4530.410035 = -1478117.077879 nChanged 34 SP:Iteration 20F (10517.540000 sec): 3 clusters Score: Raw -1482679.608248 + Penalty 4530.410035 = -1478149.198213 nChanged 26 SP:Iteration 21Q (10517.760000 sec): 3 clusters Score: Raw -1482704.179729 + Penalty 4530.410035 = -1478173.769694 nChanged 14 SP:Iteration 22Q (10517.960000 sec): 3 clusters Score: Raw -1482717.924114 + Penalty 4530.410035 = -1478187.514079 nChanged 13 SP:Iteration 23Q (10518.190000 sec): 3 clusters Score: Raw -1482727.544290 + Penalty 4530.410035 = -1478197.134255 nChanged 8 SP:Iteration 24Q (10518.400000 sec): 3 clusters Score: Raw -1482735.164545 + Penalty 4530.410035 = -1478204.754510 nChanged 8 SP:Iteration 25Q (10518.640000 sec): 3 clusters Score: Raw -1482741.118325 + Penalty 4530.410035 = -1478210.708289 nChanged 4 SP:Iteration 26Q (10518.800000 sec): 3 clusters Score: Raw -1482743.784677 + Penalty 4530.410035 = -1478213.374642 nChanged 2 SP:Iteration 27Q (10518.930000 sec): 3 clusters Score: Raw -1482745.936269 + Penalty 4530.410035 = -1478215.526234 nChanged 4 SP:Iteration 28Q (10519.110000 sec): 3 clusters Score: Raw -1482752.200585 + Penalty 4530.410035 = -1478221.790550 nChanged 3 SP:Iteration 29Q (10519.290000 sec): 3 clusters Score: Raw -1482755.565977 + Penalty 4530.410035 = -1478225.155941 nChanged 4 SP:Iteration 30Q (10519.420000 sec): 3 clusters Score: Raw -1482758.491071 + Penalty 4530.410035 = -1478228.081036 nChanged 0 SP:Iteration 31F (10519.600000 sec): 3 clusters Score: Raw -1482758.491071 + Penalty 4530.410035 = -1478228.081036 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10520.030000 sec): 2 clusters Score: Raw -12230453.226730 + Penalty 2785.455646 = -12227667.771084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10520.630000 sec): 3 clusters Score: Raw -12182612.433794 + Penalty 5570.911292 = -12177041.522502 nChanged 35389 SP:Iteration 1F (10521.220000 sec): 3 clusters Score: Raw -12202887.578450 + Penalty 5570.911292 = -12197316.667158 nChanged 3057 SP:Iteration 2Q (10521.890000 sec): 3 clusters Score: Raw -12203886.723882 + Penalty 5570.911292 = -12198315.812590 nChanged 3572 SP:Iteration 3Q (10522.520000 sec): 3 clusters Score: Raw -12205399.488050 + Penalty 5570.911292 = -12199828.576758 nChanged 4471 SP:Iteration 4F (10523.140000 sec): 3 clusters Score: Raw -12207971.803600 + Penalty 5570.911292 = -12202400.892308 nChanged 5783 SP:Iteration 5F (10523.740000 sec): 3 clusters Score: Raw -12212309.959537 + Penalty 5570.911292 = -12206739.048245 nChanged 6596 SP:Iteration 6F (10524.310000 sec): 3 clusters Score: Raw -12218106.378727 + Penalty 5570.911292 = -12212535.467435 nChanged 5922 SP:Iteration 7F (10524.920000 sec): 3 clusters Score: Raw -12223563.008942 + Penalty 5570.911292 = -12217992.097650 nChanged 4129 SP:Iteration 8F (10525.490000 sec): 3 clusters Score: Raw -12227172.352017 + Penalty 5570.911292 = -12221601.440725 nChanged 2361 SP:Iteration 9Q (10526.100000 sec): 3 clusters Score: Raw -12229063.849182 + Penalty 5570.911292 = -12223492.937890 nChanged 1290 SP:Iteration 10Q (10526.720000 sec): 3 clusters Score: Raw -12230031.824055 + Penalty 5570.911292 = -12224460.912763 nChanged 735 SP:Iteration 11Q (10527.350000 sec): 3 clusters Score: Raw -12230499.047651 + Penalty 5570.911292 = -12224928.136359 nChanged 408 SP:Iteration 12Q (10527.960000 sec): 3 clusters Score: Raw -12230729.426478 + Penalty 5570.911292 = -12225158.515186 nChanged 216 SP:Iteration 13Q (10528.470000 sec): 3 clusters Score: Raw -12230847.205701 + Penalty 5570.911292 = -12225276.294409 nChanged 139 SP:Iteration 14Q (10528.980000 sec): 3 clusters Score: Raw -12230929.262220 + Penalty 5570.911292 = -12225358.350928 nChanged 98 SP:Iteration 15Q (10529.540000 sec): 3 clusters Score: Raw -12230973.451890 + Penalty 5570.911292 = -12225402.540598 nChanged 57 SP:Iteration 16Q (10530.070000 sec): 3 clusters Score: Raw -12230999.498567 + Penalty 5570.911292 = -12225428.587275 nChanged 55 SP:Iteration 17Q (10530.710000 sec): 3 clusters Score: Raw -12231024.003544 + Penalty 5570.911292 = -12225453.092252 nChanged 46 SP:Iteration 18Q (10531.260000 sec): 3 clusters Score: Raw -12231043.421788 + Penalty 5570.911292 = -12225472.510496 nChanged 33 SP:Iteration 19Q (10531.770000 sec): 3 clusters Score: Raw -12231056.832759 + Penalty 5570.911292 = -12225485.921467 nChanged 40 SP:Iteration 20F (10532.370000 sec): 3 clusters Score: Raw -12231073.614624 + Penalty 5570.911292 = -12225502.703332 nChanged 38 SP:Iteration 21Q (10532.890000 sec): 3 clusters Score: Raw -12231087.870065 + Penalty 5570.911292 = -12225516.958773 nChanged 33 SP:Iteration 22Q (10533.420000 sec): 3 clusters Score: Raw -12231102.693524 + Penalty 5570.911292 = -12225531.782232 nChanged 23 SP:Iteration 23Q (10533.920000 sec): 3 clusters Score: Raw -12231111.664365 + Penalty 5570.911292 = -12225540.753073 nChanged 24 SP:Iteration 24Q (10534.460000 sec): 3 clusters Score: Raw -12231123.788079 + Penalty 5570.911292 = -12225552.876787 nChanged 26 SP:Iteration 25Q (10535.100000 sec): 3 clusters Score: Raw -12231131.388750 + Penalty 5570.911292 = -12225560.477458 nChanged 23 SP:Iteration 26Q (10535.710000 sec): 3 clusters Score: Raw -12231139.402415 + Penalty 5570.911292 = -12225568.491122 nChanged 16 SP:Iteration 27Q (10536.330000 sec): 3 clusters Score: Raw -12231147.067974 + Penalty 5570.911292 = -12225576.156682 nChanged 19 SP:Iteration 28Q (10536.880000 sec): 3 clusters Score: Raw -12231155.852947 + Penalty 5570.911292 = -12225584.941655 nChanged 13 SP:Iteration 29Q (10537.430000 sec): 3 clusters Score: Raw -12231161.016830 + Penalty 5570.911292 = -12225590.105538 nChanged 9 SP:Iteration 30Q (10538.020000 sec): 3 clusters Score: Raw -12231163.702763 + Penalty 5570.911292 = -12225592.791471 nChanged 10 SP:Iteration 31Q (10538.550000 sec): 3 clusters Score: Raw -12231168.811694 + Penalty 5570.911292 = -12225597.900402 nChanged 16 SP:Iteration 32Q (10539.110000 sec): 3 clusters Score: Raw -12231175.971819 + Penalty 5570.911292 = -12225605.060527 nChanged 12 SP:Iteration 33Q (10539.620000 sec): 3 clusters Score: Raw -12231180.798757 + Penalty 5570.911292 = -12225609.887465 nChanged 10 SP:Iteration 34Q (10540.110000 sec): 3 clusters Score: Raw -12231184.864337 + Penalty 5570.911292 = -12225613.953045 nChanged 4 SP:Iteration 35Q (10540.680000 sec): 3 clusters Score: Raw -12231186.877864 + Penalty 5570.911292 = -12225615.966571 nChanged 3 SP:Iteration 36Q (10541.250000 sec): 3 clusters Score: Raw -12231188.004827 + Penalty 5570.911292 = -12225617.093535 nChanged 3 SP:Iteration 37Q (10541.780000 sec): 3 clusters Score: Raw -12231189.212832 + Penalty 5570.911292 = -12225618.301540 nChanged 5 SP:Iteration 38Q (10542.290000 sec): 3 clusters Score: Raw -12231190.568993 + Penalty 5570.911292 = -12225619.657700 nChanged 1 SP:Iteration 39Q (10542.810000 sec): 3 clusters Score: Raw -12231191.035981 + Penalty 5570.911292 = -12225620.124689 nChanged 2 SP:Iteration 40F (10543.380000 sec): 3 clusters Score: Raw -12231192.198452 + Penalty 5570.911292 = -12225621.287160 nChanged 1 SP:Iteration 41Q (10543.940000 sec): 3 clusters Score: Raw -12231192.618164 + Penalty 5570.911292 = -12225621.706872 nChanged 2 SP:Iteration 42Q (10544.510000 sec): 3 clusters Score: Raw -12231193.524839 + Penalty 5570.911292 = -12225622.613547 nChanged 2 SP:Iteration 43Q (10545.020000 sec): 3 clusters Score: Raw -12231193.972479 + Penalty 5570.911292 = -12225623.061186 nChanged 3 SP:Iteration 44Q (10545.540000 sec): 3 clusters Score: Raw -12231195.158037 + Penalty 5570.911292 = -12225624.246745 nChanged 8 SP:Iteration 45Q (10546.080000 sec): 3 clusters Score: Raw -12231199.258736 + Penalty 5570.911292 = -12225628.347444 nChanged 5 SP:Iteration 46Q (10546.680000 sec): 3 clusters Score: Raw -12231200.520199 + Penalty 5570.911292 = -12225629.608907 nChanged 5 SP:Iteration 47Q (10547.210000 sec): 3 clusters Score: Raw -12231202.711010 + Penalty 5570.911292 = -12225631.799718 nChanged 9 SP:Iteration 48Q (10547.750000 sec): 3 clusters Score: Raw -12231205.979184 + Penalty 5570.911292 = -12225635.067892 nChanged 4 SP:Iteration 49Q (10548.230000 sec): 3 clusters Score: Raw -12231207.366310 + Penalty 5570.911292 = -12225636.455018 nChanged 3 SP:Iteration 50Q (10548.710000 sec): 3 clusters Score: Raw -12231208.330682 + Penalty 5570.911292 = -12225637.419390 nChanged 5 SP:Iteration 51Q (10549.320000 sec): 3 clusters Score: Raw -12231209.641173 + Penalty 5570.911292 = -12225638.729881 nChanged 2 SP:Iteration 52Q (10549.860000 sec): 3 clusters Score: Raw -12231210.502204 + Penalty 5570.911292 = -12225639.590911 nChanged 3 SP:Iteration 53Q (10550.400000 sec): 3 clusters Score: Raw -12231211.136481 + Penalty 5570.911292 = -12225640.225189 nChanged 1 SP:Iteration 54Q (10550.960000 sec): 3 clusters Score: Raw -12231211.320565 + Penalty 5570.911292 = -12225640.409273 nChanged 0 SP:Iteration 55F (10551.570000 sec): 3 clusters Score: Raw -12231211.320565 + Penalty 5570.911292 = -12225640.409273 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (14932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10551.760000 sec): 2 clusters Score: Raw -2277432.489067 + Penalty 2383.592936 = -2275048.896131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10552.040000 sec): 3 clusters Score: Raw -2269014.155836 + Penalty 4767.185873 = -2264246.969963 nChanged 6459 SP:Iteration 1F (10552.240000 sec): 3 clusters Score: Raw -2272844.363565 + Penalty 4767.185873 = -2268077.177692 nChanged 1084 SP:Iteration 2F (10552.470000 sec): 3 clusters Score: Raw -2273578.456292 + Penalty 4767.185873 = -2268811.270419 nChanged 988 SP:Iteration 3F (10552.710000 sec): 3 clusters Score: Raw -2274161.499999 + Penalty 4767.185873 = -2269394.314126 nChanged 851 SP:Iteration 4F (10552.910000 sec): 3 clusters Score: Raw -2274637.258171 + Penalty 4767.185873 = -2269870.072298 nChanged 761 SP:Iteration 5F (10553.190000 sec): 3 clusters Score: Raw -2275070.520453 + Penalty 4767.185873 = -2270303.334580 nChanged 767 SP:Iteration 6F (10553.400000 sec): 3 clusters Score: Raw -2275542.118993 + Penalty 4767.185873 = -2270774.933120 nChanged 772 SP:Iteration 7F (10553.690000 sec): 3 clusters Score: Raw -2276082.900471 + Penalty 4767.185873 = -2271315.714599 nChanged 745 SP:Iteration 8Q (10553.920000 sec): 3 clusters Score: Raw -2276645.978398 + Penalty 4767.185873 = -2271878.792525 nChanged 678 SP:Iteration 9Q (10554.150000 sec): 3 clusters Score: Raw -2277210.654647 + Penalty 4767.185873 = -2272443.468775 nChanged 582 SP:Iteration 10Q (10554.420000 sec): 3 clusters Score: Raw -2277734.255775 + Penalty 4767.185873 = -2272967.069902 nChanged 446 SP:Iteration 11Q (10554.670000 sec): 3 clusters Score: Raw -2278120.601256 + Penalty 4767.185873 = -2273353.415383 nChanged 284 SP:Iteration 12Q (10554.920000 sec): 3 clusters Score: Raw -2278339.835098 + Penalty 4767.185873 = -2273572.649225 nChanged 188 SP:Iteration 13Q (10555.170000 sec): 3 clusters Score: Raw -2278457.226286 + Penalty 4767.185873 = -2273690.040413 nChanged 125 SP:Iteration 14Q (10555.490000 sec): 3 clusters Score: Raw -2278525.667947 + Penalty 4767.185873 = -2273758.482074 nChanged 84 SP:Iteration 15Q (10555.740000 sec): 3 clusters Score: Raw -2278567.804301 + Penalty 4767.185873 = -2273800.618428 nChanged 54 SP:Iteration 16Q (10556.020000 sec): 3 clusters Score: Raw -2278598.780430 + Penalty 4767.185873 = -2273831.594557 nChanged 54 SP:Iteration 17Q (10556.310000 sec): 3 clusters Score: Raw -2278621.608031 + Penalty 4767.185873 = -2273854.422158 nChanged 36 SP:Iteration 18Q (10556.510000 sec): 3 clusters Score: Raw -2278634.445090 + Penalty 4767.185873 = -2273867.259217 nChanged 20 SP:Iteration 19Q (10556.750000 sec): 3 clusters Score: Raw -2278640.277086 + Penalty 4767.185873 = -2273873.091214 nChanged 16 SP:Iteration 20F (10557.040000 sec): 3 clusters Score: Raw -2278652.038567 + Penalty 4767.185873 = -2273884.852694 nChanged 21 SP:Iteration 21Q (10557.310000 sec): 3 clusters Score: Raw -2278661.170126 + Penalty 4767.185873 = -2273893.984253 nChanged 22 SP:Iteration 22Q (10557.540000 sec): 3 clusters Score: Raw -2278667.862923 + Penalty 4767.185873 = -2273900.677050 nChanged 17 SP:Iteration 23Q (10557.770000 sec): 3 clusters Score: Raw -2278674.227932 + Penalty 4767.185873 = -2273907.042059 nChanged 16 SP:Iteration 24Q (10558.030000 sec): 3 clusters Score: Raw -2278680.852498 + Penalty 4767.185873 = -2273913.666626 nChanged 17 SP:Iteration 25Q (10558.260000 sec): 3 clusters Score: Raw -2278687.524379 + Penalty 4767.185873 = -2273920.338506 nChanged 14 SP:Iteration 26Q (10558.510000 sec): 3 clusters Score: Raw -2278693.284915 + Penalty 4767.185873 = -2273926.099043 nChanged 15 SP:Iteration 27Q (10558.740000 sec): 3 clusters Score: Raw -2278701.259776 + Penalty 4767.185873 = -2273934.073903 nChanged 11 SP:Iteration 28Q (10559.030000 sec): 3 clusters Score: Raw -2278705.283153 + Penalty 4767.185873 = -2273938.097281 nChanged 9 SP:Iteration 29Q (10559.290000 sec): 3 clusters Score: Raw -2278709.259134 + Penalty 4767.185873 = -2273942.073261 nChanged 7 SP:Iteration 30Q (10559.500000 sec): 3 clusters Score: Raw -2278712.739047 + Penalty 4767.185873 = -2273945.553175 nChanged 8 SP:Iteration 31Q (10559.780000 sec): 3 clusters Score: Raw -2278715.787452 + Penalty 4767.185873 = -2273948.601580 nChanged 4 SP:Iteration 32Q (10560.050000 sec): 3 clusters Score: Raw -2278717.147049 + Penalty 4767.185873 = -2273949.961176 nChanged 10 SP:Iteration 33Q (10560.310000 sec): 3 clusters Score: Raw -2278720.619474 + Penalty 4767.185873 = -2273953.433602 nChanged 10 SP:Iteration 34Q (10560.580000 sec): 3 clusters Score: Raw -2278724.658188 + Penalty 4767.185873 = -2273957.472315 nChanged 5 SP:Iteration 35Q (10560.820000 sec): 3 clusters Score: Raw -2278726.533851 + Penalty 4767.185873 = -2273959.347978 nChanged 2 SP:Iteration 36Q (10561.080000 sec): 3 clusters Score: Raw -2278727.008233 + Penalty 4767.185873 = -2273959.822360 nChanged 1 SP:Iteration 37Q (10561.320000 sec): 3 clusters Score: Raw -2278727.269633 + Penalty 4767.185873 = -2273960.083760 nChanged 0 SP:Iteration 38F (10561.560000 sec): 3 clusters Score: Raw -2278727.269633 + Penalty 4767.185873 = -2273960.083760 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10561.670000 sec): 2 clusters Score: Raw -135151.442433 + Penalty 1695.658538 = -133455.783895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10561.850000 sec): 3 clusters Score: Raw -135012.522098 + Penalty 3391.317076 = -131621.205022 nChanged 266 SP:Iteration 1F (10562.000000 sec): 3 clusters Score: Raw -135435.037347 + Penalty 3391.317076 = -132043.720271 nChanged 81 SP:Iteration 2F (10562.200000 sec): 3 clusters Score: Raw -135574.910879 + Penalty 3391.317076 = -132183.593803 nChanged 54 SP:Iteration 3F (10562.350000 sec): 3 clusters Score: Raw -135703.749951 + Penalty 3391.317076 = -132312.432875 nChanged 50 SP:Iteration 4F (10562.540000 sec): 3 clusters Score: Raw -135922.438903 + Penalty 3391.317076 = -132531.121827 nChanged 53 SP:Iteration 5F (10562.760000 sec): 3 clusters Score: Raw -136118.481058 + Penalty 3391.317076 = -132727.163982 nChanged 38 SP:Iteration 6Q (10562.920000 sec): 3 clusters Score: Raw -136277.322345 + Penalty 3391.317076 = -132886.005269 nChanged 25 SP:Iteration 7Q (10563.080000 sec): 3 clusters Score: Raw -136386.430669 + Penalty 3391.317076 = -132995.113593 nChanged 19 SP:Iteration 8Q (10563.280000 sec): 3 clusters Score: Raw -136461.485996 + Penalty 3391.317076 = -133070.168920 nChanged 19 SP:Iteration 9Q (10563.470000 sec): 3 clusters Score: Raw -136558.599873 + Penalty 3391.317076 = -133167.282796 nChanged 18 SP:Iteration 10Q (10563.650000 sec): 3 clusters Score: Raw -136598.226106 + Penalty 3391.317076 = -133206.909030 nChanged 6 SP:Iteration 11Q (10563.820000 sec): 3 clusters Score: Raw -136609.954527 + Penalty 3391.317076 = -133218.637450 nChanged 6 SP:Iteration 12Q (10564.040000 sec): 3 clusters Score: Raw -136619.509708 + Penalty 3391.317076 = -133228.192632 nChanged 4 SP:Iteration 13Q (10564.200000 sec): 3 clusters Score: Raw -136626.321812 + Penalty 3391.317076 = -133235.004736 nChanged 6 SP:Iteration 14Q (10564.430000 sec): 3 clusters Score: Raw -136638.568947 + Penalty 3391.317076 = -133247.251871 nChanged 2 SP:Iteration 15Q (10564.630000 sec): 3 clusters Score: Raw -136644.780230 + Penalty 3391.317076 = -133253.463154 nChanged 2 SP:Iteration 16Q (10564.800000 sec): 3 clusters Score: Raw -136651.691864 + Penalty 3391.317076 = -133260.374788 nChanged 4 SP:Iteration 17Q (10564.960000 sec): 3 clusters Score: Raw -136662.513316 + Penalty 3391.317076 = -133271.196240 nChanged 6 SP:Iteration 18Q (10565.140000 sec): 3 clusters Score: Raw -136681.014761 + Penalty 3391.317076 = -133289.697685 nChanged 6 SP:Iteration 19Q (10565.350000 sec): 3 clusters Score: Raw -136706.723789 + Penalty 3391.317076 = -133315.406713 nChanged 7 SP:Iteration 20F (10565.510000 sec): 3 clusters Score: Raw -136734.811647 + Penalty 3391.317076 = -133343.494571 nChanged 4 SP:Iteration 21Q (10565.680000 sec): 3 clusters Score: Raw -136742.780812 + Penalty 3391.317076 = -133351.463736 nChanged 1 SP:Iteration 22Q (10565.890000 sec): 3 clusters Score: Raw -136744.266170 + Penalty 3391.317076 = -133352.949094 nChanged 1 SP:Iteration 23Q (10566.030000 sec): 3 clusters Score: Raw -136745.543240 + Penalty 3391.317076 = -133354.226164 nChanged 0 SP:Iteration 24F (10566.240000 sec): 3 clusters Score: Raw -136745.543240 + Penalty 3391.317076 = -133354.226164 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10566.330000 sec): 2 clusters Score: Raw -29531.005469 + Penalty 1321.313290 = -28209.692179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10566.490000 sec): 3 clusters Score: Raw -29835.454451 + Penalty 2642.626580 = -27192.827871 nChanged 27 SP:Iteration 1F (10566.690000 sec): 3 clusters Score: Raw -30004.759848 + Penalty 2642.626580 = -27362.133268 nChanged 6 SP:Iteration 2Q (10566.850000 sec): 3 clusters Score: Raw -30069.547923 + Penalty 2642.626580 = -27426.921344 nChanged 3 SP:Iteration 3Q (10567.030000 sec): 3 clusters Score: Raw -30094.445684 + Penalty 2642.626580 = -27451.819105 nChanged 1 SP:Iteration 4Q (10567.230000 sec): 3 clusters Score: Raw -30104.156831 + Penalty 2642.626580 = -27461.530251 nChanged 1 SP:Iteration 5Q (10567.430000 sec): 3 clusters Score: Raw -30106.655428 + Penalty 2642.626580 = -27464.028848 nChanged 2 SP:Iteration 6Q (10567.600000 sec): 3 clusters Score: Raw -30120.986117 + Penalty 2642.626580 = -27478.359538 nChanged 0 SP:Iteration 7F (10567.820000 sec): 3 clusters Score: Raw -30120.986117 + Penalty 2642.626580 = -27478.359538 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10567.890000 sec): 2 clusters Score: Raw -380788.916938 + Penalty 1943.517666 = -378845.399272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10568.110000 sec): 3 clusters Score: Raw -379746.157837 + Penalty 3887.035332 = -375859.122505 nChanged 850 SP:Iteration 1F (10568.330000 sec): 3 clusters Score: Raw -380339.560347 + Penalty 3887.035332 = -376452.525014 nChanged 185 SP:Iteration 2F (10568.540000 sec): 3 clusters Score: Raw -380495.529029 + Penalty 3887.035332 = -376608.493696 nChanged 120 SP:Iteration 3Q (10568.750000 sec): 3 clusters Score: Raw -380598.904032 + Penalty 3887.035332 = -376711.868700 nChanged 97 SP:Iteration 4Q (10568.940000 sec): 3 clusters Score: Raw -380666.190791 + Penalty 3887.035332 = -376779.155458 nChanged 71 SP:Iteration 5Q (10569.150000 sec): 3 clusters Score: Raw -380734.115420 + Penalty 3887.035332 = -376847.080088 nChanged 78 SP:Iteration 6Q (10569.350000 sec): 3 clusters Score: Raw -380807.619452 + Penalty 3887.035332 = -376920.584120 nChanged 61 SP:Iteration 7Q (10569.550000 sec): 3 clusters Score: Raw -380863.356496 + Penalty 3887.035332 = -376976.321164 nChanged 64 SP:Iteration 8Q (10569.700000 sec): 3 clusters Score: Raw -380917.646845 + Penalty 3887.035332 = -377030.611513 nChanged 64 SP:Iteration 9Q (10569.920000 sec): 3 clusters Score: Raw -380963.395693 + Penalty 3887.035332 = -377076.360360 nChanged 45 SP:Iteration 10Q (10570.060000 sec): 3 clusters Score: Raw -380995.572415 + Penalty 3887.035332 = -377108.537083 nChanged 38 SP:Iteration 11Q (10570.280000 sec): 3 clusters Score: Raw -381023.475415 + Penalty 3887.035332 = -377136.440083 nChanged 29 SP:Iteration 12Q (10570.460000 sec): 3 clusters Score: Raw -381051.538198 + Penalty 3887.035332 = -377164.502865 nChanged 41 SP:Iteration 13Q (10570.670000 sec): 3 clusters Score: Raw -381087.676810 + Penalty 3887.035332 = -377200.641478 nChanged 46 SP:Iteration 14Q (10570.850000 sec): 3 clusters Score: Raw -381122.941367 + Penalty 3887.035332 = -377235.906034 nChanged 39 SP:Iteration 15Q (10571.060000 sec): 3 clusters Score: Raw -381155.393759 + Penalty 3887.035332 = -377268.358427 nChanged 30 SP:Iteration 16Q (10571.230000 sec): 3 clusters Score: Raw -381183.404226 + Penalty 3887.035332 = -377296.368894 nChanged 33 SP:Iteration 17Q (10571.390000 sec): 3 clusters Score: Raw -381227.184699 + Penalty 3887.035332 = -377340.149367 nChanged 53 SP:Iteration 18Q (10571.590000 sec): 3 clusters Score: Raw -381272.302410 + Penalty 3887.035332 = -377385.267077 nChanged 42 SP:Iteration 19Q (10571.750000 sec): 3 clusters Score: Raw -381307.254658 + Penalty 3887.035332 = -377420.219325 nChanged 31 SP:Iteration 20F (10571.940000 sec): 3 clusters Score: Raw -381323.842485 + Penalty 3887.035332 = -377436.807152 nChanged 16 SP:Iteration 21Q (10572.130000 sec): 3 clusters Score: Raw -381333.836956 + Penalty 3887.035332 = -377446.801624 nChanged 19 SP:Iteration 22Q (10572.320000 sec): 3 clusters Score: Raw -381346.400180 + Penalty 3887.035332 = -377459.364847 nChanged 24 SP:Iteration 23Q (10572.480000 sec): 3 clusters Score: Raw -381365.062381 + Penalty 3887.035332 = -377478.027049 nChanged 15 SP:Iteration 24Q (10572.660000 sec): 3 clusters Score: Raw -381375.999666 + Penalty 3887.035332 = -377488.964334 nChanged 16 SP:Iteration 25Q (10572.880000 sec): 3 clusters Score: Raw -381390.381517 + Penalty 3887.035332 = -377503.346184 nChanged 17 SP:Iteration 26Q (10573.030000 sec): 3 clusters Score: Raw -381400.834781 + Penalty 3887.035332 = -377513.799448 nChanged 13 SP:Iteration 27Q (10573.210000 sec): 3 clusters Score: Raw -381410.259413 + Penalty 3887.035332 = -377523.224081 nChanged 12 SP:Iteration 28Q (10573.400000 sec): 3 clusters Score: Raw -381415.875330 + Penalty 3887.035332 = -377528.839998 nChanged 6 SP:Iteration 29Q (10573.570000 sec): 3 clusters Score: Raw -381420.793779 + Penalty 3887.035332 = -377533.758447 nChanged 5 SP:Iteration 30Q (10573.720000 sec): 3 clusters Score: Raw -381423.612154 + Penalty 3887.035332 = -377536.576822 nChanged 3 SP:Iteration 31Q (10573.880000 sec): 3 clusters Score: Raw -381425.732168 + Penalty 3887.035332 = -377538.696836 nChanged 4 SP:Iteration 32Q (10574.070000 sec): 3 clusters Score: Raw -381427.641486 + Penalty 3887.035332 = -377540.606153 nChanged 3 SP:Iteration 33Q (10574.260000 sec): 3 clusters Score: Raw -381428.550782 + Penalty 3887.035332 = -377541.515449 nChanged 0 SP:Iteration 34F (10574.460000 sec): 3 clusters Score: Raw -381428.550782 + Penalty 3887.035332 = -377541.515449 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10574.570000 sec): 2 clusters Score: Raw -20798.422651 + Penalty 1286.471680 = -19511.950971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10574.760000 sec): 3 clusters Score: Raw -21258.971303 + Penalty 2572.943360 = -18686.027944 nChanged 25 SP:Iteration 1F (10574.940000 sec): 3 clusters Score: Raw -21405.102152 + Penalty 2572.943360 = -18832.158793 nChanged 10 SP:Iteration 2F (10575.090000 sec): 3 clusters Score: Raw -21471.900222 + Penalty 2572.943360 = -18898.956862 nChanged 6 SP:Iteration 3Q (10575.260000 sec): 3 clusters Score: Raw -21542.004426 + Penalty 2572.943360 = -18969.061066 nChanged 4 SP:Iteration 4Q (10575.460000 sec): 3 clusters Score: Raw -21589.061693 + Penalty 2572.943360 = -19016.118333 nChanged 4 SP:Iteration 5Q (10575.630000 sec): 3 clusters Score: Raw -21647.927640 + Penalty 2572.943360 = -19074.984281 nChanged 3 SP:Iteration 6Q (10575.840000 sec): 3 clusters Score: Raw -21687.810006 + Penalty 2572.943360 = -19114.866646 nChanged 0 SP:Iteration 7F (10576.020000 sec): 3 clusters Score: Raw -21687.810006 + Penalty 2572.943360 = -19114.866646 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10576.140000 sec): 2 clusters Score: Raw -29850.284032 + Penalty 1376.170869 = -28474.113163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10576.300000 sec): 3 clusters Score: Raw -30114.440537 + Penalty 2752.341738 = -27362.098799 nChanged 50 SP:Iteration 1F (10576.450000 sec): 3 clusters Score: Raw -30413.954804 + Penalty 2752.341738 = -27661.613066 nChanged 18 SP:Iteration 2F (10576.600000 sec): 3 clusters Score: Raw -30583.222258 + Penalty 2752.341738 = -27830.880520 nChanged 12 SP:Iteration 3Q (10576.820000 sec): 3 clusters Score: Raw -30774.398459 + Penalty 2752.341738 = -28022.056721 nChanged 6 SP:Iteration 4Q (10576.980000 sec): 3 clusters Score: Raw -30837.065855 + Penalty 2752.341738 = -28084.724116 nChanged 3 SP:Iteration 5Q (10577.140000 sec): 3 clusters Score: Raw -30857.672308 + Penalty 2752.341738 = -28105.330570 nChanged 0 SP:Iteration 6F (10577.300000 sec): 3 clusters Score: Raw -30857.672308 + Penalty 2752.341738 = -28105.330570 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10577.410000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10577.560000 sec): 3 clusters Score: Raw -160225.638462 + Penalty 3453.742233 = -156771.896229 nChanged 266 SP:Iteration 1F (10577.780000 sec): 3 clusters Score: Raw -160599.317170 + Penalty 3453.742233 = -157145.574937 nChanged 88 SP:Iteration 2F (10577.950000 sec): 3 clusters Score: Raw -160779.821190 + Penalty 3453.742233 = -157326.078957 nChanged 63 SP:Iteration 3F (10578.120000 sec): 3 clusters Score: Raw -160949.419188 + Penalty 3453.742233 = -157495.676955 nChanged 36 SP:Iteration 4Q (10578.350000 sec): 3 clusters Score: Raw -161002.720272 + Penalty 3453.742233 = -157548.978039 nChanged 28 SP:Iteration 5Q (10578.480000 sec): 3 clusters Score: Raw -161045.096333 + Penalty 3453.742233 = -157591.354100 nChanged 28 SP:Iteration 6Q (10578.640000 sec): 3 clusters Score: Raw -161080.006928 + Penalty 3453.742233 = -157626.264695 nChanged 19 SP:Iteration 7Q (10578.800000 sec): 3 clusters Score: Raw -161103.914238 + Penalty 3453.742233 = -157650.172005 nChanged 12 SP:Iteration 8Q (10578.980000 sec): 3 clusters Score: Raw -161118.192627 + Penalty 3453.742233 = -157664.450394 nChanged 10 SP:Iteration 9Q (10579.160000 sec): 3 clusters Score: Raw -161131.431256 + Penalty 3453.742233 = -157677.689023 nChanged 8 SP:Iteration 10Q (10579.370000 sec): 3 clusters Score: Raw -161141.626352 + Penalty 3453.742233 = -157687.884119 nChanged 10 SP:Iteration 11Q (10579.520000 sec): 3 clusters Score: Raw -161152.457878 + Penalty 3453.742233 = -157698.715645 nChanged 10 SP:Iteration 12Q (10579.760000 sec): 3 clusters Score: Raw -161159.840736 + Penalty 3453.742233 = -157706.098503 nChanged 2 SP:Iteration 13Q (10579.960000 sec): 3 clusters Score: Raw -161161.569652 + Penalty 3453.742233 = -157707.827419 nChanged 2 SP:Iteration 14Q (10580.070000 sec): 3 clusters Score: Raw -161162.804637 + Penalty 3453.742233 = -157709.062404 nChanged 1 SP:Iteration 15Q (10580.240000 sec): 3 clusters Score: Raw -161163.468494 + Penalty 3453.742233 = -157709.726261 nChanged 1 SP:Iteration 16Q (10580.400000 sec): 3 clusters Score: Raw -161164.503435 + Penalty 3453.742233 = -157710.761202 nChanged 0 SP:Iteration 17F (10580.600000 sec): 3 clusters Score: Raw -161164.503435 + Penalty 3453.742233 = -157710.761202 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10580.860000 sec): 2 clusters Score: Raw -3848276.316257 + Penalty 2503.267016 = -3845773.049241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10581.180000 sec): 3 clusters Score: Raw -3834038.007297 + Penalty 5006.534033 = -3829031.473265 nChanged 10699 SP:Iteration 1F (10581.480000 sec): 3 clusters Score: Raw -3839645.582440 + Penalty 5006.534033 = -3834639.048408 nChanged 1238 SP:Iteration 2F (10581.790000 sec): 3 clusters Score: Raw -3840049.628192 + Penalty 5006.534033 = -3835043.094159 nChanged 1002 SP:Iteration 3Q (10582.080000 sec): 3 clusters Score: Raw -3840358.421254 + Penalty 5006.534033 = -3835351.887222 nChanged 952 SP:Iteration 4Q (10582.420000 sec): 3 clusters Score: Raw -3840672.587338 + Penalty 5006.534033 = -3835666.053305 nChanged 944 SP:Iteration 5Q (10582.730000 sec): 3 clusters Score: Raw -3840985.821577 + Penalty 5006.534033 = -3835979.287544 nChanged 924 SP:Iteration 6Q (10583.040000 sec): 3 clusters Score: Raw -3841317.564091 + Penalty 5006.534033 = -3836311.030058 nChanged 947 SP:Iteration 7Q (10583.350000 sec): 3 clusters Score: Raw -3841708.740986 + Penalty 5006.534033 = -3836702.206954 nChanged 1076 SP:Iteration 8Q (10583.620000 sec): 3 clusters Score: Raw -3842239.302891 + Penalty 5006.534033 = -3837232.768859 nChanged 1252 SP:Iteration 9F (10583.930000 sec): 3 clusters Score: Raw -3843015.984482 + Penalty 5006.534033 = -3838009.450450 nChanged 1442 SP:Iteration 10F (10584.190000 sec): 3 clusters Score: Raw -3844015.374924 + Penalty 5006.534033 = -3839008.840892 nChanged 1489 SP:Iteration 11F (10584.520000 sec): 3 clusters Score: Raw -3845172.463182 + Penalty 5006.534033 = -3840165.929149 nChanged 1338 SP:Iteration 12F (10584.770000 sec): 3 clusters Score: Raw -3846281.968456 + Penalty 5006.534033 = -3841275.434423 nChanged 1033 SP:Iteration 13Q (10585.110000 sec): 3 clusters Score: Raw -3847196.239472 + Penalty 5006.534033 = -3842189.705439 nChanged 708 SP:Iteration 14Q (10585.410000 sec): 3 clusters Score: Raw -3847822.047483 + Penalty 5006.534033 = -3842815.513451 nChanged 356 SP:Iteration 15Q (10585.680000 sec): 3 clusters Score: Raw -3848145.019611 + Penalty 5006.534033 = -3843138.485578 nChanged 190 SP:Iteration 16Q (10585.970000 sec): 3 clusters Score: Raw -3848319.647962 + Penalty 5006.534033 = -3843313.113929 nChanged 109 SP:Iteration 17Q (10586.270000 sec): 3 clusters Score: Raw -3848427.826320 + Penalty 5006.534033 = -3843421.292287 nChanged 53 SP:Iteration 18Q (10586.550000 sec): 3 clusters Score: Raw -3848485.250384 + Penalty 5006.534033 = -3843478.716351 nChanged 40 SP:Iteration 19Q (10586.850000 sec): 3 clusters Score: Raw -3848523.908122 + Penalty 5006.534033 = -3843517.374089 nChanged 28 SP:Iteration 20F (10587.110000 sec): 3 clusters Score: Raw -3848558.931719 + Penalty 5006.534033 = -3843552.397687 nChanged 20 SP:Iteration 21Q (10587.400000 sec): 3 clusters Score: Raw -3848583.163153 + Penalty 5006.534033 = -3843576.629120 nChanged 13 SP:Iteration 22Q (10587.700000 sec): 3 clusters Score: Raw -3848597.746631 + Penalty 5006.534033 = -3843591.212598 nChanged 10 SP:Iteration 23Q (10588.020000 sec): 3 clusters Score: Raw -3848610.765541 + Penalty 5006.534033 = -3843604.231508 nChanged 9 SP:Iteration 24Q (10588.340000 sec): 3 clusters Score: Raw -3848621.208976 + Penalty 5006.534033 = -3843614.674943 nChanged 8 SP:Iteration 25Q (10588.720000 sec): 3 clusters Score: Raw -3848629.789007 + Penalty 5006.534033 = -3843623.254975 nChanged 4 SP:Iteration 26Q (10588.980000 sec): 3 clusters Score: Raw -3848633.637484 + Penalty 5006.534033 = -3843627.103451 nChanged 3 SP:Iteration 27Q (10589.300000 sec): 3 clusters Score: Raw -3848636.750740 + Penalty 5006.534033 = -3843630.216707 nChanged 3 SP:Iteration 28Q (10589.560000 sec): 3 clusters Score: Raw -3848638.587388 + Penalty 5006.534033 = -3843632.053355 nChanged 1 SP:Iteration 29Q (10589.840000 sec): 3 clusters Score: Raw -3848639.663847 + Penalty 5006.534033 = -3843633.129814 nChanged 3 SP:Iteration 30Q (10590.080000 sec): 3 clusters Score: Raw -3848641.649640 + Penalty 5006.534033 = -3843635.115607 nChanged 0 SP:Iteration 31F (10590.370000 sec): 3 clusters Score: Raw -3848641.649640 + Penalty 5006.534033 = -3843635.115607 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10590.520000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10590.640000 sec): 3 clusters Score: Raw -71919.409529 + Penalty 3004.164871 = -68915.244658 nChanged 71 SP:Iteration 1F (10590.750000 sec): 3 clusters Score: Raw -72084.756746 + Penalty 3004.164871 = -69080.591876 nChanged 11 SP:Iteration 2Q (10590.860000 sec): 3 clusters Score: Raw -72118.171723 + Penalty 3004.164871 = -69114.006852 nChanged 6 SP:Iteration 3Q (10590.970000 sec): 3 clusters Score: Raw -72129.557054 + Penalty 3004.164871 = -69125.392183 nChanged 4 SP:Iteration 4Q (10591.080000 sec): 3 clusters Score: Raw -72144.694132 + Penalty 3004.164871 = -69140.529261 nChanged 3 SP:Iteration 5Q (10591.200000 sec): 3 clusters Score: Raw -72156.449065 + Penalty 3004.164871 = -69152.284194 nChanged 1 SP:Iteration 6Q (10591.310000 sec): 3 clusters Score: Raw -72166.048999 + Penalty 3004.164871 = -69161.884128 nChanged 0 SP:Iteration 7F (10591.420000 sec): 3 clusters Score: Raw -72166.048999 + Penalty 3004.164871 = -69161.884128 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10591.610000 sec): 2 clusters Score: Raw -2655493.027456 + Penalty 2413.208786 = -2653079.818670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10591.860000 sec): 3 clusters Score: Raw -2645884.552198 + Penalty 4826.417572 = -2641058.134626 nChanged 7351 SP:Iteration 1F (10592.100000 sec): 3 clusters Score: Raw -2649800.404174 + Penalty 4826.417572 = -2644973.986603 nChanged 985 SP:Iteration 2F (10592.410000 sec): 3 clusters Score: Raw -2650177.095308 + Penalty 4826.417572 = -2645350.677736 nChanged 792 SP:Iteration 3Q (10592.660000 sec): 3 clusters Score: Raw -2650460.274325 + Penalty 4826.417572 = -2645633.856754 nChanged 651 SP:Iteration 4Q (10592.930000 sec): 3 clusters Score: Raw -2650682.629255 + Penalty 4826.417572 = -2645856.211684 nChanged 624 SP:Iteration 5Q (10593.200000 sec): 3 clusters Score: Raw -2650909.599539 + Penalty 4826.417572 = -2646083.181967 nChanged 620 SP:Iteration 6Q (10593.460000 sec): 3 clusters Score: Raw -2651140.075550 + Penalty 4826.417572 = -2646313.657978 nChanged 656 SP:Iteration 7Q (10593.710000 sec): 3 clusters Score: Raw -2651420.593085 + Penalty 4826.417572 = -2646594.175513 nChanged 692 SP:Iteration 8Q (10593.980000 sec): 3 clusters Score: Raw -2651735.174036 + Penalty 4826.417572 = -2646908.756464 nChanged 701 SP:Iteration 9Q (10594.240000 sec): 3 clusters Score: Raw -2652067.450282 + Penalty 4826.417572 = -2647241.032711 nChanged 709 SP:Iteration 10Q (10594.490000 sec): 3 clusters Score: Raw -2652383.281859 + Penalty 4826.417572 = -2647556.864287 nChanged 634 SP:Iteration 11Q (10594.820000 sec): 3 clusters Score: Raw -2652647.440053 + Penalty 4826.417572 = -2647821.022482 nChanged 584 SP:Iteration 12Q (10595.070000 sec): 3 clusters Score: Raw -2652872.970868 + Penalty 4826.417572 = -2648046.553297 nChanged 511 SP:Iteration 13Q (10595.340000 sec): 3 clusters Score: Raw -2653066.179027 + Penalty 4826.417572 = -2648239.761455 nChanged 443 SP:Iteration 14Q (10595.580000 sec): 3 clusters Score: Raw -2653204.597049 + Penalty 4826.417572 = -2648378.179477 nChanged 368 SP:Iteration 15Q (10595.880000 sec): 3 clusters Score: Raw -2653316.290626 + Penalty 4826.417572 = -2648489.873054 nChanged 350 SP:Iteration 16Q (10596.150000 sec): 3 clusters Score: Raw -2653425.619240 + Penalty 4826.417572 = -2648599.201668 nChanged 323 SP:Iteration 17Q (10596.450000 sec): 3 clusters Score: Raw -2653536.590318 + Penalty 4826.417572 = -2648710.172746 nChanged 341 SP:Iteration 18Q (10596.690000 sec): 3 clusters Score: Raw -2653651.273390 + Penalty 4826.417572 = -2648824.855818 nChanged 319 SP:Iteration 19Q (10596.940000 sec): 3 clusters Score: Raw -2653759.330495 + Penalty 4826.417572 = -2648932.912923 nChanged 299 SP:Iteration 20F (10597.260000 sec): 3 clusters Score: Raw -2653863.935606 + Penalty 4826.417572 = -2649037.518034 nChanged 304 SP:Iteration 21Q (10597.590000 sec): 3 clusters Score: Raw -2653976.228860 + Penalty 4826.417572 = -2649149.811288 nChanged 294 SP:Iteration 22Q (10597.830000 sec): 3 clusters Score: Raw -2654083.479040 + Penalty 4826.417572 = -2649257.061468 nChanged 300 SP:Iteration 23Q (10598.110000 sec): 3 clusters Score: Raw -2654201.742975 + Penalty 4826.417572 = -2649375.325403 nChanged 295 SP:Iteration 24Q (10598.420000 sec): 3 clusters Score: Raw -2654317.849341 + Penalty 4826.417572 = -2649491.431769 nChanged 281 SP:Iteration 25Q (10598.700000 sec): 3 clusters Score: Raw -2654452.664520 + Penalty 4826.417572 = -2649626.246948 nChanged 290 SP:Iteration 26Q (10598.950000 sec): 3 clusters Score: Raw -2654597.105537 + Penalty 4826.417572 = -2649770.687966 nChanged 308 SP:Iteration 27Q (10599.270000 sec): 3 clusters Score: Raw -2654757.845992 + Penalty 4826.417572 = -2649931.428420 nChanged 274 SP:Iteration 28Q (10599.560000 sec): 3 clusters Score: Raw -2654900.634973 + Penalty 4826.417572 = -2650074.217401 nChanged 255 SP:Iteration 29Q (10599.810000 sec): 3 clusters Score: Raw -2655047.869062 + Penalty 4826.417572 = -2650221.451490 nChanged 230 SP:Iteration 30Q (10600.090000 sec): 3 clusters Score: Raw -2655173.785232 + Penalty 4826.417572 = -2650347.367661 nChanged 197 SP:Iteration 31Q (10600.350000 sec): 3 clusters Score: Raw -2655294.587121 + Penalty 4826.417572 = -2650468.169549 nChanged 166 SP:Iteration 32Q (10600.600000 sec): 3 clusters Score: Raw -2655399.886877 + Penalty 4826.417572 = -2650573.469305 nChanged 146 SP:Iteration 33Q (10600.900000 sec): 3 clusters Score: Raw -2655495.063374 + Penalty 4826.417572 = -2650668.645802 nChanged 120 SP:Iteration 34Q (10601.180000 sec): 3 clusters Score: Raw -2655579.474283 + Penalty 4826.417572 = -2650753.056712 nChanged 91 SP:Iteration 35Q (10601.420000 sec): 3 clusters Score: Raw -2655648.116013 + Penalty 4826.417572 = -2650821.698441 nChanged 67 SP:Iteration 36Q (10601.670000 sec): 3 clusters Score: Raw -2655704.780315 + Penalty 4826.417572 = -2650878.362744 nChanged 54 SP:Iteration 37Q (10601.930000 sec): 3 clusters Score: Raw -2655749.775546 + Penalty 4826.417572 = -2650923.357974 nChanged 39 SP:Iteration 38Q (10602.200000 sec): 3 clusters Score: Raw -2655777.842414 + Penalty 4826.417572 = -2650951.424843 nChanged 30 SP:Iteration 39Q (10602.490000 sec): 3 clusters Score: Raw -2655803.938771 + Penalty 4826.417572 = -2650977.521199 nChanged 30 SP:Iteration 40F (10602.720000 sec): 3 clusters Score: Raw -2655827.105277 + Penalty 4826.417572 = -2651000.687706 nChanged 18 SP:Iteration 41Q (10602.950000 sec): 3 clusters Score: Raw -2655841.149106 + Penalty 4826.417572 = -2651014.731535 nChanged 10 SP:Iteration 42Q (10603.180000 sec): 3 clusters Score: Raw -2655846.973145 + Penalty 4826.417572 = -2651020.555573 nChanged 5 SP:Iteration 43Q (10603.450000 sec): 3 clusters Score: Raw -2655851.114335 + Penalty 4826.417572 = -2651024.696763 nChanged 4 SP:Iteration 44Q (10603.710000 sec): 3 clusters Score: Raw -2655853.367907 + Penalty 4826.417572 = -2651026.950335 nChanged 3 SP:Iteration 45Q (10603.950000 sec): 3 clusters Score: Raw -2655854.526259 + Penalty 4826.417572 = -2651028.108687 nChanged 0 SP:Iteration 46F (10604.240000 sec): 3 clusters Score: Raw -2655854.526259 + Penalty 4826.417572 = -2651028.108687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (80188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10604.700000 sec): 2 clusters Score: Raw -12831788.885768 + Penalty 2800.448031 = -12828988.437737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10605.290000 sec): 3 clusters Score: Raw -12780896.285573 + Penalty 5600.896062 = -12775295.389511 nChanged 37610 SP:Iteration 1F (10605.880000 sec): 3 clusters Score: Raw -12802078.411545 + Penalty 5600.896062 = -12796477.515484 nChanged 2672 SP:Iteration 2Q (10606.510000 sec): 3 clusters Score: Raw -12802693.027188 + Penalty 5600.896062 = -12797092.131126 nChanged 2522 SP:Iteration 3Q (10607.180000 sec): 3 clusters Score: Raw -12803252.728063 + Penalty 5600.896062 = -12797651.832001 nChanged 2447 SP:Iteration 4Q (10607.830000 sec): 3 clusters Score: Raw -12803853.438261 + Penalty 5600.896062 = -12798252.542200 nChanged 2473 SP:Iteration 5Q (10608.440000 sec): 3 clusters Score: Raw -12804595.397338 + Penalty 5600.896062 = -12798994.501277 nChanged 2807 SP:Iteration 6Q (10609.120000 sec): 3 clusters Score: Raw -12805623.741081 + Penalty 5600.896062 = -12800022.845020 nChanged 3349 SP:Iteration 7Q (10609.820000 sec): 3 clusters Score: Raw -12807178.220053 + Penalty 5600.896062 = -12801577.323992 nChanged 4212 SP:Iteration 8F (10610.490000 sec): 3 clusters Score: Raw -12809637.517788 + Penalty 5600.896062 = -12804036.621726 nChanged 5180 SP:Iteration 9F (10611.040000 sec): 3 clusters Score: Raw -12813314.489778 + Penalty 5600.896062 = -12807713.593717 nChanged 5781 SP:Iteration 10F (10611.600000 sec): 3 clusters Score: Raw -12818019.132704 + Penalty 5600.896062 = -12812418.236642 nChanged 5659 SP:Iteration 11F (10612.270000 sec): 3 clusters Score: Raw -12823054.926099 + Penalty 5600.896062 = -12817454.030037 nChanged 4546 SP:Iteration 12F (10612.880000 sec): 3 clusters Score: Raw -12827194.488705 + Penalty 5600.896062 = -12821593.592644 nChanged 2853 SP:Iteration 13Q (10613.460000 sec): 3 clusters Score: Raw -12829773.420865 + Penalty 5600.896062 = -12824172.524803 nChanged 1454 SP:Iteration 14Q (10614.000000 sec): 3 clusters Score: Raw -12831083.483518 + Penalty 5600.896062 = -12825482.587457 nChanged 633 SP:Iteration 15Q (10614.580000 sec): 3 clusters Score: Raw -12831642.269260 + Penalty 5600.896062 = -12826041.373198 nChanged 237 SP:Iteration 16Q (10615.140000 sec): 3 clusters Score: Raw -12831857.535877 + Penalty 5600.896062 = -12826256.639815 nChanged 99 SP:Iteration 17Q (10615.600000 sec): 3 clusters Score: Raw -12831965.014866 + Penalty 5600.896062 = -12826364.118804 nChanged 60 SP:Iteration 18Q (10616.110000 sec): 3 clusters Score: Raw -12832035.648882 + Penalty 5600.896062 = -12826434.752820 nChanged 37 SP:Iteration 19Q (10616.590000 sec): 3 clusters Score: Raw -12832073.286304 + Penalty 5600.896062 = -12826472.390242 nChanged 24 SP:Iteration 20F (10617.140000 sec): 3 clusters Score: Raw -12832098.306670 + Penalty 5600.896062 = -12826497.410608 nChanged 13 SP:Iteration 21Q (10617.710000 sec): 3 clusters Score: Raw -12832112.996877 + Penalty 5600.896062 = -12826512.100815 nChanged 4 SP:Iteration 22Q (10618.210000 sec): 3 clusters Score: Raw -12832119.500270 + Penalty 5600.896062 = -12826518.604208 nChanged 5 SP:Iteration 23Q (10618.680000 sec): 3 clusters Score: Raw -12832126.523327 + Penalty 5600.896062 = -12826525.627265 nChanged 5 SP:Iteration 24Q (10619.220000 sec): 3 clusters Score: Raw -12832133.582250 + Penalty 5600.896062 = -12826532.686188 nChanged 6 SP:Iteration 25Q (10619.740000 sec): 3 clusters Score: Raw -12832138.518257 + Penalty 5600.896062 = -12826537.622196 nChanged 0 SP:Iteration 26F (10620.350000 sec): 3 clusters Score: Raw -12832138.518257 + Penalty 5600.896062 = -12826537.622196 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10620.580000 sec): 2 clusters Score: Raw -5047000.870481 + Penalty 2575.193228 = -5044425.677253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10620.950000 sec): 3 clusters Score: Raw -5027504.337636 + Penalty 5150.386455 = -5022353.951181 nChanged 14571 SP:Iteration 1F (10621.280000 sec): 3 clusters Score: Raw -5035402.903542 + Penalty 5150.386455 = -5030252.517087 nChanged 1469 SP:Iteration 2Q (10621.590000 sec): 3 clusters Score: Raw -5035923.360588 + Penalty 5150.386455 = -5030772.974133 nChanged 1446 SP:Iteration 3Q (10621.970000 sec): 3 clusters Score: Raw -5036434.002438 + Penalty 5150.386455 = -5031283.615983 nChanged 1395 SP:Iteration 4Q (10622.360000 sec): 3 clusters Score: Raw -5037033.013937 + Penalty 5150.386455 = -5031882.627482 nChanged 1466 SP:Iteration 5Q (10622.720000 sec): 3 clusters Score: Raw -5037738.620448 + Penalty 5150.386455 = -5032588.233992 nChanged 1609 SP:Iteration 6Q (10623.060000 sec): 3 clusters Score: Raw -5038660.524241 + Penalty 5150.386455 = -5033510.137786 nChanged 1853 SP:Iteration 7F (10623.380000 sec): 3 clusters Score: Raw -5039880.239093 + Penalty 5150.386455 = -5034729.852638 nChanged 1923 SP:Iteration 8F (10623.770000 sec): 3 clusters Score: Raw -5041273.998080 + Penalty 5150.386455 = -5036123.611625 nChanged 1927 SP:Iteration 9F (10624.060000 sec): 3 clusters Score: Raw -5042621.870327 + Penalty 5150.386455 = -5037471.483872 nChanged 1680 SP:Iteration 10F (10624.380000 sec): 3 clusters Score: Raw -5043577.459794 + Penalty 5150.386455 = -5038427.073339 nChanged 1249 SP:Iteration 11Q (10624.760000 sec): 3 clusters Score: Raw -5044064.386526 + Penalty 5150.386455 = -5038914.000071 nChanged 817 SP:Iteration 12Q (10625.110000 sec): 3 clusters Score: Raw -5044295.518869 + Penalty 5150.386455 = -5039145.132413 nChanged 568 SP:Iteration 13Q (10625.440000 sec): 3 clusters Score: Raw -5044428.854529 + Penalty 5150.386455 = -5039278.468074 nChanged 426 SP:Iteration 14Q (10625.840000 sec): 3 clusters Score: Raw -5044516.387239 + Penalty 5150.386455 = -5039366.000784 nChanged 345 SP:Iteration 15Q (10626.190000 sec): 3 clusters Score: Raw -5044577.357371 + Penalty 5150.386455 = -5039426.970916 nChanged 306 SP:Iteration 16Q (10626.520000 sec): 3 clusters Score: Raw -5044628.461781 + Penalty 5150.386455 = -5039478.075326 nChanged 252 SP:Iteration 17Q (10626.890000 sec): 3 clusters Score: Raw -5044670.222958 + Penalty 5150.386455 = -5039519.836503 nChanged 231 SP:Iteration 18Q (10627.300000 sec): 3 clusters Score: Raw -5044700.104259 + Penalty 5150.386455 = -5039549.717804 nChanged 161 SP:Iteration 19Q (10627.640000 sec): 3 clusters Score: Raw -5044717.190168 + Penalty 5150.386455 = -5039566.803713 nChanged 114 SP:Iteration 20F (10628.010000 sec): 3 clusters Score: Raw -5044728.828311 + Penalty 5150.386455 = -5039578.441856 nChanged 122 SP:Iteration 21Q (10628.330000 sec): 3 clusters Score: Raw -5044743.290110 + Penalty 5150.386455 = -5039592.903655 nChanged 120 SP:Iteration 22Q (10628.680000 sec): 3 clusters Score: Raw -5044757.056456 + Penalty 5150.386455 = -5039606.670001 nChanged 129 SP:Iteration 23Q (10629.090000 sec): 3 clusters Score: Raw -5044770.301956 + Penalty 5150.386455 = -5039619.915501 nChanged 119 SP:Iteration 24Q (10629.420000 sec): 3 clusters Score: Raw -5044782.207135 + Penalty 5150.386455 = -5039631.820679 nChanged 107 SP:Iteration 25Q (10629.770000 sec): 3 clusters Score: Raw -5044792.499297 + Penalty 5150.386455 = -5039642.112842 nChanged 104 SP:Iteration 26Q (10630.120000 sec): 3 clusters Score: Raw -5044801.678367 + Penalty 5150.386455 = -5039651.291912 nChanged 84 SP:Iteration 27Q (10630.520000 sec): 3 clusters Score: Raw -5044809.727264 + Penalty 5150.386455 = -5039659.340809 nChanged 87 SP:Iteration 28Q (10630.900000 sec): 3 clusters Score: Raw -5044816.691591 + Penalty 5150.386455 = -5039666.305136 nChanged 81 SP:Iteration 29Q (10631.210000 sec): 3 clusters Score: Raw -5044823.432595 + Penalty 5150.386455 = -5039673.046140 nChanged 81 SP:Iteration 30Q (10631.590000 sec): 3 clusters Score: Raw -5044829.644665 + Penalty 5150.386455 = -5039679.258210 nChanged 69 SP:Iteration 31Q (10631.950000 sec): 3 clusters Score: Raw -5044834.744128 + Penalty 5150.386455 = -5039684.357673 nChanged 60 SP:Iteration 32Q (10632.320000 sec): 3 clusters Score: Raw -5044838.333528 + Penalty 5150.386455 = -5039687.947073 nChanged 48 SP:Iteration 33Q (10632.700000 sec): 3 clusters Score: Raw -5044841.542387 + Penalty 5150.386455 = -5039691.155932 nChanged 35 SP:Iteration 34Q (10633.070000 sec): 3 clusters Score: Raw -5044844.253708 + Penalty 5150.386455 = -5039693.867253 nChanged 32 SP:Iteration 35Q (10633.390000 sec): 3 clusters Score: Raw -5044846.526926 + Penalty 5150.386455 = -5039696.140471 nChanged 33 SP:Iteration 36Q (10633.770000 sec): 3 clusters Score: Raw -5044848.319687 + Penalty 5150.386455 = -5039697.933232 nChanged 29 SP:Iteration 37Q (10634.110000 sec): 3 clusters Score: Raw -5044849.783791 + Penalty 5150.386455 = -5039699.397336 nChanged 32 SP:Iteration 38Q (10634.460000 sec): 3 clusters Score: Raw -5044851.515025 + Penalty 5150.386455 = -5039701.128570 nChanged 30 SP:Iteration 39Q (10634.770000 sec): 3 clusters Score: Raw -5044853.594522 + Penalty 5150.386455 = -5039703.208067 nChanged 34 SP:Iteration 40F (10635.130000 sec): 3 clusters Score: Raw -5044855.836443 + Penalty 5150.386455 = -5039705.449988 nChanged 32 SP:Iteration 41Q (10635.500000 sec): 3 clusters Score: Raw -5044857.929700 + Penalty 5150.386455 = -5039707.543245 nChanged 32 SP:Iteration 42Q (10635.800000 sec): 3 clusters Score: Raw -5044860.604664 + Penalty 5150.386455 = -5039710.218209 nChanged 41 SP:Iteration 43Q (10636.170000 sec): 3 clusters Score: Raw -5044863.949377 + Penalty 5150.386455 = -5039713.562922 nChanged 47 SP:Iteration 44Q (10636.510000 sec): 3 clusters Score: Raw -5044867.352827 + Penalty 5150.386455 = -5039716.966372 nChanged 57 SP:Iteration 45Q (10636.840000 sec): 3 clusters Score: Raw -5044871.476709 + Penalty 5150.386455 = -5039721.090254 nChanged 44 SP:Iteration 46Q (10637.190000 sec): 3 clusters Score: Raw -5044874.382556 + Penalty 5150.386455 = -5039723.996101 nChanged 43 SP:Iteration 47Q (10637.570000 sec): 3 clusters Score: Raw -5044876.708941 + Penalty 5150.386455 = -5039726.322486 nChanged 38 SP:Iteration 48Q (10637.970000 sec): 3 clusters Score: Raw -5044879.283836 + Penalty 5150.386455 = -5039728.897381 nChanged 39 SP:Iteration 49Q (10638.350000 sec): 3 clusters Score: Raw -5044882.011062 + Penalty 5150.386455 = -5039731.624607 nChanged 38 SP:Iteration 50Q (10638.700000 sec): 3 clusters Score: Raw -5044884.702080 + Penalty 5150.386455 = -5039734.315625 nChanged 34 SP:Iteration 51Q (10639.090000 sec): 3 clusters Score: Raw -5044887.170928 + Penalty 5150.386455 = -5039736.784473 nChanged 35 SP:Iteration 52Q (10639.410000 sec): 3 clusters Score: Raw -5044889.507087 + Penalty 5150.386455 = -5039739.120632 nChanged 42 SP:Iteration 53Q (10639.780000 sec): 3 clusters Score: Raw -5044892.510130 + Penalty 5150.386455 = -5039742.123675 nChanged 51 SP:Iteration 54Q (10640.150000 sec): 3 clusters Score: Raw -5044896.321252 + Penalty 5150.386455 = -5039745.934797 nChanged 52 SP:Iteration 55Q (10640.510000 sec): 3 clusters Score: Raw -5044900.557006 + Penalty 5150.386455 = -5039750.170551 nChanged 56 SP:Iteration 56Q (10640.830000 sec): 3 clusters Score: Raw -5044904.910745 + Penalty 5150.386455 = -5039754.524289 nChanged 58 SP:Iteration 57Q (10641.200000 sec): 3 clusters Score: Raw -5044909.469880 + Penalty 5150.386455 = -5039759.083425 nChanged 58 SP:Iteration 58Q (10641.550000 sec): 3 clusters Score: Raw -5044914.238331 + Penalty 5150.386455 = -5039763.851876 nChanged 62 SP:Iteration 59Q (10641.900000 sec): 3 clusters Score: Raw -5044918.789046 + Penalty 5150.386455 = -5039768.402591 nChanged 59 SP:Iteration 60F (10642.260000 sec): 3 clusters Score: Raw -5044924.045139 + Penalty 5150.386455 = -5039773.658684 nChanged 67 SP:Iteration 61Q (10642.560000 sec): 3 clusters Score: Raw -5044929.829156 + Penalty 5150.386455 = -5039779.442701 nChanged 58 SP:Iteration 62Q (10642.890000 sec): 3 clusters Score: Raw -5044934.711100 + Penalty 5150.386455 = -5039784.324645 nChanged 56 SP:Iteration 63Q (10643.290000 sec): 3 clusters Score: Raw -5044938.991092 + Penalty 5150.386455 = -5039788.604637 nChanged 65 SP:Iteration 64Q (10643.660000 sec): 3 clusters Score: Raw -5044944.538317 + Penalty 5150.386455 = -5039794.151862 nChanged 65 SP:Iteration 65Q (10643.980000 sec): 3 clusters Score: Raw -5044949.993278 + Penalty 5150.386455 = -5039799.606823 nChanged 57 SP:Iteration 66Q (10644.300000 sec): 3 clusters Score: Raw -5044954.378690 + Penalty 5150.386455 = -5039803.992235 nChanged 49 SP:Iteration 67Q (10644.650000 sec): 3 clusters Score: Raw -5044957.824532 + Penalty 5150.386455 = -5039807.438077 nChanged 46 SP:Iteration 68Q (10644.980000 sec): 3 clusters Score: Raw -5044961.148758 + Penalty 5150.386455 = -5039810.762303 nChanged 47 SP:Iteration 69Q (10645.340000 sec): 3 clusters Score: Raw -5044964.503835 + Penalty 5150.386455 = -5039814.117379 nChanged 42 SP:Iteration 70Q (10645.700000 sec): 3 clusters Score: Raw -5044967.854661 + Penalty 5150.386455 = -5039817.468205 nChanged 39 SP:Iteration 71Q (10646.030000 sec): 3 clusters Score: Raw -5044971.390354 + Penalty 5150.386455 = -5039821.003899 nChanged 48 SP:Iteration 72Q (10646.370000 sec): 3 clusters Score: Raw -5044975.268277 + Penalty 5150.386455 = -5039824.881821 nChanged 50 SP:Iteration 73Q (10646.750000 sec): 3 clusters Score: Raw -5044979.288945 + Penalty 5150.386455 = -5039828.902490 nChanged 43 SP:Iteration 74Q (10647.110000 sec): 3 clusters Score: Raw -5044981.702657 + Penalty 5150.386455 = -5039831.316202 nChanged 31 SP:Iteration 75Q (10647.470000 sec): 3 clusters Score: Raw -5044983.656418 + Penalty 5150.386455 = -5039833.269963 nChanged 31 SP:Iteration 76Q (10647.850000 sec): 3 clusters Score: Raw -5044985.359582 + Penalty 5150.386455 = -5039834.973127 nChanged 25 SP:Iteration 77Q (10648.220000 sec): 3 clusters Score: Raw -5044986.713568 + Penalty 5150.386455 = -5039836.327113 nChanged 26 SP:Iteration 78Q (10648.560000 sec): 3 clusters Score: Raw -5044988.039002 + Penalty 5150.386455 = -5039837.652547 nChanged 24 SP:Iteration 79Q (10648.940000 sec): 3 clusters Score: Raw -5044989.518301 + Penalty 5150.386455 = -5039839.131846 nChanged 27 SP:Iteration 80F (10649.300000 sec): 3 clusters Score: Raw -5044991.418648 + Penalty 5150.386455 = -5039841.032193 nChanged 31 SP:Iteration 81Q (10649.660000 sec): 3 clusters Score: Raw -5044993.213971 + Penalty 5150.386455 = -5039842.827516 nChanged 15 SP:Iteration 82Q (10650.060000 sec): 3 clusters Score: Raw -5044993.875989 + Penalty 5150.386455 = -5039843.489533 nChanged 14 SP:Iteration 83Q (10650.400000 sec): 3 clusters Score: Raw -5044994.492356 + Penalty 5150.386455 = -5039844.105901 nChanged 13 SP:Iteration 84Q (10650.740000 sec): 3 clusters Score: Raw -5044995.091266 + Penalty 5150.386455 = -5039844.704811 nChanged 14 SP:Iteration 85Q (10651.100000 sec): 3 clusters Score: Raw -5044995.669499 + Penalty 5150.386455 = -5039845.283044 nChanged 15 SP:Iteration 86Q (10651.440000 sec): 3 clusters Score: Raw -5044996.599041 + Penalty 5150.386455 = -5039846.212586 nChanged 19 SP:Iteration 87Q (10651.820000 sec): 3 clusters Score: Raw -5044997.623117 + Penalty 5150.386455 = -5039847.236661 nChanged 24 SP:Iteration 88Q (10652.190000 sec): 3 clusters Score: Raw -5044998.898058 + Penalty 5150.386455 = -5039848.511603 nChanged 18 SP:Iteration 89Q (10652.510000 sec): 3 clusters Score: Raw -5044999.713814 + Penalty 5150.386455 = -5039849.327359 nChanged 11 SP:Iteration 90Q (10652.910000 sec): 3 clusters Score: Raw -5045000.144537 + Penalty 5150.386455 = -5039849.758082 nChanged 7 SP:Iteration 91Q (10653.290000 sec): 3 clusters Score: Raw -5045000.471561 + Penalty 5150.386455 = -5039850.085106 nChanged 4 SP:Iteration 92Q (10653.640000 sec): 3 clusters Score: Raw -5045000.630826 + Penalty 5150.386455 = -5039850.244371 nChanged 7 SP:Iteration 93Q (10653.970000 sec): 3 clusters Score: Raw -5045000.939213 + Penalty 5150.386455 = -5039850.552758 nChanged 2 SP:Iteration 94Q (10654.330000 sec): 3 clusters Score: Raw -5045001.016133 + Penalty 5150.386455 = -5039850.629678 nChanged 3 SP:Iteration 95Q (10654.640000 sec): 3 clusters Score: Raw -5045001.141167 + Penalty 5150.386455 = -5039850.754712 nChanged 5 SP:Iteration 96Q (10655.050000 sec): 3 clusters Score: Raw -5045001.337770 + Penalty 5150.386455 = -5039850.951315 nChanged 1 SP:Iteration 97Q (10655.340000 sec): 3 clusters Score: Raw -5045001.395203 + Penalty 5150.386455 = -5039851.008747 nChanged 5 SP:Iteration 98Q (10655.740000 sec): 3 clusters Score: Raw -5045001.766688 + Penalty 5150.386455 = -5039851.380233 nChanged 5 SP:Iteration 99Q (10656.060000 sec): 3 clusters Score: Raw -5045001.957003 + Penalty 5150.386455 = -5039851.570547 nChanged 3 SP:Iteration 100F (10656.450000 sec): 3 clusters Score: Raw -5045002.050014 + Penalty 5150.386455 = -5039851.663559 nChanged 2 SP:Iteration 101Q (10656.790000 sec): 3 clusters Score: Raw -5045002.118684 + Penalty 5150.386455 = -5039851.732229 nChanged 3 SP:Iteration 102Q (10657.130000 sec): 3 clusters Score: Raw -5045002.214023 + Penalty 5150.386455 = -5039851.827568 nChanged 2 SP:Iteration 103Q (10657.490000 sec): 3 clusters Score: Raw -5045002.254333 + Penalty 5150.386455 = -5039851.867878 nChanged 2 SP:Iteration 104Q (10657.820000 sec): 3 clusters Score: Raw -5045002.293202 + Penalty 5150.386455 = -5039851.906747 nChanged 3 SP:Iteration 105Q (10658.170000 sec): 3 clusters Score: Raw -5045002.434830 + Penalty 5150.386455 = -5039852.048375 nChanged 3 SP:Iteration 106Q (10658.490000 sec): 3 clusters Score: Raw -5045002.575866 + Penalty 5150.386455 = -5039852.189410 nChanged 3 SP:Iteration 107Q (10658.850000 sec): 3 clusters Score: Raw -5045002.650297 + Penalty 5150.386455 = -5039852.263842 nChanged 0 SP:Iteration 108F (10659.230000 sec): 3 clusters Score: Raw -5045002.650297 + Penalty 5150.386455 = -5039852.263842 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10659.380000 sec): 2 clusters Score: Raw -1128925.007714 + Penalty 2200.585341 = -1126724.422372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10659.570000 sec): 3 clusters Score: Raw -1125295.046083 + Penalty 4401.170683 = -1120893.875400 nChanged 2832 SP:Iteration 1F (10659.760000 sec): 3 clusters Score: Raw -1126797.497765 + Penalty 4401.170683 = -1122396.327083 nChanged 493 SP:Iteration 2F (10660.000000 sec): 3 clusters Score: Raw -1127086.765635 + Penalty 4401.170683 = -1122685.594953 nChanged 389 SP:Iteration 3F (10660.190000 sec): 3 clusters Score: Raw -1127335.242093 + Penalty 4401.170683 = -1122934.071411 nChanged 343 SP:Iteration 4Q (10660.400000 sec): 3 clusters Score: Raw -1127564.777482 + Penalty 4401.170683 = -1123163.606799 nChanged 310 SP:Iteration 5Q (10660.610000 sec): 3 clusters Score: Raw -1127766.303288 + Penalty 4401.170683 = -1123365.132606 nChanged 294 SP:Iteration 6Q (10660.810000 sec): 3 clusters Score: Raw -1127920.214223 + Penalty 4401.170683 = -1123519.043540 nChanged 223 SP:Iteration 7Q (10660.990000 sec): 3 clusters Score: Raw -1128038.432669 + Penalty 4401.170683 = -1123637.261987 nChanged 216 SP:Iteration 8Q (10661.190000 sec): 3 clusters Score: Raw -1128135.681980 + Penalty 4401.170683 = -1123734.511298 nChanged 177 SP:Iteration 9Q (10661.410000 sec): 3 clusters Score: Raw -1128220.456359 + Penalty 4401.170683 = -1123819.285676 nChanged 175 SP:Iteration 10Q (10661.610000 sec): 3 clusters Score: Raw -1128294.004233 + Penalty 4401.170683 = -1123892.833551 nChanged 181 SP:Iteration 11Q (10661.780000 sec): 3 clusters Score: Raw -1128369.431752 + Penalty 4401.170683 = -1123968.261069 nChanged 158 SP:Iteration 12Q (10661.960000 sec): 3 clusters Score: Raw -1128433.789663 + Penalty 4401.170683 = -1124032.618980 nChanged 143 SP:Iteration 13Q (10662.150000 sec): 3 clusters Score: Raw -1128497.880711 + Penalty 4401.170683 = -1124096.710029 nChanged 145 SP:Iteration 14Q (10662.350000 sec): 3 clusters Score: Raw -1128558.904295 + Penalty 4401.170683 = -1124157.733612 nChanged 129 SP:Iteration 15Q (10662.570000 sec): 3 clusters Score: Raw -1128616.497498 + Penalty 4401.170683 = -1124215.326816 nChanged 127 SP:Iteration 16Q (10662.800000 sec): 3 clusters Score: Raw -1128668.643122 + Penalty 4401.170683 = -1124267.472439 nChanged 100 SP:Iteration 17Q (10662.990000 sec): 3 clusters Score: Raw -1128708.289754 + Penalty 4401.170683 = -1124307.119071 nChanged 108 SP:Iteration 18Q (10663.180000 sec): 3 clusters Score: Raw -1128752.147941 + Penalty 4401.170683 = -1124350.977258 nChanged 105 SP:Iteration 19Q (10663.390000 sec): 3 clusters Score: Raw -1128797.534800 + Penalty 4401.170683 = -1124396.364117 nChanged 116 SP:Iteration 20F (10663.600000 sec): 3 clusters Score: Raw -1128842.263799 + Penalty 4401.170683 = -1124441.093116 nChanged 99 SP:Iteration 21Q (10663.770000 sec): 3 clusters Score: Raw -1128882.716887 + Penalty 4401.170683 = -1124481.546204 nChanged 106 SP:Iteration 22Q (10664.020000 sec): 3 clusters Score: Raw -1128928.614430 + Penalty 4401.170683 = -1124527.443748 nChanged 96 SP:Iteration 23Q (10664.220000 sec): 3 clusters Score: Raw -1128964.166696 + Penalty 4401.170683 = -1124562.996013 nChanged 74 SP:Iteration 24Q (10664.460000 sec): 3 clusters Score: Raw -1128995.077191 + Penalty 4401.170683 = -1124593.906508 nChanged 80 SP:Iteration 25Q (10664.670000 sec): 3 clusters Score: Raw -1129031.074206 + Penalty 4401.170683 = -1124629.903523 nChanged 74 SP:Iteration 26Q (10664.850000 sec): 3 clusters Score: Raw -1129063.802581 + Penalty 4401.170683 = -1124662.631898 nChanged 73 SP:Iteration 27Q (10665.060000 sec): 3 clusters Score: Raw -1129095.705247 + Penalty 4401.170683 = -1124694.534564 nChanged 56 SP:Iteration 28Q (10665.270000 sec): 3 clusters Score: Raw -1129117.434590 + Penalty 4401.170683 = -1124716.263907 nChanged 47 SP:Iteration 29Q (10665.500000 sec): 3 clusters Score: Raw -1129133.516368 + Penalty 4401.170683 = -1124732.345685 nChanged 45 SP:Iteration 30Q (10665.680000 sec): 3 clusters Score: Raw -1129150.052653 + Penalty 4401.170683 = -1124748.881971 nChanged 43 SP:Iteration 31Q (10665.930000 sec): 3 clusters Score: Raw -1129165.762684 + Penalty 4401.170683 = -1124764.592001 nChanged 46 SP:Iteration 32Q (10666.110000 sec): 3 clusters Score: Raw -1129182.434817 + Penalty 4401.170683 = -1124781.264134 nChanged 34 SP:Iteration 33Q (10666.330000 sec): 3 clusters Score: Raw -1129194.945002 + Penalty 4401.170683 = -1124793.774319 nChanged 37 SP:Iteration 34Q (10666.540000 sec): 3 clusters Score: Raw -1129208.107009 + Penalty 4401.170683 = -1124806.936326 nChanged 30 SP:Iteration 35Q (10666.740000 sec): 3 clusters Score: Raw -1129219.547351 + Penalty 4401.170683 = -1124818.376668 nChanged 34 SP:Iteration 36Q (10666.980000 sec): 3 clusters Score: Raw -1129233.481260 + Penalty 4401.170683 = -1124832.310577 nChanged 32 SP:Iteration 37Q (10667.150000 sec): 3 clusters Score: Raw -1129247.532618 + Penalty 4401.170683 = -1124846.361936 nChanged 42 SP:Iteration 38Q (10667.340000 sec): 3 clusters Score: Raw -1129266.510611 + Penalty 4401.170683 = -1124865.339928 nChanged 35 SP:Iteration 39Q (10667.540000 sec): 3 clusters Score: Raw -1129281.619434 + Penalty 4401.170683 = -1124880.448751 nChanged 32 SP:Iteration 40F (10667.720000 sec): 3 clusters Score: Raw -1129293.580979 + Penalty 4401.170683 = -1124892.410296 nChanged 32 SP:Iteration 41Q (10667.920000 sec): 3 clusters Score: Raw -1129303.891748 + Penalty 4401.170683 = -1124902.721065 nChanged 31 SP:Iteration 42Q (10668.150000 sec): 3 clusters Score: Raw -1129315.787685 + Penalty 4401.170683 = -1124914.617003 nChanged 28 SP:Iteration 43Q (10668.360000 sec): 3 clusters Score: Raw -1129325.602697 + Penalty 4401.170683 = -1124924.432014 nChanged 24 SP:Iteration 44Q (10668.550000 sec): 3 clusters Score: Raw -1129335.868134 + Penalty 4401.170683 = -1124934.697452 nChanged 31 SP:Iteration 45Q (10668.720000 sec): 3 clusters Score: Raw -1129352.280334 + Penalty 4401.170683 = -1124951.109651 nChanged 39 SP:Iteration 46Q (10668.960000 sec): 3 clusters Score: Raw -1129368.216769 + Penalty 4401.170683 = -1124967.046087 nChanged 32 SP:Iteration 47Q (10669.170000 sec): 3 clusters Score: Raw -1129383.954516 + Penalty 4401.170683 = -1124982.783834 nChanged 21 SP:Iteration 48Q (10669.340000 sec): 3 clusters Score: Raw -1129394.466657 + Penalty 4401.170683 = -1124993.295974 nChanged 21 SP:Iteration 49Q (10669.550000 sec): 3 clusters Score: Raw -1129405.331884 + Penalty 4401.170683 = -1125004.161202 nChanged 26 SP:Iteration 50Q (10669.770000 sec): 3 clusters Score: Raw -1129424.126795 + Penalty 4401.170683 = -1125022.956112 nChanged 31 SP:Iteration 51Q (10669.980000 sec): 3 clusters Score: Raw -1129444.699310 + Penalty 4401.170683 = -1125043.528627 nChanged 24 SP:Iteration 52Q (10670.160000 sec): 3 clusters Score: Raw -1129457.214739 + Penalty 4401.170683 = -1125056.044057 nChanged 18 SP:Iteration 53Q (10670.380000 sec): 3 clusters Score: Raw -1129468.582403 + Penalty 4401.170683 = -1125067.411720 nChanged 27 SP:Iteration 54Q (10670.560000 sec): 3 clusters Score: Raw -1129483.708697 + Penalty 4401.170683 = -1125082.538014 nChanged 24 SP:Iteration 55Q (10670.780000 sec): 3 clusters Score: Raw -1129499.007864 + Penalty 4401.170683 = -1125097.837181 nChanged 17 SP:Iteration 56Q (10671.000000 sec): 3 clusters Score: Raw -1129507.951971 + Penalty 4401.170683 = -1125106.781288 nChanged 22 SP:Iteration 57Q (10671.160000 sec): 3 clusters Score: Raw -1129519.653742 + Penalty 4401.170683 = -1125118.483059 nChanged 17 SP:Iteration 58Q (10671.330000 sec): 3 clusters Score: Raw -1129531.515148 + Penalty 4401.170683 = -1125130.344465 nChanged 20 SP:Iteration 59Q (10671.540000 sec): 3 clusters Score: Raw -1129549.517574 + Penalty 4401.170683 = -1125148.346891 nChanged 20 SP:Iteration 60F (10671.790000 sec): 3 clusters Score: Raw -1129562.236279 + Penalty 4401.170683 = -1125161.065596 nChanged 18 SP:Iteration 61Q (10671.970000 sec): 3 clusters Score: Raw -1129575.652788 + Penalty 4401.170683 = -1125174.482105 nChanged 16 SP:Iteration 62Q (10672.220000 sec): 3 clusters Score: Raw -1129586.466800 + Penalty 4401.170683 = -1125185.296117 nChanged 13 SP:Iteration 63Q (10672.470000 sec): 3 clusters Score: Raw -1129595.692532 + Penalty 4401.170683 = -1125194.521849 nChanged 13 SP:Iteration 64Q (10672.640000 sec): 3 clusters Score: Raw -1129604.940133 + Penalty 4401.170683 = -1125203.769450 nChanged 18 SP:Iteration 65Q (10672.870000 sec): 3 clusters Score: Raw -1129616.214982 + Penalty 4401.170683 = -1125215.044299 nChanged 19 SP:Iteration 66Q (10673.080000 sec): 3 clusters Score: Raw -1129626.610921 + Penalty 4401.170683 = -1125225.440238 nChanged 13 SP:Iteration 67Q (10673.300000 sec): 3 clusters Score: Raw -1129633.262669 + Penalty 4401.170683 = -1125232.091987 nChanged 8 SP:Iteration 68Q (10673.500000 sec): 3 clusters Score: Raw -1129637.091637 + Penalty 4401.170683 = -1125235.920954 nChanged 7 SP:Iteration 69Q (10673.710000 sec): 3 clusters Score: Raw -1129640.047620 + Penalty 4401.170683 = -1125238.876937 nChanged 7 SP:Iteration 70Q (10673.940000 sec): 3 clusters Score: Raw -1129644.803519 + Penalty 4401.170683 = -1125243.632836 nChanged 9 SP:Iteration 71Q (10674.110000 sec): 3 clusters Score: Raw -1129650.245491 + Penalty 4401.170683 = -1125249.074808 nChanged 7 SP:Iteration 72Q (10674.310000 sec): 3 clusters Score: Raw -1129654.062403 + Penalty 4401.170683 = -1125252.891720 nChanged 6 SP:Iteration 73Q (10674.550000 sec): 3 clusters Score: Raw -1129657.099604 + Penalty 4401.170683 = -1125255.928921 nChanged 3 SP:Iteration 74Q (10674.750000 sec): 3 clusters Score: Raw -1129659.173978 + Penalty 4401.170683 = -1125258.003295 nChanged 6 SP:Iteration 75Q (10674.960000 sec): 3 clusters Score: Raw -1129662.346810 + Penalty 4401.170683 = -1125261.176127 nChanged 6 SP:Iteration 76Q (10675.160000 sec): 3 clusters Score: Raw -1129665.151339 + Penalty 4401.170683 = -1125263.980656 nChanged 5 SP:Iteration 77Q (10675.390000 sec): 3 clusters Score: Raw -1129666.714118 + Penalty 4401.170683 = -1125265.543436 nChanged 1 SP:Iteration 78Q (10675.600000 sec): 3 clusters Score: Raw -1129667.022100 + Penalty 4401.170683 = -1125265.851417 nChanged 0 SP:Iteration 79F (10675.800000 sec): 3 clusters Score: Raw -1129667.022100 + Penalty 4401.170683 = -1125265.851417 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10675.900000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10676.090000 sec): 3 clusters Score: Raw -65108.187014 + Penalty 3077.460650 = -62030.726364 nChanged 121 SP:Iteration 1F (10676.290000 sec): 3 clusters Score: Raw -65567.751137 + Penalty 3077.460650 = -62490.290487 nChanged 53 SP:Iteration 2F (10676.430000 sec): 3 clusters Score: Raw -65795.687061 + Penalty 3077.460650 = -62718.226411 nChanged 26 SP:Iteration 3F (10676.610000 sec): 3 clusters Score: Raw -65864.248954 + Penalty 3077.460650 = -62786.788304 nChanged 8 SP:Iteration 4Q (10676.740000 sec): 3 clusters Score: Raw -65899.295897 + Penalty 3077.460650 = -62821.835246 nChanged 7 SP:Iteration 5Q (10676.850000 sec): 3 clusters Score: Raw -65937.623848 + Penalty 3077.460650 = -62860.163198 nChanged 2 SP:Iteration 6Q (10676.960000 sec): 3 clusters Score: Raw -65940.162420 + Penalty 3077.460650 = -62862.701770 nChanged 1 SP:Iteration 7Q (10677.070000 sec): 3 clusters Score: Raw -65941.466109 + Penalty 3077.460650 = -62864.005458 nChanged 0 SP:Iteration 8F (10677.270000 sec): 3 clusters Score: Raw -65941.466109 + Penalty 3077.460650 = -62864.005458 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10677.330000 sec): 2 clusters Score: Raw -60732.020851 + Penalty 1480.872936 = -59251.147915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10677.490000 sec): 3 clusters Score: Raw -60836.494775 + Penalty 2961.745873 = -57874.748902 nChanged 64 SP:Iteration 1F (10677.620000 sec): 3 clusters Score: Raw -61004.918299 + Penalty 2961.745873 = -58043.172426 nChanged 16 SP:Iteration 2Q (10677.840000 sec): 3 clusters Score: Raw -61050.641246 + Penalty 2961.745873 = -58088.895374 nChanged 4 SP:Iteration 3Q (10677.970000 sec): 3 clusters Score: Raw -61063.939249 + Penalty 2961.745873 = -58102.193376 nChanged 3 SP:Iteration 4Q (10678.150000 sec): 3 clusters Score: Raw -61075.526615 + Penalty 2961.745873 = -58113.780742 nChanged 3 SP:Iteration 5Q (10678.350000 sec): 3 clusters Score: Raw -61088.587729 + Penalty 2961.745873 = -58126.841857 nChanged 1 SP:Iteration 6Q (10678.500000 sec): 3 clusters Score: Raw -61091.156472 + Penalty 2961.745873 = -58129.410599 nChanged 2 SP:Iteration 7Q (10678.700000 sec): 3 clusters Score: Raw -61095.912220 + Penalty 2961.745873 = -58134.166347 nChanged 0 SP:Iteration 8F (10678.850000 sec): 3 clusters Score: Raw -61095.912220 + Penalty 2961.745873 = -58134.166347 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10678.960000 sec): 2 clusters Score: Raw -235190.798265 + Penalty 1826.564671 = -233364.233593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10679.170000 sec): 3 clusters Score: Raw -234704.785150 + Penalty 3653.129343 = -231051.655807 nChanged 472 SP:Iteration 1F (10679.320000 sec): 3 clusters Score: Raw -235125.586605 + Penalty 3653.129343 = -231472.457263 nChanged 127 SP:Iteration 2F (10679.510000 sec): 3 clusters Score: Raw -235275.896106 + Penalty 3653.129343 = -231622.766763 nChanged 86 SP:Iteration 3F (10679.670000 sec): 3 clusters Score: Raw -235368.592239 + Penalty 3653.129343 = -231715.462896 nChanged 58 SP:Iteration 4Q (10679.880000 sec): 3 clusters Score: Raw -235430.578229 + Penalty 3653.129343 = -231777.448886 nChanged 49 SP:Iteration 5Q (10680.000000 sec): 3 clusters Score: Raw -235496.130703 + Penalty 3653.129343 = -231843.001361 nChanged 45 SP:Iteration 6Q (10680.180000 sec): 3 clusters Score: Raw -235545.920541 + Penalty 3653.129343 = -231892.791199 nChanged 28 SP:Iteration 7Q (10680.330000 sec): 3 clusters Score: Raw -235571.210206 + Penalty 3653.129343 = -231918.080864 nChanged 21 SP:Iteration 8Q (10680.500000 sec): 3 clusters Score: Raw -235594.017274 + Penalty 3653.129343 = -231940.887932 nChanged 14 SP:Iteration 9Q (10680.610000 sec): 3 clusters Score: Raw -235609.342503 + Penalty 3653.129343 = -231956.213161 nChanged 15 SP:Iteration 10Q (10680.780000 sec): 3 clusters Score: Raw -235623.929655 + Penalty 3653.129343 = -231970.800313 nChanged 15 SP:Iteration 11Q (10680.950000 sec): 3 clusters Score: Raw -235636.208670 + Penalty 3653.129343 = -231983.079327 nChanged 14 SP:Iteration 12Q (10681.120000 sec): 3 clusters Score: Raw -235645.584454 + Penalty 3653.129343 = -231992.455111 nChanged 8 SP:Iteration 13Q (10681.310000 sec): 3 clusters Score: Raw -235650.826235 + Penalty 3653.129343 = -231997.696892 nChanged 8 SP:Iteration 14Q (10681.490000 sec): 3 clusters Score: Raw -235654.783824 + Penalty 3653.129343 = -232001.654481 nChanged 3 SP:Iteration 15Q (10681.670000 sec): 3 clusters Score: Raw -235655.891025 + Penalty 3653.129343 = -232002.761682 nChanged 3 SP:Iteration 16Q (10681.820000 sec): 3 clusters Score: Raw -235658.017045 + Penalty 3653.129343 = -232004.887703 nChanged 3 SP:Iteration 17Q (10682.020000 sec): 3 clusters Score: Raw -235660.799408 + Penalty 3653.129343 = -232007.670065 nChanged 3 SP:Iteration 18Q (10682.190000 sec): 3 clusters Score: Raw -235662.862576 + Penalty 3653.129343 = -232009.733233 nChanged 4 SP:Iteration 19Q (10682.390000 sec): 3 clusters Score: Raw -235667.245639 + Penalty 3653.129343 = -232014.116297 nChanged 5 SP:Iteration 20F (10682.570000 sec): 3 clusters Score: Raw -235673.308053 + Penalty 3653.129343 = -232020.178710 nChanged 9 SP:Iteration 21Q (10682.740000 sec): 3 clusters Score: Raw -235678.477773 + Penalty 3653.129343 = -232025.348430 nChanged 10 SP:Iteration 22Q (10682.940000 sec): 3 clusters Score: Raw -235684.481419 + Penalty 3653.129343 = -232031.352076 nChanged 13 SP:Iteration 23Q (10683.100000 sec): 3 clusters Score: Raw -235695.052817 + Penalty 3653.129343 = -232041.923474 nChanged 9 SP:Iteration 24Q (10683.250000 sec): 3 clusters Score: Raw -235701.660378 + Penalty 3653.129343 = -232048.531036 nChanged 7 SP:Iteration 25Q (10683.420000 sec): 3 clusters Score: Raw -235704.623202 + Penalty 3653.129343 = -232051.493860 nChanged 3 SP:Iteration 26Q (10683.600000 sec): 3 clusters Score: Raw -235706.533906 + Penalty 3653.129343 = -232053.404563 nChanged 5 SP:Iteration 27Q (10683.780000 sec): 3 clusters Score: Raw -235709.367174 + Penalty 3653.129343 = -232056.237832 nChanged 4 SP:Iteration 28Q (10683.930000 sec): 3 clusters Score: Raw -235710.894141 + Penalty 3653.129343 = -232057.764798 nChanged 1 SP:Iteration 29Q (10684.120000 sec): 3 clusters Score: Raw -235711.063526 + Penalty 3653.129343 = -232057.934184 nChanged 0 SP:Iteration 30F (10684.270000 sec): 3 clusters Score: Raw -235711.063526 + Penalty 3653.129343 = -232057.934184 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10684.370000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10684.510000 sec): 3 clusters Score: Raw -43452.440792 + Penalty 2848.529581 = -40603.911211 nChanged 33 SP:Iteration 1F (10684.670000 sec): 3 clusters Score: Raw -43571.263211 + Penalty 2848.529581 = -40722.733630 nChanged 11 SP:Iteration 2Q (10684.870000 sec): 3 clusters Score: Raw -43611.528269 + Penalty 2848.529581 = -40762.998688 nChanged 5 SP:Iteration 3Q (10685.040000 sec): 3 clusters Score: Raw -43629.447836 + Penalty 2848.529581 = -40780.918255 nChanged 4 SP:Iteration 4Q (10685.230000 sec): 3 clusters Score: Raw -43644.734013 + Penalty 2848.529581 = -40796.204431 nChanged 2 SP:Iteration 5Q (10685.360000 sec): 3 clusters Score: Raw -43655.902284 + Penalty 2848.529581 = -40807.372703 nChanged 2 SP:Iteration 6Q (10685.500000 sec): 3 clusters Score: Raw -43663.527968 + Penalty 2848.529581 = -40814.998387 nChanged 0 SP:Iteration 7F (10685.680000 sec): 3 clusters Score: Raw -43663.527968 + Penalty 2848.529581 = -40814.998387 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10685.780000 sec): 2 clusters Score: Raw -385264.831069 + Penalty 1949.612765 = -383315.218303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10685.970000 sec): 3 clusters Score: Raw -384247.034846 + Penalty 3899.225531 = -380347.809315 nChanged 891 SP:Iteration 1F (10686.150000 sec): 3 clusters Score: Raw -384953.306225 + Penalty 3899.225531 = -381054.080694 nChanged 235 SP:Iteration 2F (10686.380000 sec): 3 clusters Score: Raw -385249.217349 + Penalty 3899.225531 = -381349.991819 nChanged 169 SP:Iteration 3F (10686.560000 sec): 3 clusters Score: Raw -385496.996815 + Penalty 3899.225531 = -381597.771284 nChanged 165 SP:Iteration 4F (10686.730000 sec): 3 clusters Score: Raw -385763.379130 + Penalty 3899.225531 = -381864.153599 nChanged 158 SP:Iteration 5F (10686.900000 sec): 3 clusters Score: Raw -386032.020639 + Penalty 3899.225531 = -382132.795109 nChanged 143 SP:Iteration 6F (10687.060000 sec): 3 clusters Score: Raw -386238.110447 + Penalty 3899.225531 = -382338.884916 nChanged 113 SP:Iteration 7Q (10687.260000 sec): 3 clusters Score: Raw -386405.523369 + Penalty 3899.225531 = -382506.297838 nChanged 89 SP:Iteration 8Q (10687.420000 sec): 3 clusters Score: Raw -386500.874553 + Penalty 3899.225531 = -382601.649022 nChanged 71 SP:Iteration 9Q (10687.640000 sec): 3 clusters Score: Raw -386587.405397 + Penalty 3899.225531 = -382688.179866 nChanged 69 SP:Iteration 10Q (10687.780000 sec): 3 clusters Score: Raw -386677.193537 + Penalty 3899.225531 = -382777.968006 nChanged 67 SP:Iteration 11Q (10687.990000 sec): 3 clusters Score: Raw -386763.189559 + Penalty 3899.225531 = -382863.964029 nChanged 60 SP:Iteration 12Q (10688.180000 sec): 3 clusters Score: Raw -386819.323629 + Penalty 3899.225531 = -382920.098098 nChanged 51 SP:Iteration 13Q (10688.340000 sec): 3 clusters Score: Raw -386862.041823 + Penalty 3899.225531 = -382962.816292 nChanged 34 SP:Iteration 14Q (10688.540000 sec): 3 clusters Score: Raw -386886.194179 + Penalty 3899.225531 = -382986.968648 nChanged 19 SP:Iteration 15Q (10688.690000 sec): 3 clusters Score: Raw -386897.958896 + Penalty 3899.225531 = -382998.733365 nChanged 12 SP:Iteration 16Q (10688.870000 sec): 3 clusters Score: Raw -386906.003676 + Penalty 3899.225531 = -383006.778146 nChanged 9 SP:Iteration 17Q (10689.070000 sec): 3 clusters Score: Raw -386911.321594 + Penalty 3899.225531 = -383012.096063 nChanged 8 SP:Iteration 18Q (10689.280000 sec): 3 clusters Score: Raw -386915.107525 + Penalty 3899.225531 = -383015.881995 nChanged 7 SP:Iteration 19Q (10689.440000 sec): 3 clusters Score: Raw -386918.735643 + Penalty 3899.225531 = -383019.510112 nChanged 6 SP:Iteration 20F (10689.630000 sec): 3 clusters Score: Raw -386921.300516 + Penalty 3899.225531 = -383022.074986 nChanged 5 SP:Iteration 21Q (10689.800000 sec): 3 clusters Score: Raw -386924.997358 + Penalty 3899.225531 = -383025.771827 nChanged 8 SP:Iteration 22Q (10689.980000 sec): 3 clusters Score: Raw -386928.953931 + Penalty 3899.225531 = -383029.728400 nChanged 4 SP:Iteration 23Q (10690.170000 sec): 3 clusters Score: Raw -386930.682478 + Penalty 3899.225531 = -383031.456947 nChanged 0 SP:Iteration 24F (10690.320000 sec): 3 clusters Score: Raw -386930.682478 + Penalty 3899.225531 = -383031.456947 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10690.440000 sec): 2 clusters Score: Raw -43219.464812 + Penalty 1408.682807 = -41810.782005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10690.600000 sec): 3 clusters Score: Raw -43368.414577 + Penalty 2817.365614 = -40551.048963 nChanged 35 SP:Iteration 1F (10690.730000 sec): 3 clusters Score: Raw -43479.259836 + Penalty 2817.365614 = -40661.894222 nChanged 9 SP:Iteration 2Q (10690.930000 sec): 3 clusters Score: Raw -43514.979630 + Penalty 2817.365614 = -40697.614016 nChanged 4 SP:Iteration 3Q (10691.100000 sec): 3 clusters Score: Raw -43527.410107 + Penalty 2817.365614 = -40710.044492 nChanged 5 SP:Iteration 4Q (10691.300000 sec): 3 clusters Score: Raw -43547.140021 + Penalty 2817.365614 = -40729.774407 nChanged 5 SP:Iteration 5Q (10691.490000 sec): 3 clusters Score: Raw -43561.888079 + Penalty 2817.365614 = -40744.522465 nChanged 2 SP:Iteration 6Q (10691.650000 sec): 3 clusters Score: Raw -43566.209359 + Penalty 2817.365614 = -40748.843745 nChanged 1 SP:Iteration 7Q (10691.840000 sec): 3 clusters Score: Raw -43574.326389 + Penalty 2817.365614 = -40756.960775 nChanged 2 SP:Iteration 8Q (10692.030000 sec): 3 clusters Score: Raw -43586.662376 + Penalty 2817.365614 = -40769.296762 nChanged 3 SP:Iteration 9Q (10692.200000 sec): 3 clusters Score: Raw -43601.476449 + Penalty 2817.365614 = -40784.110835 nChanged 1 SP:Iteration 10Q (10692.440000 sec): 3 clusters Score: Raw -43605.939951 + Penalty 2817.365614 = -40788.574337 nChanged 1 SP:Iteration 11Q (10692.580000 sec): 3 clusters Score: Raw -43617.117236 + Penalty 2817.365614 = -40799.751622 nChanged 2 SP:Iteration 12Q (10692.760000 sec): 3 clusters Score: Raw -43634.403594 + Penalty 2817.365614 = -40817.037980 nChanged 4 SP:Iteration 13Q (10692.970000 sec): 3 clusters Score: Raw -43669.596335 + Penalty 2817.365614 = -40852.230721 nChanged 5 SP:Iteration 14Q (10693.120000 sec): 3 clusters Score: Raw -43721.275110 + Penalty 2817.365614 = -40903.909496 nChanged 9 SP:Iteration 15Q (10693.270000 sec): 3 clusters Score: Raw -43909.876586 + Penalty 2817.365614 = -41092.510972 nChanged 22 SP:Iteration 16F (10693.450000 sec): 3 clusters Score: Raw -44321.449641 + Penalty 2817.365614 = -41504.084027 nChanged 17 SP:Iteration 17F (10693.650000 sec): 3 clusters Score: Raw -44612.389681 + Penalty 2817.365614 = -41795.024067 nChanged 11 SP:Iteration 18Q (10693.810000 sec): 3 clusters Score: Raw -44771.957014 + Penalty 2817.365614 = -41954.591400 nChanged 7 SP:Iteration 19Q (10694.010000 sec): 3 clusters Score: Raw -44850.886990 + Penalty 2817.365614 = -42033.521376 nChanged 3 SP:Iteration 20F (10694.150000 sec): 3 clusters Score: Raw -44895.136702 + Penalty 2817.365614 = -42077.771088 nChanged 3 SP:Iteration 21Q (10694.340000 sec): 3 clusters Score: Raw -44958.172377 + Penalty 2817.365614 = -42140.806763 nChanged 0 SP:Iteration 22F (10694.510000 sec): 3 clusters Score: Raw -44958.172377 + Penalty 2817.365614 = -42140.806763 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 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10694.650000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10694.840000 sec): 3 clusters Score: Raw -110715.810669 + Penalty 3278.905238 = -107436.905430 nChanged 177 SP:Iteration 1F (10694.970000 sec): 3 clusters Score: Raw -111077.222890 + Penalty 3278.905238 = -107798.317652 nChanged 59 SP:Iteration 2F (10695.210000 sec): 3 clusters Score: Raw -111277.228887 + Penalty 3278.905238 = -107998.323649 nChanged 33 SP:Iteration 3Q (10695.350000 sec): 3 clusters Score: Raw -111363.763549 + Penalty 3278.905238 = -108084.858311 nChanged 15 SP:Iteration 4Q (10695.570000 sec): 3 clusters Score: Raw -111400.660083 + Penalty 3278.905238 = -108121.754845 nChanged 11 SP:Iteration 5Q (10695.730000 sec): 3 clusters Score: Raw -111428.930493 + Penalty 3278.905238 = -108150.025255 nChanged 5 SP:Iteration 6Q (10695.910000 sec): 3 clusters Score: Raw -111437.041385 + Penalty 3278.905238 = -108158.136147 nChanged 6 SP:Iteration 7Q (10696.090000 sec): 3 clusters Score: Raw -111447.751831 + Penalty 3278.905238 = -108168.846593 nChanged 1 SP:Iteration 8Q (10696.250000 sec): 3 clusters Score: Raw -111449.450971 + Penalty 3278.905238 = -108170.545733 nChanged 0 SP:Iteration 9F (10696.430000 sec): 3 clusters Score: Raw -111449.450971 + Penalty 3278.905238 = -108170.545733 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10696.510000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10696.670000 sec): 3 clusters Score: Raw -48111.789269 + Penalty 2791.300072 = -45320.489196 nChanged 37 SP:Iteration 1F (10696.790000 sec): 3 clusters Score: Raw -48218.349840 + Penalty 2791.300072 = -45427.049768 nChanged 8 SP:Iteration 2Q (10696.970000 sec): 3 clusters Score: Raw -48252.809964 + Penalty 2791.300072 = -45461.509892 nChanged 4 SP:Iteration 3Q (10697.140000 sec): 3 clusters Score: Raw -48269.092376 + Penalty 2791.300072 = -45477.792303 nChanged 4 SP:Iteration 4Q (10697.320000 sec): 3 clusters Score: Raw -48278.967108 + Penalty 2791.300072 = -45487.667036 nChanged 3 SP:Iteration 5Q (10697.490000 sec): 3 clusters Score: Raw -48286.915334 + Penalty 2791.300072 = -45495.615261 nChanged 0 SP:Iteration 6F (10697.680000 sec): 3 clusters Score: Raw -48286.915334 + Penalty 2791.300072 = -45495.615261 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10697.780000 sec): 2 clusters Score: Raw -62087.569425 + Penalty 1495.013073 = -60592.556352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10697.950000 sec): 3 clusters Score: Raw -62160.623966 + Penalty 2990.026146 = -59170.597820 nChanged 56 SP:Iteration 1F (10698.120000 sec): 3 clusters Score: Raw -62298.829409 + Penalty 2990.026146 = -59308.803263 nChanged 18 SP:Iteration 2Q (10698.270000 sec): 3 clusters Score: Raw -62344.782134 + Penalty 2990.026146 = -59354.755988 nChanged 10 SP:Iteration 3Q (10698.470000 sec): 3 clusters Score: Raw -62370.142687 + Penalty 2990.026146 = -59380.116541 nChanged 4 SP:Iteration 4Q (10698.620000 sec): 3 clusters Score: Raw -62381.928277 + Penalty 2990.026146 = -59391.902131 nChanged 3 SP:Iteration 5Q (10698.820000 sec): 3 clusters Score: Raw -62389.605338 + Penalty 2990.026146 = -59399.579192 nChanged 3 SP:Iteration 6Q (10698.980000 sec): 3 clusters Score: Raw -62395.315449 + Penalty 2990.026146 = -59405.289303 nChanged 1 SP:Iteration 7Q (10699.170000 sec): 3 clusters Score: Raw -62396.642672 + Penalty 2990.026146 = -59406.616526 nChanged 1 SP:Iteration 8Q (10699.370000 sec): 3 clusters Score: Raw -62400.724315 + Penalty 2990.026146 = -59410.698169 nChanged 1 SP:Iteration 9Q (10699.500000 sec): 3 clusters Score: Raw -62402.783627 + Penalty 2990.026146 = -59412.757481 nChanged 1 SP:Iteration 10Q (10699.670000 sec): 3 clusters Score: Raw -62408.883213 + Penalty 2990.026146 = -59418.857067 nChanged 0 SP:Iteration 11F (10699.860000 sec): 3 clusters Score: Raw -62408.883213 + Penalty 2990.026146 = -59418.857067 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10699.980000 sec): 2 clusters Score: Raw -1014627.053822 + Penalty 2176.336260 = -1012450.717563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10700.170000 sec): 3 clusters Score: Raw -1011364.430669 + Penalty 4352.672520 = -1007011.758149 nChanged 2586 SP:Iteration 1F (10700.370000 sec): 3 clusters Score: Raw -1012734.782020 + Penalty 4352.672520 = -1008382.109501 nChanged 453 SP:Iteration 2F (10700.560000 sec): 3 clusters Score: Raw -1013023.939052 + Penalty 4352.672520 = -1008671.266533 nChanged 378 SP:Iteration 3F (10700.760000 sec): 3 clusters Score: Raw -1013231.495141 + Penalty 4352.672520 = -1008878.822622 nChanged 294 SP:Iteration 4Q (10700.970000 sec): 3 clusters Score: Raw -1013379.509477 + Penalty 4352.672520 = -1009026.836958 nChanged 249 SP:Iteration 5Q (10701.180000 sec): 3 clusters Score: Raw -1013509.654407 + Penalty 4352.672520 = -1009156.981888 nChanged 232 SP:Iteration 6Q (10701.380000 sec): 3 clusters Score: Raw -1013626.584351 + Penalty 4352.672520 = -1009273.911831 nChanged 228 SP:Iteration 7Q (10701.530000 sec): 3 clusters Score: Raw -1013738.704352 + Penalty 4352.672520 = -1009386.031833 nChanged 205 SP:Iteration 8Q (10701.750000 sec): 3 clusters Score: Raw -1013835.873400 + Penalty 4352.672520 = -1009483.200881 nChanged 199 SP:Iteration 9Q (10701.940000 sec): 3 clusters Score: Raw -1013941.235405 + Penalty 4352.672520 = -1009588.562886 nChanged 183 SP:Iteration 10Q (10702.170000 sec): 3 clusters Score: Raw -1014035.998820 + Penalty 4352.672520 = -1009683.326300 nChanged 190 SP:Iteration 11Q (10702.400000 sec): 3 clusters Score: Raw -1014143.520635 + Penalty 4352.672520 = -1009790.848115 nChanged 190 SP:Iteration 12Q (10702.580000 sec): 3 clusters Score: Raw -1014255.845610 + Penalty 4352.672520 = -1009903.173090 nChanged 184 SP:Iteration 13Q (10702.800000 sec): 3 clusters Score: Raw -1014383.181815 + Penalty 4352.672520 = -1010030.509296 nChanged 190 SP:Iteration 14Q (10702.980000 sec): 3 clusters Score: Raw -1014519.644755 + Penalty 4352.672520 = -1010166.972236 nChanged 185 SP:Iteration 15Q (10703.160000 sec): 3 clusters Score: Raw -1014658.363497 + Penalty 4352.672520 = -1010305.690977 nChanged 146 SP:Iteration 16Q (10703.370000 sec): 3 clusters Score: Raw -1014773.749820 + Penalty 4352.672520 = -1010421.077301 nChanged 121 SP:Iteration 17Q (10703.580000 sec): 3 clusters Score: Raw -1014866.388083 + Penalty 4352.672520 = -1010513.715563 nChanged 99 SP:Iteration 18Q (10703.750000 sec): 3 clusters Score: Raw -1014948.579106 + Penalty 4352.672520 = -1010595.906586 nChanged 75 SP:Iteration 19Q (10703.980000 sec): 3 clusters Score: Raw -1015010.737500 + Penalty 4352.672520 = -1010658.064981 nChanged 56 SP:Iteration 20F (10704.180000 sec): 3 clusters Score: Raw -1015056.530848 + Penalty 4352.672520 = -1010703.858329 nChanged 48 SP:Iteration 21Q (10704.380000 sec): 3 clusters Score: Raw -1015095.147334 + Penalty 4352.672520 = -1010742.474814 nChanged 34 SP:Iteration 22Q (10704.560000 sec): 3 clusters Score: Raw -1015121.351160 + Penalty 4352.672520 = -1010768.678640 nChanged 33 SP:Iteration 23Q (10704.710000 sec): 3 clusters Score: Raw -1015145.533601 + Penalty 4352.672520 = -1010792.861081 nChanged 23 SP:Iteration 24Q (10704.890000 sec): 3 clusters Score: Raw -1015164.217257 + Penalty 4352.672520 = -1010811.544738 nChanged 18 SP:Iteration 25Q (10705.090000 sec): 3 clusters Score: Raw -1015177.881530 + Penalty 4352.672520 = -1010825.209010 nChanged 21 SP:Iteration 26Q (10705.320000 sec): 3 clusters Score: Raw -1015191.270707 + Penalty 4352.672520 = -1010838.598187 nChanged 7 SP:Iteration 27Q (10705.540000 sec): 3 clusters Score: Raw -1015196.425752 + Penalty 4352.672520 = -1010843.753232 nChanged 6 SP:Iteration 28Q (10705.700000 sec): 3 clusters Score: Raw -1015199.175966 + Penalty 4352.672520 = -1010846.503447 nChanged 4 SP:Iteration 29Q (10705.930000 sec): 3 clusters Score: Raw -1015200.992602 + Penalty 4352.672520 = -1010848.320083 nChanged 1 SP:Iteration 30Q (10706.110000 sec): 3 clusters Score: Raw -1015201.146007 + Penalty 4352.672520 = -1010848.473487 nChanged 0 SP:Iteration 31F (10706.320000 sec): 3 clusters Score: Raw -1015201.146007 + Penalty 4352.672520 = -1010848.473487 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10706.380000 sec): 2 clusters Score: Raw -33490.036563 + Penalty 1366.328307 = -32123.708255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10706.580000 sec): 3 clusters Score: Raw -33820.902084 + Penalty 2732.656615 = -31088.245469 nChanged 39 SP:Iteration 1F (10706.800000 sec): 3 clusters Score: Raw -34006.217470 + Penalty 2732.656615 = -31273.560856 nChanged 5 SP:Iteration 2Q (10706.960000 sec): 3 clusters Score: Raw -34034.903687 + Penalty 2732.656615 = -31302.247072 nChanged 1 SP:Iteration 3Q (10707.140000 sec): 3 clusters Score: Raw -34037.216995 + Penalty 2732.656615 = -31304.560380 nChanged 0 SP:Iteration 4F (10707.260000 sec): 3 clusters Score: Raw -34037.216995 + Penalty 2732.656615 = -31304.560380 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10707.350000 sec): 2 clusters Score: Raw -27265.056370 + Penalty 1307.703891 = -25957.352479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10707.570000 sec): 3 clusters Score: Raw -27423.537679 + Penalty 2615.407781 = -24808.129898 nChanged 9 SP:Iteration 1Q (10707.740000 sec): 3 clusters Score: Raw -27463.695939 + Penalty 2615.407781 = -24848.288158 nChanged 4 SP:Iteration 2Q (10707.880000 sec): 3 clusters Score: Raw -27491.825005 + Penalty 2615.407781 = -24876.417224 nChanged 4 SP:Iteration 3Q (10708.090000 sec): 3 clusters Score: Raw -27509.035041 + Penalty 2615.407781 = -24893.627260 nChanged 0 SP:Iteration 4F (10708.290000 sec): 3 clusters Score: Raw -27509.035041 + Penalty 2615.407781 = -24893.627260 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10708.370000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10708.570000 sec): 3 clusters Score: Raw -142283.221912 + Penalty 3415.212796 = -138868.009116 nChanged 267 SP:Iteration 1F (10708.730000 sec): 3 clusters Score: Raw -142591.854956 + Penalty 3415.212796 = -139176.642160 nChanged 67 SP:Iteration 2F (10708.910000 sec): 3 clusters Score: Raw -142694.409625 + Penalty 3415.212796 = -139279.196829 nChanged 42 SP:Iteration 3Q (10709.080000 sec): 3 clusters Score: Raw -142771.367288 + Penalty 3415.212796 = -139356.154492 nChanged 27 SP:Iteration 4Q (10709.270000 sec): 3 clusters Score: Raw -142841.877472 + Penalty 3415.212796 = -139426.664676 nChanged 42 SP:Iteration 5Q (10709.470000 sec): 3 clusters Score: Raw -142956.188212 + Penalty 3415.212796 = -139540.975416 nChanged 47 SP:Iteration 6Q (10709.630000 sec): 3 clusters Score: Raw -143054.513200 + Penalty 3415.212796 = -139639.300404 nChanged 39 SP:Iteration 7Q (10709.780000 sec): 3 clusters Score: Raw -143190.965736 + Penalty 3415.212796 = -139775.752940 nChanged 47 SP:Iteration 8Q (10709.940000 sec): 3 clusters Score: Raw -143309.229332 + Penalty 3415.212796 = -139894.016536 nChanged 56 SP:Iteration 9F (10710.170000 sec): 3 clusters Score: Raw -143480.477658 + Penalty 3415.212796 = -140065.264862 nChanged 44 SP:Iteration 10Q (10710.330000 sec): 3 clusters Score: Raw -143607.978016 + Penalty 3415.212796 = -140192.765220 nChanged 41 SP:Iteration 11Q (10710.520000 sec): 3 clusters Score: Raw -143712.567545 + Penalty 3415.212796 = -140297.354749 nChanged 24 SP:Iteration 12Q (10710.670000 sec): 3 clusters Score: Raw -143779.625396 + Penalty 3415.212796 = -140364.412599 nChanged 14 SP:Iteration 13Q (10710.810000 sec): 3 clusters Score: Raw -143820.986133 + Penalty 3415.212796 = -140405.773337 nChanged 10 SP:Iteration 14Q (10711.000000 sec): 3 clusters Score: Raw -143845.177619 + Penalty 3415.212796 = -140429.964823 nChanged 5 SP:Iteration 15Q (10711.130000 sec): 3 clusters Score: Raw -143854.731709 + Penalty 3415.212796 = -140439.518913 nChanged 3 SP:Iteration 16Q (10711.310000 sec): 3 clusters Score: Raw -143860.230829 + Penalty 3415.212796 = -140445.018032 nChanged 6 SP:Iteration 17Q (10711.450000 sec): 3 clusters Score: Raw -143878.772331 + Penalty 3415.212796 = -140463.559535 nChanged 4 SP:Iteration 18Q (10711.620000 sec): 3 clusters Score: Raw -143892.491654 + Penalty 3415.212796 = -140477.278857 nChanged 4 SP:Iteration 19Q (10711.800000 sec): 3 clusters Score: Raw -143911.507473 + Penalty 3415.212796 = -140496.294677 nChanged 3 SP:Iteration 20F (10711.990000 sec): 3 clusters Score: Raw -143938.604894 + Penalty 3415.212796 = -140523.392098 nChanged 7 SP:Iteration 21Q (10712.180000 sec): 3 clusters Score: Raw -143985.655284 + Penalty 3415.212796 = -140570.442488 nChanged 5 SP:Iteration 22Q (10712.370000 sec): 3 clusters Score: Raw -143997.852444 + Penalty 3415.212796 = -140582.639648 nChanged 6 SP:Iteration 23Q (10712.540000 sec): 3 clusters Score: Raw -144021.227454 + Penalty 3415.212796 = -140606.014657 nChanged 8 SP:Iteration 24Q (10712.710000 sec): 3 clusters Score: Raw -144072.455924 + Penalty 3415.212796 = -140657.243128 nChanged 3 SP:Iteration 25Q (10712.900000 sec): 3 clusters Score: Raw -144081.785300 + Penalty 3415.212796 = -140666.572504 nChanged 1 SP:Iteration 26Q (10713.030000 sec): 3 clusters Score: Raw -144083.732365 + Penalty 3415.212796 = -140668.519569 nChanged 1 SP:Iteration 27Q (10713.220000 sec): 3 clusters Score: Raw -144102.143199 + Penalty 3415.212796 = -140686.930403 nChanged 1 SP:Iteration 28Q (10713.440000 sec): 3 clusters Score: Raw -144103.119872 + Penalty 3415.212796 = -140687.907075 nChanged 0 SP:Iteration 29F (10713.590000 sec): 3 clusters Score: Raw -144103.119872 + Penalty 3415.212796 = -140687.907075 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10713.640000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10713.800000 sec): 3 clusters Score: Raw -45099.947576 + Penalty 2785.918464 = -42314.029111 nChanged 25 SP:Iteration 1F (10713.950000 sec): 3 clusters Score: Raw -45247.335719 + Penalty 2785.918464 = -42461.417255 nChanged 9 SP:Iteration 2Q (10714.140000 sec): 3 clusters Score: Raw -45294.891050 + Penalty 2785.918464 = -42508.972586 nChanged 5 SP:Iteration 3Q (10714.320000 sec): 3 clusters Score: Raw -45349.071386 + Penalty 2785.918464 = -42563.152921 nChanged 4 SP:Iteration 4Q (10714.500000 sec): 3 clusters Score: Raw -45379.774032 + Penalty 2785.918464 = -42593.855567 nChanged 5 SP:Iteration 5Q (10714.650000 sec): 3 clusters Score: Raw -45419.356278 + Penalty 2785.918464 = -42633.437814 nChanged 4 SP:Iteration 6Q (10714.840000 sec): 3 clusters Score: Raw -45438.414465 + Penalty 2785.918464 = -42652.496000 nChanged 2 SP:Iteration 7Q (10714.990000 sec): 3 clusters Score: Raw -45453.653044 + Penalty 2785.918464 = -42667.734579 nChanged 2 SP:Iteration 8Q (10715.140000 sec): 3 clusters Score: Raw -45463.907910 + Penalty 2785.918464 = -42677.989446 nChanged 4 SP:Iteration 9Q (10715.280000 sec): 3 clusters Score: Raw -45480.508826 + Penalty 2785.918464 = -42694.590361 nChanged 2 SP:Iteration 10Q (10715.480000 sec): 3 clusters Score: Raw -45489.939334 + Penalty 2785.918464 = -42704.020869 nChanged 1 SP:Iteration 11Q (10715.660000 sec): 3 clusters Score: Raw -45492.657029 + Penalty 2785.918464 = -42706.738565 nChanged 0 SP:Iteration 12F (10715.820000 sec): 3 clusters Score: Raw -45492.657029 + Penalty 2785.918464 = -42706.738565 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10715.910000 sec): 2 clusters Score: Raw -25045.515617 + Penalty 1264.766874 = -23780.748743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10716.090000 sec): 3 clusters Score: Raw -25308.070620 + Penalty 2529.533748 = -22778.536872 nChanged 4 SP:Iteration 1Q (10716.250000 sec): 3 clusters Score: Raw -25335.253520 + Penalty 2529.533748 = -22805.719772 nChanged 1 SP:Iteration 2Q (10716.410000 sec): 3 clusters Score: Raw -25338.766170 + Penalty 2529.533748 = -22809.232422 nChanged 0 SP:Iteration 3F (10716.590000 sec): 3 clusters Score: Raw -25338.766170 + Penalty 2529.533748 = -22809.232422 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10716.690000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10716.880000 sec): 3 clusters Score: Raw -388727.105351 + Penalty 3875.541410 = -384851.563941 nChanged 848 SP:Iteration 1F (10717.070000 sec): 3 clusters Score: Raw -389302.407947 + Penalty 3875.541410 = -385426.866537 nChanged 201 SP:Iteration 2F (10717.220000 sec): 3 clusters Score: Raw -389452.261764 + Penalty 3875.541410 = -385576.720354 nChanged 107 SP:Iteration 3Q (10717.410000 sec): 3 clusters Score: Raw -389532.624016 + Penalty 3875.541410 = -385657.082606 nChanged 68 SP:Iteration 4Q (10717.630000 sec): 3 clusters Score: Raw -389574.478534 + Penalty 3875.541410 = -385698.937124 nChanged 52 SP:Iteration 5Q (10717.800000 sec): 3 clusters Score: Raw -389611.003508 + Penalty 3875.541410 = -385735.462098 nChanged 60 SP:Iteration 6Q (10717.970000 sec): 3 clusters Score: Raw -389651.941125 + Penalty 3875.541410 = -385776.399715 nChanged 43 SP:Iteration 7Q (10718.150000 sec): 3 clusters Score: Raw -389677.632102 + Penalty 3875.541410 = -385802.090692 nChanged 31 SP:Iteration 8Q (10718.340000 sec): 3 clusters Score: Raw -389695.916723 + Penalty 3875.541410 = -385820.375313 nChanged 15 SP:Iteration 9Q (10718.510000 sec): 3 clusters Score: Raw -389709.117045 + Penalty 3875.541410 = -385833.575635 nChanged 21 SP:Iteration 10Q (10718.670000 sec): 3 clusters Score: Raw -389723.302917 + Penalty 3875.541410 = -385847.761506 nChanged 20 SP:Iteration 11Q (10718.850000 sec): 3 clusters Score: Raw -389735.724546 + Penalty 3875.541410 = -385860.183135 nChanged 19 SP:Iteration 12Q (10719.060000 sec): 3 clusters Score: Raw -389748.672555 + Penalty 3875.541410 = -385873.131145 nChanged 19 SP:Iteration 13Q (10719.240000 sec): 3 clusters Score: Raw -389761.889741 + Penalty 3875.541410 = -385886.348331 nChanged 19 SP:Iteration 14Q (10719.400000 sec): 3 clusters Score: Raw -389772.974228 + Penalty 3875.541410 = -385897.432818 nChanged 22 SP:Iteration 15Q (10719.600000 sec): 3 clusters Score: Raw -389785.316205 + Penalty 3875.541410 = -385909.774795 nChanged 14 SP:Iteration 16Q (10719.740000 sec): 3 clusters Score: Raw -389794.856619 + Penalty 3875.541410 = -385919.315209 nChanged 17 SP:Iteration 17Q (10719.880000 sec): 3 clusters Score: Raw -389810.659875 + Penalty 3875.541410 = -385935.118464 nChanged 19 SP:Iteration 18Q (10719.970000 sec): 3 clusters Score: Raw -389829.225722 + Penalty 3875.541410 = -385953.684312 nChanged 33 SP:Iteration 19Q (10720.070000 sec): 3 clusters Score: Raw -389863.596058 + Penalty 3875.541410 = -385988.054648 nChanged 42 SP:Iteration 20F (10720.230000 sec): 3 clusters Score: Raw -389897.570256 + Penalty 3875.541410 = -386022.028846 nChanged 37 SP:Iteration 21Q (10720.400000 sec): 3 clusters Score: Raw -389925.870223 + Penalty 3875.541410 = -386050.328813 nChanged 39 SP:Iteration 22Q (10720.600000 sec): 3 clusters Score: Raw -389950.302123 + Penalty 3875.541410 = -386074.760713 nChanged 31 SP:Iteration 23Q (10720.800000 sec): 3 clusters Score: Raw -389968.002377 + Penalty 3875.541410 = -386092.460967 nChanged 20 SP:Iteration 24Q (10720.940000 sec): 3 clusters Score: Raw -389976.434778 + Penalty 3875.541410 = -386100.893368 nChanged 11 SP:Iteration 25Q (10721.160000 sec): 3 clusters Score: Raw -389982.981535 + Penalty 3875.541410 = -386107.440125 nChanged 18 SP:Iteration 26Q (10721.290000 sec): 3 clusters Score: Raw -389992.556198 + Penalty 3875.541410 = -386117.014788 nChanged 18 SP:Iteration 27Q (10721.480000 sec): 3 clusters Score: Raw -390002.371892 + Penalty 3875.541410 = -386126.830482 nChanged 15 SP:Iteration 28Q (10721.670000 sec): 3 clusters Score: Raw -390011.175665 + Penalty 3875.541410 = -386135.634255 nChanged 16 SP:Iteration 29Q (10721.870000 sec): 3 clusters Score: Raw -390021.654617 + Penalty 3875.541410 = -386146.113207 nChanged 18 SP:Iteration 30Q (10722.040000 sec): 3 clusters Score: Raw -390038.657015 + Penalty 3875.541410 = -386163.115605 nChanged 19 SP:Iteration 31Q (10722.260000 sec): 3 clusters Score: Raw -390054.480168 + Penalty 3875.541410 = -386178.938758 nChanged 24 SP:Iteration 32Q (10722.410000 sec): 3 clusters Score: Raw -390068.434850 + Penalty 3875.541410 = -386192.893440 nChanged 26 SP:Iteration 33Q (10722.590000 sec): 3 clusters Score: Raw -390085.642919 + Penalty 3875.541410 = -386210.101509 nChanged 21 SP:Iteration 34Q (10722.750000 sec): 3 clusters Score: Raw -390098.633908 + Penalty 3875.541410 = -386223.092498 nChanged 21 SP:Iteration 35Q (10722.850000 sec): 3 clusters Score: Raw -390112.696739 + Penalty 3875.541410 = -386237.155329 nChanged 17 SP:Iteration 36Q (10722.970000 sec): 3 clusters Score: Raw -390123.637850 + Penalty 3875.541410 = -386248.096440 nChanged 15 SP:Iteration 37Q (10723.080000 sec): 3 clusters Score: Raw -390131.583484 + Penalty 3875.541410 = -386256.042074 nChanged 15 SP:Iteration 38Q (10723.190000 sec): 3 clusters Score: Raw -390140.744667 + Penalty 3875.541410 = -386265.203257 nChanged 18 SP:Iteration 39Q (10723.350000 sec): 3 clusters Score: Raw -390153.303455 + Penalty 3875.541410 = -386277.762045 nChanged 13 SP:Iteration 40F (10723.510000 sec): 3 clusters Score: Raw -390163.008310 + Penalty 3875.541410 = -386287.466900 nChanged 11 SP:Iteration 41Q (10723.690000 sec): 3 clusters Score: Raw -390169.403340 + Penalty 3875.541410 = -386293.861930 nChanged 10 SP:Iteration 42Q (10723.910000 sec): 3 clusters Score: Raw -390176.552155 + Penalty 3875.541410 = -386301.010745 nChanged 13 SP:Iteration 43Q (10724.080000 sec): 3 clusters Score: Raw -390186.138787 + Penalty 3875.541410 = -386310.597377 nChanged 11 SP:Iteration 44Q (10724.260000 sec): 3 clusters Score: Raw -390195.408350 + Penalty 3875.541410 = -386319.866940 nChanged 7 SP:Iteration 45Q (10724.420000 sec): 3 clusters Score: Raw -390200.450688 + Penalty 3875.541410 = -386324.909278 nChanged 5 SP:Iteration 46Q (10724.600000 sec): 3 clusters Score: Raw -390203.320160 + Penalty 3875.541410 = -386327.778749 nChanged 3 SP:Iteration 47Q (10724.810000 sec): 3 clusters Score: Raw -390205.514250 + Penalty 3875.541410 = -386329.972840 nChanged 3 SP:Iteration 48Q (10724.960000 sec): 3 clusters Score: Raw -390208.254172 + Penalty 3875.541410 = -386332.712762 nChanged 3 SP:Iteration 49Q (10725.150000 sec): 3 clusters Score: Raw -390209.665937 + Penalty 3875.541410 = -386334.124526 nChanged 3 SP:Iteration 50Q (10725.340000 sec): 3 clusters Score: Raw -390210.889412 + Penalty 3875.541410 = -386335.348001 nChanged 5 SP:Iteration 51Q (10725.530000 sec): 3 clusters Score: Raw -390213.794783 + Penalty 3875.541410 = -386338.253373 nChanged 2 SP:Iteration 52Q (10725.710000 sec): 3 clusters Score: Raw -390214.772840 + Penalty 3875.541410 = -386339.231430 nChanged 1 SP:Iteration 53Q (10725.890000 sec): 3 clusters Score: Raw -390215.424566 + Penalty 3875.541410 = -386339.883156 nChanged 0 SP:Iteration 54F (10726.090000 sec): 3 clusters Score: Raw -390215.424566 + Penalty 3875.541410 = -386339.883156 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10726.180000 sec): 2 clusters Score: Raw -14670.647450 + Penalty 1193.421720 = -13477.225730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10726.360000 sec): 3 clusters Score: Raw -15070.629118 + Penalty 2386.843440 = -12683.785677 nChanged 6 SP:Iteration 1Q (10726.500000 sec): 3 clusters Score: Raw -15134.140090 + Penalty 2386.843440 = -12747.296650 nChanged 1 SP:Iteration 2Q (10726.710000 sec): 3 clusters Score: Raw -15161.388079 + Penalty 2386.843440 = -12774.544638 nChanged 0 SP:Iteration 3F (10726.840000 sec): 3 clusters Score: Raw -15161.388079 + Penalty 2386.843440 = -12774.544638 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10726.970000 sec): 2 clusters Score: Raw -33556.094967 + Penalty 1381.894200 = -32174.200767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10727.130000 sec): 3 clusters Score: Raw -33744.753031 + Penalty 2763.788400 = -30980.964632 nChanged 34 SP:Iteration 1F (10727.290000 sec): 3 clusters Score: Raw -34037.193664 + Penalty 2763.788400 = -31273.405264 nChanged 18 SP:Iteration 2F (10727.470000 sec): 3 clusters Score: Raw -34246.516809 + Penalty 2763.788400 = -31482.728409 nChanged 11 SP:Iteration 3Q (10727.660000 sec): 3 clusters Score: Raw -34350.377739 + Penalty 2763.788400 = -31586.589339 nChanged 6 SP:Iteration 4Q (10727.830000 sec): 3 clusters Score: Raw -34431.839917 + Penalty 2763.788400 = -31668.051517 nChanged 6 SP:Iteration 5Q (10728.030000 sec): 3 clusters Score: Raw -34492.659891 + Penalty 2763.788400 = -31728.871491 nChanged 6 SP:Iteration 6Q (10728.180000 sec): 3 clusters Score: Raw -34577.086720 + Penalty 2763.788400 = -31813.298320 nChanged 5 SP:Iteration 7Q (10728.410000 sec): 3 clusters Score: Raw -34639.470731 + Penalty 2763.788400 = -31875.682331 nChanged 2 SP:Iteration 8Q (10728.550000 sec): 3 clusters Score: Raw -34655.795833 + Penalty 2763.788400 = -31892.007433 nChanged 4 SP:Iteration 9Q (10728.730000 sec): 3 clusters Score: Raw -34700.478280 + Penalty 2763.788400 = -31936.689880 nChanged 4 SP:Iteration 10Q (10728.890000 sec): 3 clusters Score: Raw -34772.591547 + Penalty 2763.788400 = -32008.803147 nChanged 1 SP:Iteration 11Q (10729.070000 sec): 3 clusters Score: Raw -34856.030287 + Penalty 2763.788400 = -32092.241887 nChanged 2 SP:Iteration 12Q (10729.230000 sec): 3 clusters Score: Raw -34870.346384 + Penalty 2763.788400 = -32106.557984 nChanged 0 SP:Iteration 13F (10729.390000 sec): 3 clusters Score: Raw -34870.346384 + Penalty 2763.788400 = -32106.557984 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10729.500000 sec): 2 clusters Score: Raw -39503.122333 + Penalty 1382.835378 = -38120.286956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10729.650000 sec): 3 clusters Score: Raw -39698.405257 + Penalty 2765.670755 = -36932.734502 nChanged 33 SP:Iteration 1F (10729.760000 sec): 3 clusters Score: Raw -39827.783541 + Penalty 2765.670755 = -37062.112786 nChanged 9 SP:Iteration 2Q (10729.870000 sec): 3 clusters Score: Raw -39855.496170 + Penalty 2765.670755 = -37089.825415 nChanged 3 SP:Iteration 3Q (10729.980000 sec): 3 clusters Score: Raw -39860.930613 + Penalty 2765.670755 = -37095.259858 nChanged 2 SP:Iteration 4Q (10730.140000 sec): 3 clusters Score: Raw -39867.529774 + Penalty 2765.670755 = -37101.859018 nChanged 2 SP:Iteration 5Q (10730.320000 sec): 3 clusters Score: Raw -39878.294306 + Penalty 2765.670755 = -37112.623551 nChanged 1 SP:Iteration 6Q (10730.510000 sec): 3 clusters Score: Raw -39881.742631 + Penalty 2765.670755 = -37116.071876 nChanged 0 SP:Iteration 7F (10730.710000 sec): 3 clusters Score: Raw -39881.742631 + Penalty 2765.670755 = -37116.071876 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10730.760000 sec): 2 clusters Score: Raw -55861.672828 + Penalty 1477.689324 = -54383.983504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10730.950000 sec): 3 clusters Score: Raw -55948.462151 + Penalty 2955.378648 = -52993.083504 nChanged 62 SP:Iteration 1F (10731.080000 sec): 3 clusters Score: Raw -56095.229568 + Penalty 2955.378648 = -53139.850920 nChanged 18 SP:Iteration 2Q (10731.260000 sec): 3 clusters Score: Raw -56133.740330 + Penalty 2955.378648 = -53178.361683 nChanged 8 SP:Iteration 3Q (10731.440000 sec): 3 clusters Score: Raw -56166.792140 + Penalty 2955.378648 = -53211.413492 nChanged 6 SP:Iteration 4Q (10731.620000 sec): 3 clusters Score: Raw -56184.448101 + Penalty 2955.378648 = -53229.069453 nChanged 5 SP:Iteration 5Q (10731.790000 sec): 3 clusters Score: Raw -56204.957125 + Penalty 2955.378648 = -53249.578477 nChanged 4 SP:Iteration 6Q (10731.960000 sec): 3 clusters Score: Raw -56212.244086 + Penalty 2955.378648 = -53256.865438 nChanged 2 SP:Iteration 7Q (10732.150000 sec): 3 clusters Score: Raw -56216.267235 + Penalty 2955.378648 = -53260.888587 nChanged 4 SP:Iteration 8Q (10732.340000 sec): 3 clusters Score: Raw -56222.293343 + Penalty 2955.378648 = -53266.914695 nChanged 2 SP:Iteration 9Q (10732.510000 sec): 3 clusters Score: Raw -56231.420447 + Penalty 2955.378648 = -53276.041799 nChanged 3 SP:Iteration 10Q (10732.680000 sec): 3 clusters Score: Raw -56238.019136 + Penalty 2955.378648 = -53282.640489 nChanged 4 SP:Iteration 11Q (10732.850000 sec): 3 clusters Score: Raw -56246.667492 + Penalty 2955.378648 = -53291.288845 nChanged 4 SP:Iteration 12Q (10733.040000 sec): 3 clusters Score: Raw -56259.716315 + Penalty 2955.378648 = -53304.337667 nChanged 5 SP:Iteration 13Q (10733.240000 sec): 3 clusters Score: Raw -56293.809522 + Penalty 2955.378648 = -53338.430874 nChanged 3 SP:Iteration 14Q (10733.390000 sec): 3 clusters Score: Raw -56298.350085 + Penalty 2955.378648 = -53342.971437 nChanged 0 SP:Iteration 15F (10733.560000 sec): 3 clusters Score: Raw -56298.350085 + Penalty 2955.378648 = -53342.971437 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10733.680000 sec): 2 clusters Score: Raw -50879.610230 + Penalty 1450.632545 = -49428.977685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10733.790000 sec): 3 clusters Score: Raw -51009.478911 + Penalty 2901.265091 = -48108.213820 nChanged 50 SP:Iteration 1F (10733.990000 sec): 3 clusters Score: Raw -51153.561054 + Penalty 2901.265091 = -48252.295963 nChanged 14 SP:Iteration 2Q (10734.160000 sec): 3 clusters Score: Raw -51192.518008 + Penalty 2901.265091 = -48291.252917 nChanged 9 SP:Iteration 3Q (10734.310000 sec): 3 clusters Score: Raw -51230.143903 + Penalty 2901.265091 = -48328.878812 nChanged 7 SP:Iteration 4Q (10734.530000 sec): 3 clusters Score: Raw -51282.333919 + Penalty 2901.265091 = -48381.068828 nChanged 11 SP:Iteration 5Q (10734.650000 sec): 3 clusters Score: Raw -51327.115158 + Penalty 2901.265091 = -48425.850067 nChanged 7 SP:Iteration 6Q (10734.870000 sec): 3 clusters Score: Raw -51353.131847 + Penalty 2901.265091 = -48451.866756 nChanged 8 SP:Iteration 7Q (10735.060000 sec): 3 clusters Score: Raw -51394.325608 + Penalty 2901.265091 = -48493.060517 nChanged 5 SP:Iteration 8Q (10735.220000 sec): 3 clusters Score: Raw -51432.733996 + Penalty 2901.265091 = -48531.468905 nChanged 9 SP:Iteration 9Q (10735.380000 sec): 3 clusters Score: Raw -51501.134496 + Penalty 2901.265091 = -48599.869405 nChanged 6 SP:Iteration 10Q (10735.530000 sec): 3 clusters Score: Raw -51554.559998 + Penalty 2901.265091 = -48653.294907 nChanged 9 SP:Iteration 11Q (10735.730000 sec): 3 clusters Score: Raw -51627.938061 + Penalty 2901.265091 = -48726.672970 nChanged 10 SP:Iteration 12Q (10735.900000 sec): 3 clusters Score: Raw -51702.332450 + Penalty 2901.265091 = -48801.067359 nChanged 14 SP:Iteration 13Q (10736.090000 sec): 3 clusters Score: Raw -51860.688438 + Penalty 2901.265091 = -48959.423347 nChanged 15 SP:Iteration 14Q (10736.250000 sec): 3 clusters Score: Raw -51981.245146 + Penalty 2901.265091 = -49079.980055 nChanged 9 SP:Iteration 15Q (10736.350000 sec): 3 clusters Score: Raw -52046.580841 + Penalty 2901.265091 = -49145.315750 nChanged 5 SP:Iteration 16Q (10736.570000 sec): 3 clusters Score: Raw -52163.083968 + Penalty 2901.265091 = -49261.818877 nChanged 9 SP:Iteration 17Q (10736.720000 sec): 3 clusters Score: Raw -52337.475475 + Penalty 2901.265091 = -49436.210384 nChanged 6 SP:Iteration 18Q (10736.920000 sec): 3 clusters Score: Raw -52377.602724 + Penalty 2901.265091 = -49476.337633 nChanged 6 SP:Iteration 19Q (10737.140000 sec): 3 clusters Score: Raw -52420.515497 + Penalty 2901.265091 = -49519.250406 nChanged 1 SP:Iteration 20F (10737.320000 sec): 3 clusters Score: Raw -52432.743986 + Penalty 2901.265091 = -49531.478896 nChanged 2 SP:Iteration 21Q (10737.480000 sec): 3 clusters Score: Raw -52449.966164 + Penalty 2901.265091 = -49548.701073 nChanged 3 SP:Iteration 22Q (10737.660000 sec): 3 clusters Score: Raw -52473.734063 + Penalty 2901.265091 = -49572.468973 nChanged 1 SP:Iteration 23Q (10737.850000 sec): 3 clusters Score: Raw -52479.583235 + Penalty 2901.265091 = -49578.318144 nChanged 1 SP:Iteration 24Q (10738.010000 sec): 3 clusters Score: Raw -52495.336453 + Penalty 2901.265091 = -49594.071362 nChanged 1 SP:Iteration 25Q (10738.150000 sec): 3 clusters Score: Raw -52501.668598 + Penalty 2901.265091 = -49600.403507 nChanged 2 SP:Iteration 26Q (10738.330000 sec): 3 clusters Score: Raw -52524.848348 + Penalty 2901.265091 = -49623.583257 nChanged 0 SP:Iteration 27F (10738.520000 sec): 3 clusters Score: Raw -52524.848348 + Penalty 2901.265091 = -49623.583257 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 6.32 GB. Trying to split cluster 53 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10738.610000 sec): 2 clusters Score: Raw -36736.647564 + Penalty 1351.857536 = -35384.790027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10738.820000 sec): 3 clusters Score: Raw -36886.898336 + Penalty 2703.715073 = -34183.183264 nChanged 33 SP:Iteration 1F (10738.990000 sec): 3 clusters Score: Raw -37062.637386 + Penalty 2703.715073 = -34358.922313 nChanged 9 SP:Iteration 2Q (10739.120000 sec): 3 clusters Score: Raw -37145.163664 + Penalty 2703.715073 = -34441.448591 nChanged 3 SP:Iteration 3Q (10739.270000 sec): 3 clusters Score: Raw -37163.996562 + Penalty 2703.715073 = -34460.281489 nChanged 2 SP:Iteration 4Q (10739.430000 sec): 3 clusters Score: Raw -37173.112836 + Penalty 2703.715073 = -34469.397763 nChanged 0 SP:Iteration 5F (10739.640000 sec): 3 clusters Score: Raw -37173.112836 + Penalty 2703.715073 = -34469.397763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10739.730000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10739.860000 sec): 3 clusters Score: Raw -14562.460451 + Penalty 2284.164412 = -12278.296039 nChanged 5 SP:Iteration 1Q (10740.050000 sec): 3 clusters Score: Raw -14654.874100 + Penalty 2284.164412 = -12370.709688 nChanged 0 SP:Iteration 2F (10740.230000 sec): 3 clusters Score: Raw -14654.874100 + Penalty 2284.164412 = -12370.709688 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10740.320000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10740.480000 sec): 3 clusters Score: Raw -66305.082759 + Penalty 3046.450553 = -63258.632206 nChanged 77 SP:Iteration 1F (10740.650000 sec): 3 clusters Score: Raw -66524.557186 + Penalty 3046.450553 = -63478.106633 nChanged 37 SP:Iteration 2F (10740.830000 sec): 3 clusters Score: Raw -66652.741652 + Penalty 3046.450553 = -63606.291099 nChanged 18 SP:Iteration 3Q (10741.020000 sec): 3 clusters Score: Raw -66721.508053 + Penalty 3046.450553 = -63675.057500 nChanged 12 SP:Iteration 4Q (10741.170000 sec): 3 clusters Score: Raw -66786.689886 + Penalty 3046.450553 = -63740.239333 nChanged 14 SP:Iteration 5Q (10741.350000 sec): 3 clusters Score: Raw -66845.285449 + Penalty 3046.450553 = -63798.834896 nChanged 7 SP:Iteration 6Q (10741.530000 sec): 3 clusters Score: Raw -66891.691156 + Penalty 3046.450553 = -63845.240603 nChanged 9 SP:Iteration 7Q (10741.730000 sec): 3 clusters Score: Raw -66995.709476 + Penalty 3046.450553 = -63949.258922 nChanged 10 SP:Iteration 8Q (10741.900000 sec): 3 clusters Score: Raw -67047.997454 + Penalty 3046.450553 = -64001.546900 nChanged 8 SP:Iteration 9Q (10742.090000 sec): 3 clusters Score: Raw -67077.518702 + Penalty 3046.450553 = -64031.068148 nChanged 5 SP:Iteration 10Q (10742.280000 sec): 3 clusters Score: Raw -67104.402411 + Penalty 3046.450553 = -64057.951857 nChanged 7 SP:Iteration 11Q (10742.450000 sec): 3 clusters Score: Raw -67133.540126 + Penalty 3046.450553 = -64087.089573 nChanged 4 SP:Iteration 12Q (10742.600000 sec): 3 clusters Score: Raw -67146.311808 + Penalty 3046.450553 = -64099.861254 nChanged 2 SP:Iteration 13Q (10742.810000 sec): 3 clusters Score: Raw -67150.467585 + Penalty 3046.450553 = -64104.017032 nChanged 5 SP:Iteration 14Q (10742.950000 sec): 3 clusters Score: Raw -67163.596216 + Penalty 3046.450553 = -64117.145663 nChanged 1 SP:Iteration 15Q (10743.130000 sec): 3 clusters Score: Raw -67167.589490 + Penalty 3046.450553 = -64121.138937 nChanged 1 SP:Iteration 16Q (10743.350000 sec): 3 clusters Score: Raw -67178.552061 + Penalty 3046.450553 = -64132.101508 nChanged 1 SP:Iteration 17Q (10743.510000 sec): 3 clusters Score: Raw -67183.223581 + Penalty 3046.450553 = -64136.773028 nChanged 1 SP:Iteration 18Q (10743.710000 sec): 3 clusters Score: Raw -67191.731088 + Penalty 3046.450553 = -64145.280535 nChanged 2 SP:Iteration 19Q (10743.850000 sec): 3 clusters Score: Raw -67199.056562 + Penalty 3046.450553 = -64152.606009 nChanged 2 SP:Iteration 20F (10744.060000 sec): 3 clusters Score: Raw -67208.188990 + Penalty 3046.450553 = -64161.738437 nChanged 2 SP:Iteration 21Q (10744.210000 sec): 3 clusters Score: Raw -67211.645828 + Penalty 3046.450553 = -64165.195275 nChanged 2 SP:Iteration 22Q (10744.440000 sec): 3 clusters Score: Raw -67219.257021 + Penalty 3046.450553 = -64172.806468 nChanged 5 SP:Iteration 23Q (10744.600000 sec): 3 clusters Score: Raw -67233.064553 + Penalty 3046.450553 = -64186.614000 nChanged 3 SP:Iteration 24Q (10744.750000 sec): 3 clusters Score: Raw -67245.994962 + Penalty 3046.450553 = -64199.544409 nChanged 1 SP:Iteration 25Q (10744.930000 sec): 3 clusters Score: Raw -67247.941881 + Penalty 3046.450553 = -64201.491328 nChanged 0 SP:Iteration 26F (10745.110000 sec): 3 clusters Score: Raw -67247.941881 + Penalty 3046.450553 = -64201.491328 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10745.160000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10745.360000 sec): 3 clusters Score: Raw -24567.032549 + Penalty 2553.157260 = -22013.875288 nChanged 12 SP:Iteration 1F (10745.590000 sec): 3 clusters Score: Raw -24650.013639 + Penalty 2553.157260 = -22096.856378 nChanged 2 SP:Iteration 2Q (10745.720000 sec): 3 clusters Score: Raw -24666.703851 + Penalty 2553.157260 = -22113.546591 nChanged 0 SP:Iteration 3F (10745.930000 sec): 3 clusters Score: Raw -24666.703851 + Penalty 2553.157260 = -22113.546591 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10745.990000 sec): 2 clusters Score: Raw -23435.652354 + Penalty 1234.229968 = -22201.422385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10746.190000 sec): 3 clusters Score: Raw -23844.044937 + Penalty 2468.459936 = -21375.585001 nChanged 6 SP:Iteration 1Q (10746.330000 sec): 3 clusters Score: Raw -23880.202560 + Penalty 2468.459936 = -21411.742624 nChanged 3 SP:Iteration 2Q (10746.500000 sec): 3 clusters Score: Raw -23896.694749 + Penalty 2468.459936 = -21428.234813 nChanged 4 SP:Iteration 3Q (10746.670000 sec): 3 clusters Score: Raw -23914.869511 + Penalty 2468.459936 = -21446.409574 nChanged 0 SP:Iteration 4F (10746.840000 sec): 3 clusters Score: Raw -23914.869511 + Penalty 2468.459936 = -21446.409574 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (139624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10747.580000 sec): 2 clusters Score: Raw -22231377.418166 + Penalty 2937.983677 = -22228439.434490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10748.480000 sec): 3 clusters Score: Raw -22140844.771683 + Penalty 5875.967354 = -22134968.804329 nChanged 66554 SP:Iteration 1F (10749.380000 sec): 3 clusters Score: Raw -22179873.670338 + Penalty 5875.967354 = -22173997.702984 nChanged 4920 SP:Iteration 2Q (10750.350000 sec): 3 clusters Score: Raw -22181193.625076 + Penalty 5875.967354 = -22175317.657722 nChanged 5574 SP:Iteration 3Q (10751.270000 sec): 3 clusters Score: Raw -22183066.015754 + Penalty 5875.967354 = -22177190.048401 nChanged 6714 SP:Iteration 4Q (10752.370000 sec): 3 clusters Score: Raw -22185911.454035 + Penalty 5875.967354 = -22180035.486681 nChanged 8052 SP:Iteration 5F (10753.350000 sec): 3 clusters Score: Raw -22190092.303926 + Penalty 5875.967354 = -22184216.336572 nChanged 9460 SP:Iteration 6F (10754.360000 sec): 3 clusters Score: Raw -22196060.612754 + Penalty 5875.967354 = -22190184.645401 nChanged 10188 SP:Iteration 7F (10755.230000 sec): 3 clusters Score: Raw -22203651.929488 + Penalty 5875.967354 = -22197775.962135 nChanged 10190 SP:Iteration 8F (10756.130000 sec): 3 clusters Score: Raw -22212148.749408 + Penalty 5875.967354 = -22206272.782055 nChanged 8733 SP:Iteration 9F (10757.080000 sec): 3 clusters Score: Raw -22219827.417808 + Penalty 5875.967354 = -22213951.450454 nChanged 6231 SP:Iteration 10Q (10758.040000 sec): 3 clusters Score: Raw -22225423.840009 + Penalty 5875.967354 = -22219547.872655 nChanged 3783 SP:Iteration 11Q (10759.050000 sec): 3 clusters Score: Raw -22228783.916218 + Penalty 5875.967354 = -22222907.948865 nChanged 1847 SP:Iteration 12Q (10760.020000 sec): 3 clusters Score: Raw -22230376.780181 + Penalty 5875.967354 = -22224500.812827 nChanged 822 SP:Iteration 13Q (10760.790000 sec): 3 clusters Score: Raw -22231082.497660 + Penalty 5875.967354 = -22225206.530307 nChanged 323 SP:Iteration 14Q (10761.660000 sec): 3 clusters Score: Raw -22231372.591507 + Penalty 5875.967354 = -22225496.624153 nChanged 144 SP:Iteration 15Q (10762.570000 sec): 3 clusters Score: Raw -22231497.503583 + Penalty 5875.967354 = -22225621.536229 nChanged 82 SP:Iteration 16Q (10763.380000 sec): 3 clusters Score: Raw -22231576.580453 + Penalty 5875.967354 = -22225700.613099 nChanged 51 SP:Iteration 17Q (10764.230000 sec): 3 clusters Score: Raw -22231625.752950 + Penalty 5875.967354 = -22225749.785596 nChanged 35 SP:Iteration 18Q (10765.030000 sec): 3 clusters Score: Raw -22231657.371293 + Penalty 5875.967354 = -22225781.403939 nChanged 21 SP:Iteration 19Q (10765.840000 sec): 3 clusters Score: Raw -22231681.609331 + Penalty 5875.967354 = -22225805.641978 nChanged 18 SP:Iteration 20F (10766.690000 sec): 3 clusters Score: Raw -22231699.978410 + Penalty 5875.967354 = -22225824.011056 nChanged 11 SP:Iteration 21Q (10767.540000 sec): 3 clusters Score: Raw -22231712.260478 + Penalty 5875.967354 = -22225836.293124 nChanged 7 SP:Iteration 22Q (10768.300000 sec): 3 clusters Score: Raw -22231719.595790 + Penalty 5875.967354 = -22225843.628437 nChanged 6 SP:Iteration 23Q (10769.000000 sec): 3 clusters Score: Raw -22231724.290743 + Penalty 5875.967354 = -22225848.323390 nChanged 8 SP:Iteration 24Q (10769.780000 sec): 3 clusters Score: Raw -22231732.495872 + Penalty 5875.967354 = -22225856.528518 nChanged 6 SP:Iteration 25Q (10770.580000 sec): 3 clusters Score: Raw -22231738.500115 + Penalty 5875.967354 = -22225862.532761 nChanged 4 SP:Iteration 26Q (10771.300000 sec): 3 clusters Score: Raw -22231742.688070 + Penalty 5875.967354 = -22225866.720716 nChanged 4 SP:Iteration 27Q (10772.100000 sec): 3 clusters Score: Raw -22231746.893311 + Penalty 5875.967354 = -22225870.925957 nChanged 4 SP:Iteration 28Q (10772.790000 sec): 3 clusters Score: Raw -22231750.672014 + Penalty 5875.967354 = -22225874.704660 nChanged 7 SP:Iteration 29Q (10773.530000 sec): 3 clusters Score: Raw -22231757.719353 + Penalty 5875.967354 = -22225881.751999 nChanged 2 SP:Iteration 30Q (10774.240000 sec): 3 clusters Score: Raw -22231760.299251 + Penalty 5875.967354 = -22225884.331898 nChanged 5 SP:Iteration 31Q (10775.080000 sec): 3 clusters Score: Raw -22231764.316200 + Penalty 5875.967354 = -22225888.348846 nChanged 2 SP:Iteration 32Q (10775.800000 sec): 3 clusters Score: Raw -22231767.938890 + Penalty 5875.967354 = -22225891.971536 nChanged 2 SP:Iteration 33Q (10776.560000 sec): 3 clusters Score: Raw -22231769.763680 + Penalty 5875.967354 = -22225893.796326 nChanged 1 SP:Iteration 34Q (10777.340000 sec): 3 clusters Score: Raw -22231770.751014 + Penalty 5875.967354 = -22225894.783660 nChanged 2 SP:Iteration 35Q (10778.130000 sec): 3 clusters Score: Raw -22231773.661915 + Penalty 5875.967354 = -22225897.694561 nChanged 3 SP:Iteration 36Q (10778.910000 sec): 3 clusters Score: Raw -22231776.773096 + Penalty 5875.967354 = -22225900.805742 nChanged 3 SP:Iteration 37Q (10779.840000 sec): 3 clusters Score: Raw -22231779.126635 + Penalty 5875.967354 = -22225903.159282 nChanged 1 SP:Iteration 38Q (10780.680000 sec): 3 clusters Score: Raw -22231780.347926 + Penalty 5875.967354 = -22225904.380572 nChanged 1 SP:Iteration 39Q (10781.530000 sec): 3 clusters Score: Raw -22231781.075316 + Penalty 5875.967354 = -22225905.107962 nChanged 0 SP:Iteration 40F (10782.460000 sec): 3 clusters Score: Raw -22231781.075316 + Penalty 5875.967354 = -22225905.107962 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10782.560000 sec): 2 clusters Score: Raw -36053.181748 + Penalty 1355.030288 = -34698.151460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10782.740000 sec): 3 clusters Score: Raw -36239.660552 + Penalty 2710.060575 = -33529.599977 nChanged 28 SP:Iteration 1F (10782.900000 sec): 3 clusters Score: Raw -36386.812675 + Penalty 2710.060575 = -33676.752100 nChanged 8 SP:Iteration 2Q (10783.070000 sec): 3 clusters Score: Raw -36432.010019 + Penalty 2710.060575 = -33721.949444 nChanged 3 SP:Iteration 3Q (10783.240000 sec): 3 clusters Score: Raw -36446.681298 + Penalty 2710.060575 = -33736.620722 nChanged 2 SP:Iteration 4Q (10783.430000 sec): 3 clusters Score: Raw -36454.417220 + Penalty 2710.060575 = -33744.356645 nChanged 4 SP:Iteration 5Q (10783.580000 sec): 3 clusters Score: Raw -36471.251118 + Penalty 2710.060575 = -33761.190543 nChanged 0 SP:Iteration 6F (10783.760000 sec): 3 clusters Score: Raw -36471.251118 + Penalty 2710.060575 = -33761.190543 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10783.820000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10784.010000 sec): 3 clusters Score: Raw -45320.780886 + Penalty 2850.116783 = -42470.664103 nChanged 37 SP:Iteration 1F (10784.180000 sec): 3 clusters Score: Raw -45419.359498 + Penalty 2850.116783 = -42569.242715 nChanged 5 SP:Iteration 2Q (10784.390000 sec): 3 clusters Score: Raw -45434.462618 + Penalty 2850.116783 = -42584.345836 nChanged 4 SP:Iteration 3Q (10784.540000 sec): 3 clusters Score: Raw -45448.475715 + Penalty 2850.116783 = -42598.358933 nChanged 4 SP:Iteration 4Q (10784.700000 sec): 3 clusters Score: Raw -45462.806916 + Penalty 2850.116783 = -42612.690133 nChanged 1 SP:Iteration 5Q (10784.890000 sec): 3 clusters Score: Raw -45464.950388 + Penalty 2850.116783 = -42614.833605 nChanged 1 SP:Iteration 6Q (10785.100000 sec): 3 clusters Score: Raw -45467.425464 + Penalty 2850.116783 = -42617.308682 nChanged 0 SP:Iteration 7F (10785.270000 sec): 3 clusters Score: Raw -45467.425464 + Penalty 2850.116783 = -42617.308682 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10785.390000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10785.510000 sec): 3 clusters Score: Raw -46567.996215 + Penalty 2845.339860 = -43722.656356 nChanged 54 SP:Iteration 1F (10785.710000 sec): 3 clusters Score: Raw -46752.613109 + Penalty 2845.339860 = -43907.273250 nChanged 12 SP:Iteration 2Q (10785.860000 sec): 3 clusters Score: Raw -46798.568845 + Penalty 2845.339860 = -43953.228986 nChanged 3 SP:Iteration 3Q (10786.040000 sec): 3 clusters Score: Raw -46807.201188 + Penalty 2845.339860 = -43961.861329 nChanged 0 SP:Iteration 4F (10786.220000 sec): 3 clusters Score: Raw -46807.201188 + Penalty 2845.339860 = -43961.861329 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10786.320000 sec): 2 clusters Score: Raw -25447.284454 + Penalty 1302.563810 = -24144.720644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10786.500000 sec): 3 clusters Score: Raw -25833.281239 + Penalty 2605.127620 = -23228.153619 nChanged 14 SP:Iteration 1F (10786.710000 sec): 3 clusters Score: Raw -25932.377917 + Penalty 2605.127620 = -23327.250297 nChanged 8 SP:Iteration 2Q (10786.870000 sec): 3 clusters Score: Raw -25987.950871 + Penalty 2605.127620 = -23382.823251 nChanged 1 SP:Iteration 3Q (10787.040000 sec): 3 clusters Score: Raw -25993.933491 + Penalty 2605.127620 = -23388.805871 nChanged 0 SP:Iteration 4F (10787.220000 sec): 3 clusters Score: Raw -25993.933491 + Penalty 2605.127620 = -23388.805871 nChanged 0 Deleting Class 65 (94 points): Lose 2080.650281 but Gain 3363.489561 Iteration 219Q (10842.940000 sec): 65 clusters Score: Raw -120270809.955929 + Penalty 215263.331877 = -120055546.624052 nChanged 2457 Iteration 220F (10952.010000 sec): 65 clusters Score: Raw -120272971.415164 + Penalty 215263.331877 = -120057708.083287 nChanged 1374 Iteration 221Q (10992.570000 sec): 65 clusters Score: Raw -120273789.527362 + Penalty 215263.331877 = -120058526.195485 nChanged 841 Iteration 222Q (11042.950000 sec): 65 clusters Score: Raw -120274001.347430 + Penalty 215263.331877 = -120058738.015553 nChanged 647 Iteration 223Q (11088.620000 sec): 65 clusters Score: Raw -120274394.222287 + Penalty 215263.331877 = -120059130.890410 nChanged 557 Iteration 224Q (11135.840000 sec): 65 clusters Score: Raw -120274440.374152 + Penalty 215263.331877 = -120059177.042275 nChanged 475 Iteration 225Q (11177.760000 sec): 65 clusters Score: Raw -120274480.785299 + Penalty 215263.331877 = -120059217.453422 nChanged 444 Iteration 226Q (11219.590000 sec): 65 clusters Score: Raw -120274510.436601 + Penalty 215263.331877 = -120059247.104724 nChanged 400 Iteration 227Q (11260.890000 sec): 65 clusters Score: Raw -120274532.371014 + Penalty 215263.331877 = -120059269.039137 nChanged 328 Iteration 228Q (11300.360000 sec): 65 clusters Score: Raw -120274548.655537 + Penalty 215263.331877 = -120059285.323660 nChanged 248 Iteration 229Q (11344.090000 sec): 65 clusters Score: Raw -120274560.095169 + Penalty 215263.331877 = -120059296.763292 nChanged 219 Iteration 230Q (11383.720000 sec): 65 clusters Score: Raw -120274570.313416 + Penalty 215263.331877 = -120059306.981539 nChanged 216 Iteration 231Q (11419.500000 sec): 65 clusters Score: Raw -120274580.023817 + Penalty 215263.331877 = -120059316.691940 nChanged 185 Iteration 232Q (11465.130000 sec): 65 clusters Score: Raw -120274588.229295 + Penalty 215263.331877 = -120059324.897418 nChanged 164 Iteration 233Q (11506.480000 sec): 65 clusters Score: Raw -120274595.833930 + Penalty 215263.331877 = -120059332.502053 nChanged 188 Iteration 234Q (11544.930000 sec): 65 clusters Score: Raw -120274603.873746 + Penalty 215263.331877 = -120059340.541869 nChanged 152 Iteration 235Q (11583.870000 sec): 65 clusters Score: Raw -120274611.680936 + Penalty 215263.331877 = -120059348.349059 nChanged 174 Iteration 236Q (11625.500000 sec): 65 clusters Score: Raw -120274619.036540 + Penalty 215263.331877 = -120059355.704662 nChanged 177 Iteration 237Q (11669.140000 sec): 65 clusters Score: Raw -120274626.632430 + Penalty 215263.331877 = -120059363.300553 nChanged 181 Iteration 238Q (11711.650000 sec): 65 clusters Score: Raw -120274635.035002 + Penalty 215263.331877 = -120059371.703125 nChanged 187 Iteration 239Q (11754.880000 sec): 65 clusters Score: Raw -120274643.187489 + Penalty 215263.331877 = -120059379.855612 nChanged 154 Iteration 240F (11850.890000 sec): 65 clusters Score: Raw -120275890.320949 + Penalty 215263.331877 = -120060626.989072 nChanged 157 Iteration 241Q (11897.560000 sec): 65 clusters Score: Raw -120276504.392650 + Penalty 215263.331877 = -120061241.060773 nChanged 124 Iteration 242Q (11940.690000 sec): 65 clusters Score: Raw -120276625.790090 + Penalty 215263.331877 = -120061362.458213 nChanged 113 Iteration 243Q (11981.070000 sec): 65 clusters Score: Raw -120276629.469365 + Penalty 215263.331877 = -120061366.137488 nChanged 95 Iteration 244Q (12029.020000 sec): 65 clusters Score: Raw -120276632.744340 + Penalty 215263.331877 = -120061369.412463 nChanged 98 Iteration 245Q (12072.860000 sec): 65 clusters Score: Raw -120276636.049010 + Penalty 215263.331877 = -120061372.717133 nChanged 75 Iteration 246Q (12119.510000 sec): 65 clusters Score: Raw -120276638.388754 + Penalty 215263.331877 = -120061375.056877 nChanged 62 Iteration 247Q (12164.210000 sec): 65 clusters Score: Raw -120276640.193532 + Penalty 215263.331877 = -120061376.861655 nChanged 63 Iteration 248Q (12211.310000 sec): 65 clusters Score: Raw -120276642.457279 + Penalty 215263.331877 = -120061379.125402 nChanged 62 Iteration 249Q (12257.880000 sec): 65 clusters Score: Raw -120276644.953469 + Penalty 215263.331877 = -120061381.621592 nChanged 65 Iteration 250Q (12303.740000 sec): 65 clusters Score: Raw -120276647.125164 + Penalty 215263.331877 = -120061383.793287 nChanged 60 Iteration 251Q (12349.740000 sec): 65 clusters Score: Raw -120276649.229074 + Penalty 215263.331877 = -120061385.897197 nChanged 67 Iteration 252Q (12398.910000 sec): 65 clusters Score: Raw -120276651.776085 + Penalty 215263.331877 = -120061388.444208 nChanged 49 Iteration 253Q (12448.770000 sec): 65 clusters Score: Raw -120276653.208561 + Penalty 215263.331877 = -120061389.876684 nChanged 48 Iteration 254Q (12494.530000 sec): 65 clusters Score: Raw -120276655.094031 + Penalty 215263.331877 = -120061391.762154 nChanged 47 Iteration 255Q (12540.410000 sec): 65 clusters Score: Raw -120276657.000530 + Penalty 215263.331877 = -120061393.668653 nChanged 47 Iteration 256Q (12575.370000 sec): 65 clusters Score: Raw -120276659.051258 + Penalty 215263.331877 = -120061395.719381 nChanged 51 Iteration 257Q (12616.750000 sec): 65 clusters Score: Raw -120276661.469572 + Penalty 215263.331877 = -120061398.137695 nChanged 40 Iteration 258Q (12663.710000 sec): 65 clusters Score: Raw -120276662.897819 + Penalty 215263.331877 = -120061399.565942 nChanged 33 Writing temp clu file Because OldScore, -120061398.137695, is greater than current (better) Score,-120061399.565942 Compute initial score before splitting: Score: Raw -120276662.897819 + Penalty 215263.331877 = -120061399.565942 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12664.970000 sec): 2 clusters Score: Raw -39098354.410468 + Penalty 3079.955138 = -39095274.455331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12666.410000 sec): 3 clusters Score: Raw -38934921.746500 + Penalty 6159.910275 = -38928761.836225 nChanged 119695 SP:Iteration 1F (12667.910000 sec): 3 clusters Score: Raw -39005448.876544 + Penalty 6159.910275 = -38999288.966268 nChanged 6924 SP:Iteration 2Q (12669.370000 sec): 3 clusters Score: Raw -39006940.262595 + Penalty 6159.910275 = -39000780.352320 nChanged 7541 SP:Iteration 3Q (12670.840000 sec): 3 clusters Score: Raw -39008808.361050 + Penalty 6159.910275 = -39002648.450775 nChanged 8394 SP:Iteration 4Q (12672.420000 sec): 3 clusters Score: Raw -39011263.541211 + Penalty 6159.910275 = -39005103.630935 nChanged 9525 SP:Iteration 5Q (12673.960000 sec): 3 clusters Score: Raw -39014526.840804 + Penalty 6159.910275 = -39008366.930528 nChanged 10801 SP:Iteration 6Q (12675.530000 sec): 3 clusters Score: Raw -39019064.675643 + Penalty 6159.910275 = -39012904.765368 nChanged 12389 SP:Iteration 7F (12676.950000 sec): 3 clusters Score: Raw -39025571.136214 + Penalty 6159.910275 = -39019411.225939 nChanged 13864 SP:Iteration 8F (12678.320000 sec): 3 clusters Score: Raw -39034327.441328 + Penalty 6159.910275 = -39028167.531053 nChanged 14856 SP:Iteration 9F (12679.730000 sec): 3 clusters Score: Raw -39044383.380029 + Penalty 6159.910275 = -39038223.469754 nChanged 13899 SP:Iteration 10F (12681.250000 sec): 3 clusters Score: Raw -39052567.208315 + Penalty 6159.910275 = -39046407.298039 nChanged 10561 SP:Iteration 11Q (12682.760000 sec): 3 clusters Score: Raw -39056715.888649 + Penalty 6159.910275 = -39050555.978374 nChanged 6616 SP:Iteration 12Q (12684.220000 sec): 3 clusters Score: Raw -39058303.236196 + Penalty 6159.910275 = -39052143.325921 nChanged 3821 SP:Iteration 13Q (12685.630000 sec): 3 clusters Score: Raw -39058966.000422 + Penalty 6159.910275 = -39052806.090147 nChanged 2708 SP:Iteration 14Q (12687.080000 sec): 3 clusters Score: Raw -39059431.710041 + Penalty 6159.910275 = -39053271.799766 nChanged 2410 SP:Iteration 15Q (12688.580000 sec): 3 clusters Score: Raw -39059853.782788 + Penalty 6159.910275 = -39053693.872513 nChanged 2449 SP:Iteration 16Q (12690.190000 sec): 3 clusters Score: Raw -39060305.979744 + Penalty 6159.910275 = -39054146.069469 nChanged 2571 SP:Iteration 17Q (12691.670000 sec): 3 clusters Score: Raw -39060817.320921 + Penalty 6159.910275 = -39054657.410646 nChanged 2760 SP:Iteration 18Q (12693.250000 sec): 3 clusters Score: Raw -39061414.528182 + Penalty 6159.910275 = -39055254.617907 nChanged 2955 SP:Iteration 19Q (12694.930000 sec): 3 clusters Score: Raw -39062059.118492 + Penalty 6159.910275 = -39055899.208217 nChanged 3056 SP:Iteration 20F (12696.550000 sec): 3 clusters Score: Raw -39062752.338104 + Penalty 6159.910275 = -39056592.427829 nChanged 3257 SP:Iteration 21Q (12698.060000 sec): 3 clusters Score: Raw -39063537.406060 + Penalty 6159.910275 = -39057377.495785 nChanged 3485 SP:Iteration 22Q (12699.450000 sec): 3 clusters Score: Raw -39064407.130907 + Penalty 6159.910275 = -39058247.220632 nChanged 3695 SP:Iteration 23Q (12700.850000 sec): 3 clusters Score: Raw -39065389.834781 + Penalty 6159.910275 = -39059229.924506 nChanged 3789 SP:Iteration 24Q (12702.280000 sec): 3 clusters Score: Raw -39066420.940682 + Penalty 6159.910275 = -39060261.030407 nChanged 3928 SP:Iteration 25Q (12703.610000 sec): 3 clusters Score: Raw -39067563.942912 + Penalty 6159.910275 = -39061404.032637 nChanged 4149 SP:Iteration 26Q (12705.120000 sec): 3 clusters Score: Raw -39068839.578003 + Penalty 6159.910275 = -39062679.667727 nChanged 4243 SP:Iteration 27Q (12706.540000 sec): 3 clusters Score: Raw -39070233.374545 + Penalty 6159.910275 = -39064073.464270 nChanged 4485 SP:Iteration 28Q (12707.900000 sec): 3 clusters Score: Raw -39071775.151052 + Penalty 6159.910275 = -39065615.240777 nChanged 4558 SP:Iteration 29Q (12709.160000 sec): 3 clusters Score: Raw -39073441.715429 + Penalty 6159.910275 = -39067281.805154 nChanged 4699 SP:Iteration 30Q (12710.450000 sec): 3 clusters Score: Raw -39075313.546807 + Penalty 6159.910275 = -39069153.636532 nChanged 4827 SP:Iteration 31Q (12711.740000 sec): 3 clusters Score: Raw -39077424.509332 + Penalty 6159.910275 = -39071264.599057 nChanged 4883 SP:Iteration 32Q (12712.910000 sec): 3 clusters Score: Raw -39079699.460942 + Penalty 6159.910275 = -39073539.550667 nChanged 4685 SP:Iteration 33Q (12714.090000 sec): 3 clusters Score: Raw -39082045.182739 + Penalty 6159.910275 = -39075885.272464 nChanged 4694 SP:Iteration 34Q (12715.310000 sec): 3 clusters Score: Raw -39084638.421778 + Penalty 6159.910275 = -39078478.511503 nChanged 4463 SP:Iteration 35Q (12716.530000 sec): 3 clusters Score: Raw -39087337.295802 + Penalty 6159.910275 = -39081177.385527 nChanged 4113 SP:Iteration 36Q (12717.800000 sec): 3 clusters Score: Raw -39090025.174404 + Penalty 6159.910275 = -39083865.264129 nChanged 3661 SP:Iteration 37Q (12719.140000 sec): 3 clusters Score: Raw -39092583.992325 + Penalty 6159.910275 = -39086424.082050 nChanged 3004 SP:Iteration 38Q (12720.370000 sec): 3 clusters Score: Raw -39094817.175327 + Penalty 6159.910275 = -39088657.265052 nChanged 2228 SP:Iteration 39Q (12721.670000 sec): 3 clusters Score: Raw -39096510.458889 + Penalty 6159.910275 = -39090350.548614 nChanged 1343 SP:Iteration 40F (12723.110000 sec): 3 clusters Score: Raw -39097497.339967 + Penalty 6159.910275 = -39091337.429692 nChanged 700 SP:Iteration 41Q (12724.310000 sec): 3 clusters Score: Raw -39098006.780221 + Penalty 6159.910275 = -39091846.869946 nChanged 373 SP:Iteration 42Q (12725.500000 sec): 3 clusters Score: Raw -39098276.900660 + Penalty 6159.910275 = -39092116.990385 nChanged 185 SP:Iteration 43Q (12726.720000 sec): 3 clusters Score: Raw -39098417.328221 + Penalty 6159.910275 = -39092257.417946 nChanged 114 SP:Iteration 44Q (12727.920000 sec): 3 clusters Score: Raw -39098515.074170 + Penalty 6159.910275 = -39092355.163895 nChanged 72 SP:Iteration 45Q (12729.160000 sec): 3 clusters Score: Raw -39098579.113268 + Penalty 6159.910275 = -39092419.202993 nChanged 45 SP:Iteration 46Q (12730.430000 sec): 3 clusters Score: Raw -39098622.595491 + Penalty 6159.910275 = -39092462.685215 nChanged 31 SP:Iteration 47Q (12731.640000 sec): 3 clusters Score: Raw -39098654.211287 + Penalty 6159.910275 = -39092494.301012 nChanged 20 SP:Iteration 48Q (12732.770000 sec): 3 clusters Score: Raw -39098673.157212 + Penalty 6159.910275 = -39092513.246937 nChanged 15 SP:Iteration 49Q (12733.850000 sec): 3 clusters Score: Raw -39098686.206538 + Penalty 6159.910275 = -39092526.296262 nChanged 18 SP:Iteration 50Q (12734.890000 sec): 3 clusters Score: Raw -39098705.612965 + Penalty 6159.910275 = -39092545.702690 nChanged 16 SP:Iteration 51Q (12735.990000 sec): 3 clusters Score: Raw -39098722.656594 + Penalty 6159.910275 = -39092562.746319 nChanged 8 SP:Iteration 52Q (12737.120000 sec): 3 clusters Score: Raw -39098729.131043 + Penalty 6159.910275 = -39092569.220768 nChanged 3 SP:Iteration 53Q (12738.250000 sec): 3 clusters Score: Raw -39098731.218767 + Penalty 6159.910275 = -39092571.308492 nChanged 0 SP:Iteration 54F (12739.570000 sec): 3 clusters Score: Raw -39098731.218767 + Penalty 6159.910275 = -39092571.308492 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12739.780000 sec): 2 clusters Score: Raw -1948811.308303 + Penalty 2346.120871 = -1946465.187433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12740.030000 sec): 3 clusters Score: Raw -1941798.152119 + Penalty 4692.241742 = -1937105.910378 nChanged 5435 SP:Iteration 1F (12740.350000 sec): 3 clusters Score: Raw -1944929.086257 + Penalty 4692.241742 = -1940236.844516 nChanged 927 SP:Iteration 2F (12740.590000 sec): 3 clusters Score: Raw -1945550.573098 + Penalty 4692.241742 = -1940858.331356 nChanged 828 SP:Iteration 3F (12740.850000 sec): 3 clusters Score: Raw -1946103.477067 + Penalty 4692.241742 = -1941411.235325 nChanged 783 SP:Iteration 4F (12741.130000 sec): 3 clusters Score: Raw -1946627.330240 + Penalty 4692.241742 = -1941935.088498 nChanged 708 SP:Iteration 5F (12741.340000 sec): 3 clusters Score: Raw -1947094.489182 + Penalty 4692.241742 = -1942402.247440 nChanged 628 SP:Iteration 6Q (12741.620000 sec): 3 clusters Score: Raw -1947515.973720 + Penalty 4692.241742 = -1942823.731978 nChanged 568 SP:Iteration 7Q (12741.880000 sec): 3 clusters Score: Raw -1947876.846356 + Penalty 4692.241742 = -1943184.604614 nChanged 470 SP:Iteration 8Q (12742.110000 sec): 3 clusters Score: Raw -1948166.369256 + Penalty 4692.241742 = -1943474.127514 nChanged 412 SP:Iteration 9Q (12742.310000 sec): 3 clusters Score: Raw -1948376.171426 + Penalty 4692.241742 = -1943683.929684 nChanged 361 SP:Iteration 10Q (12742.550000 sec): 3 clusters Score: Raw -1948519.154915 + Penalty 4692.241742 = -1943826.913173 nChanged 276 SP:Iteration 11Q (12742.780000 sec): 3 clusters Score: Raw -1948615.380337 + Penalty 4692.241742 = -1943923.138596 nChanged 231 SP:Iteration 12Q (12743.010000 sec): 3 clusters Score: Raw -1948697.427859 + Penalty 4692.241742 = -1944005.186117 nChanged 222 SP:Iteration 13Q (12743.250000 sec): 3 clusters Score: Raw -1948783.443827 + Penalty 4692.241742 = -1944091.202085 nChanged 216 SP:Iteration 14Q (12743.550000 sec): 3 clusters Score: Raw -1948874.323283 + Penalty 4692.241742 = -1944182.081542 nChanged 237 SP:Iteration 15Q (12743.810000 sec): 3 clusters Score: Raw -1948965.777278 + Penalty 4692.241742 = -1944273.535536 nChanged 238 SP:Iteration 16Q (12744.040000 sec): 3 clusters Score: Raw -1949046.032425 + Penalty 4692.241742 = -1944353.790683 nChanged 205 SP:Iteration 17Q (12744.320000 sec): 3 clusters Score: Raw -1949115.093617 + Penalty 4692.241742 = -1944422.851875 nChanged 179 SP:Iteration 18Q (12744.550000 sec): 3 clusters Score: Raw -1949172.672297 + Penalty 4692.241742 = -1944480.430556 nChanged 164 SP:Iteration 19Q (12744.780000 sec): 3 clusters Score: Raw -1949231.106899 + Penalty 4692.241742 = -1944538.865158 nChanged 160 SP:Iteration 20F (12745.020000 sec): 3 clusters Score: Raw -1949284.577335 + Penalty 4692.241742 = -1944592.335593 nChanged 181 SP:Iteration 21Q (12745.290000 sec): 3 clusters Score: Raw -1949346.085642 + Penalty 4692.241742 = -1944653.843900 nChanged 188 SP:Iteration 22Q (12745.570000 sec): 3 clusters Score: Raw -1949416.558756 + Penalty 4692.241742 = -1944724.317014 nChanged 190 SP:Iteration 23Q (12745.810000 sec): 3 clusters Score: Raw -1949496.574658 + Penalty 4692.241742 = -1944804.332916 nChanged 196 SP:Iteration 24Q (12746.070000 sec): 3 clusters Score: Raw -1949597.078908 + Penalty 4692.241742 = -1944904.837166 nChanged 255 SP:Iteration 25Q (12746.340000 sec): 3 clusters Score: Raw -1949770.370219 + Penalty 4692.241742 = -1945078.128477 nChanged 273 SP:Iteration 26Q (12746.610000 sec): 3 clusters Score: Raw -1950012.748228 + Penalty 4692.241742 = -1945320.506487 nChanged 308 SP:Iteration 27Q (12746.870000 sec): 3 clusters Score: Raw -1950277.066571 + Penalty 4692.241742 = -1945584.824829 nChanged 290 SP:Iteration 28Q (12747.060000 sec): 3 clusters Score: Raw -1950469.151475 + Penalty 4692.241742 = -1945776.909733 nChanged 219 SP:Iteration 29Q (12747.370000 sec): 3 clusters Score: Raw -1950575.975877 + Penalty 4692.241742 = -1945883.734136 nChanged 156 SP:Iteration 30Q (12747.600000 sec): 3 clusters Score: Raw -1950629.689691 + Penalty 4692.241742 = -1945937.447949 nChanged 110 SP:Iteration 31Q (12747.830000 sec): 3 clusters Score: Raw -1950661.010432 + Penalty 4692.241742 = -1945968.768690 nChanged 88 SP:Iteration 32Q (12748.070000 sec): 3 clusters Score: Raw -1950685.299812 + Penalty 4692.241742 = -1945993.058070 nChanged 75 SP:Iteration 33Q (12748.340000 sec): 3 clusters Score: Raw -1950703.529336 + Penalty 4692.241742 = -1946011.287594 nChanged 50 SP:Iteration 34Q (12748.610000 sec): 3 clusters Score: Raw -1950713.070843 + Penalty 4692.241742 = -1946020.829101 nChanged 41 SP:Iteration 35Q (12748.910000 sec): 3 clusters Score: Raw -1950721.283785 + Penalty 4692.241742 = -1946029.042043 nChanged 31 SP:Iteration 36Q (12749.180000 sec): 3 clusters Score: Raw -1950728.793359 + Penalty 4692.241742 = -1946036.551617 nChanged 31 SP:Iteration 37Q (12749.400000 sec): 3 clusters Score: Raw -1950734.892277 + Penalty 4692.241742 = -1946042.650535 nChanged 23 SP:Iteration 38Q (12749.670000 sec): 3 clusters Score: Raw -1950738.238706 + Penalty 4692.241742 = -1946045.996965 nChanged 18 SP:Iteration 39Q (12749.890000 sec): 3 clusters Score: Raw -1950740.818961 + Penalty 4692.241742 = -1946048.577220 nChanged 15 SP:Iteration 40F (12750.160000 sec): 3 clusters Score: Raw -1950742.647047 + Penalty 4692.241742 = -1946050.405305 nChanged 7 SP:Iteration 41Q (12750.400000 sec): 3 clusters Score: Raw -1950743.348196 + Penalty 4692.241742 = -1946051.106455 nChanged 5 SP:Iteration 42Q (12750.610000 sec): 3 clusters Score: Raw -1950743.797054 + Penalty 4692.241742 = -1946051.555312 nChanged 5 SP:Iteration 43Q (12750.830000 sec): 3 clusters Score: Raw -1950744.264106 + Penalty 4692.241742 = -1946052.022364 nChanged 3 SP:Iteration 44Q (12751.110000 sec): 3 clusters Score: Raw -1950744.698844 + Penalty 4692.241742 = -1946052.457102 nChanged 1 SP:Iteration 45Q (12751.360000 sec): 3 clusters Score: Raw -1950744.835149 + Penalty 4692.241742 = -1946052.593407 nChanged 2 SP:Iteration 46Q (12751.560000 sec): 3 clusters Score: Raw -1950745.163874 + Penalty 4692.241742 = -1946052.922133 nChanged 1 SP:Iteration 47Q (12751.800000 sec): 3 clusters Score: Raw -1950745.250036 + Penalty 4692.241742 = -1946053.008295 nChanged 0 SP:Iteration 48F (12752.040000 sec): 3 clusters Score: Raw -1950745.250036 + Penalty 4692.241742 = -1946053.008295 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12752.150000 sec): 2 clusters Score: Raw -750142.159144 + Penalty 2111.767415 = -748030.391729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12752.360000 sec): 3 clusters Score: Raw -747678.525988 + Penalty 4223.534830 = -743454.991158 nChanged 1937 SP:Iteration 1F (12752.560000 sec): 3 clusters Score: Raw -748820.748661 + Penalty 4223.534830 = -744597.213831 nChanged 387 SP:Iteration 2F (12752.790000 sec): 3 clusters Score: Raw -749111.936317 + Penalty 4223.534830 = -744888.401487 nChanged 286 SP:Iteration 3F (12752.990000 sec): 3 clusters Score: Raw -749371.244764 + Penalty 4223.534830 = -745147.709935 nChanged 272 SP:Iteration 4F (12753.180000 sec): 3 clusters Score: Raw -749635.684530 + Penalty 4223.534830 = -745412.149700 nChanged 263 SP:Iteration 5F (12753.370000 sec): 3 clusters Score: Raw -749859.537858 + Penalty 4223.534830 = -745636.003029 nChanged 217 SP:Iteration 6Q (12753.620000 sec): 3 clusters Score: Raw -750033.656110 + Penalty 4223.534830 = -745810.121280 nChanged 206 SP:Iteration 7Q (12753.820000 sec): 3 clusters Score: Raw -750180.813002 + Penalty 4223.534830 = -745957.278172 nChanged 153 SP:Iteration 8Q (12754.030000 sec): 3 clusters Score: Raw -750288.988715 + Penalty 4223.534830 = -746065.453886 nChanged 123 SP:Iteration 9Q (12754.230000 sec): 3 clusters Score: Raw -750375.764636 + Penalty 4223.534830 = -746152.229807 nChanged 128 SP:Iteration 10Q (12754.430000 sec): 3 clusters Score: Raw -750449.893922 + Penalty 4223.534830 = -746226.359092 nChanged 110 SP:Iteration 11Q (12754.610000 sec): 3 clusters Score: Raw -750509.091252 + Penalty 4223.534830 = -746285.556422 nChanged 99 SP:Iteration 12Q (12754.830000 sec): 3 clusters Score: Raw -750575.390367 + Penalty 4223.534830 = -746351.855537 nChanged 105 SP:Iteration 13Q (12755.040000 sec): 3 clusters Score: Raw -750665.527575 + Penalty 4223.534830 = -746441.992745 nChanged 117 SP:Iteration 14Q (12755.260000 sec): 3 clusters Score: Raw -750802.346145 + Penalty 4223.534830 = -746578.811315 nChanged 134 SP:Iteration 15Q (12755.440000 sec): 3 clusters Score: Raw -750926.267299 + Penalty 4223.534830 = -746702.732469 nChanged 129 SP:Iteration 16Q (12755.630000 sec): 3 clusters Score: Raw -751027.781089 + Penalty 4223.534830 = -746804.246260 nChanged 117 SP:Iteration 17Q (12755.810000 sec): 3 clusters Score: Raw -751111.209832 + Penalty 4223.534830 = -746887.675003 nChanged 101 SP:Iteration 18Q (12756.000000 sec): 3 clusters Score: Raw -751183.949892 + Penalty 4223.534830 = -746960.415062 nChanged 81 SP:Iteration 19Q (12756.200000 sec): 3 clusters Score: Raw -751236.518414 + Penalty 4223.534830 = -747012.983585 nChanged 71 SP:Iteration 20F (12756.370000 sec): 3 clusters Score: Raw -751280.246781 + Penalty 4223.534830 = -747056.711952 nChanged 62 SP:Iteration 21Q (12756.540000 sec): 3 clusters Score: Raw -751318.992584 + Penalty 4223.534830 = -747095.457754 nChanged 55 SP:Iteration 22Q (12756.720000 sec): 3 clusters Score: Raw -751350.806048 + Penalty 4223.534830 = -747127.271219 nChanged 44 SP:Iteration 23Q (12756.940000 sec): 3 clusters Score: Raw -751379.449124 + Penalty 4223.534830 = -747155.914294 nChanged 45 SP:Iteration 24Q (12757.140000 sec): 3 clusters Score: Raw -751407.974241 + Penalty 4223.534830 = -747184.439411 nChanged 48 SP:Iteration 25Q (12757.360000 sec): 3 clusters Score: Raw -751436.545213 + Penalty 4223.534830 = -747213.010383 nChanged 43 SP:Iteration 26Q (12757.510000 sec): 3 clusters Score: Raw -751467.486990 + Penalty 4223.534830 = -747243.952160 nChanged 47 SP:Iteration 27Q (12757.730000 sec): 3 clusters Score: Raw -751495.502291 + Penalty 4223.534830 = -747271.967462 nChanged 40 SP:Iteration 28Q (12757.920000 sec): 3 clusters Score: Raw -751518.029342 + Penalty 4223.534830 = -747294.494512 nChanged 42 SP:Iteration 29Q (12758.070000 sec): 3 clusters Score: Raw -751544.992825 + Penalty 4223.534830 = -747321.457995 nChanged 43 SP:Iteration 30Q (12758.280000 sec): 3 clusters Score: Raw -751569.654274 + Penalty 4223.534830 = -747346.119444 nChanged 38 SP:Iteration 31Q (12758.440000 sec): 3 clusters Score: Raw -751588.209669 + Penalty 4223.534830 = -747364.674839 nChanged 40 SP:Iteration 32Q (12758.660000 sec): 3 clusters Score: Raw -751607.379526 + Penalty 4223.534830 = -747383.844696 nChanged 36 SP:Iteration 33Q (12758.880000 sec): 3 clusters Score: Raw -751627.411087 + Penalty 4223.534830 = -747403.876258 nChanged 38 SP:Iteration 34Q (12759.060000 sec): 3 clusters Score: Raw -751648.775874 + Penalty 4223.534830 = -747425.241044 nChanged 27 SP:Iteration 35Q (12759.250000 sec): 3 clusters Score: Raw -751663.386981 + Penalty 4223.534830 = -747439.852151 nChanged 25 SP:Iteration 36Q (12759.430000 sec): 3 clusters Score: Raw -751674.876928 + Penalty 4223.534830 = -747451.342098 nChanged 27 SP:Iteration 37Q (12759.660000 sec): 3 clusters Score: Raw -751687.967003 + Penalty 4223.534830 = -747464.432173 nChanged 24 SP:Iteration 38Q (12759.880000 sec): 3 clusters Score: Raw -751699.547048 + Penalty 4223.534830 = -747476.012219 nChanged 18 SP:Iteration 39Q (12760.060000 sec): 3 clusters Score: Raw -751707.056791 + Penalty 4223.534830 = -747483.521962 nChanged 15 SP:Iteration 40F (12760.290000 sec): 3 clusters Score: Raw -751713.036852 + Penalty 4223.534830 = -747489.502022 nChanged 10 SP:Iteration 41Q (12760.490000 sec): 3 clusters Score: Raw -751717.155185 + Penalty 4223.534830 = -747493.620355 nChanged 8 SP:Iteration 42Q (12760.650000 sec): 3 clusters Score: Raw -751719.148438 + Penalty 4223.534830 = -747495.613608 nChanged 4 SP:Iteration 43Q (12760.880000 sec): 3 clusters Score: Raw -751720.026670 + Penalty 4223.534830 = -747496.491841 nChanged 5 SP:Iteration 44Q (12761.080000 sec): 3 clusters Score: Raw -751721.653718 + Penalty 4223.534830 = -747498.118888 nChanged 3 SP:Iteration 45Q (12761.270000 sec): 3 clusters Score: Raw -751722.716374 + Penalty 4223.534830 = -747499.181545 nChanged 2 SP:Iteration 46Q (12761.430000 sec): 3 clusters Score: Raw -751723.060377 + Penalty 4223.534830 = -747499.525547 nChanged 0 SP:Iteration 47F (12761.650000 sec): 3 clusters Score: Raw -751723.060377 + Penalty 4223.534830 = -747499.525547 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12761.710000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12761.910000 sec): 3 clusters Score: Raw -57878.527661 + Penalty 3012.230089 = -54866.297572 nChanged 89 SP:Iteration 1F (12762.110000 sec): 3 clusters Score: Raw -58272.782817 + Penalty 3012.230089 = -55260.552728 nChanged 46 SP:Iteration 2F (12762.280000 sec): 3 clusters Score: Raw -58582.309601 + Penalty 3012.230089 = -55570.079512 nChanged 36 SP:Iteration 3F (12762.450000 sec): 3 clusters Score: Raw -58812.787106 + Penalty 3012.230089 = -55800.557017 nChanged 27 SP:Iteration 4F (12762.630000 sec): 3 clusters Score: Raw -58962.327682 + Penalty 3012.230089 = -55950.097594 nChanged 12 SP:Iteration 5Q (12762.820000 sec): 3 clusters Score: Raw -59016.578321 + Penalty 3012.230089 = -56004.348232 nChanged 2 SP:Iteration 6Q (12763.020000 sec): 3 clusters Score: Raw -59024.387581 + Penalty 3012.230089 = -56012.157492 nChanged 0 SP:Iteration 7F (12763.210000 sec): 3 clusters Score: Raw -59024.387581 + Penalty 3012.230089 = -56012.157492 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12763.350000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12763.580000 sec): 3 clusters Score: Raw -911671.589031 + Penalty 4295.657925 = -907375.931107 nChanged 2340 SP:Iteration 1F (12763.790000 sec): 3 clusters Score: Raw -913013.657047 + Penalty 4295.657925 = -908717.999122 nChanged 422 SP:Iteration 2F (12764.020000 sec): 3 clusters Score: Raw -913293.430299 + Penalty 4295.657925 = -908997.772374 nChanged 342 SP:Iteration 3F (12764.230000 sec): 3 clusters Score: Raw -913493.327592 + Penalty 4295.657925 = -909197.669667 nChanged 262 SP:Iteration 4Q (12764.480000 sec): 3 clusters Score: Raw -913627.609936 + Penalty 4295.657925 = -909331.952012 nChanged 203 SP:Iteration 5Q (12764.680000 sec): 3 clusters Score: Raw -913749.235570 + Penalty 4295.657925 = -909453.577645 nChanged 207 SP:Iteration 6Q (12764.920000 sec): 3 clusters Score: Raw -913862.856426 + Penalty 4295.657925 = -909567.198501 nChanged 193 SP:Iteration 7Q (12765.090000 sec): 3 clusters Score: Raw -913964.593314 + Penalty 4295.657925 = -909668.935389 nChanged 161 SP:Iteration 8Q (12765.280000 sec): 3 clusters Score: Raw -914050.272568 + Penalty 4295.657925 = -909754.614643 nChanged 172 SP:Iteration 9Q (12765.480000 sec): 3 clusters Score: Raw -914139.955434 + Penalty 4295.657925 = -909844.297510 nChanged 130 SP:Iteration 10Q (12765.690000 sec): 3 clusters Score: Raw -914202.769340 + Penalty 4295.657925 = -909907.111416 nChanged 113 SP:Iteration 11Q (12765.880000 sec): 3 clusters Score: Raw -914250.969851 + Penalty 4295.657925 = -909955.311926 nChanged 92 SP:Iteration 12Q (12766.110000 sec): 3 clusters Score: Raw -914290.219190 + Penalty 4295.657925 = -909994.561265 nChanged 77 SP:Iteration 13Q (12766.310000 sec): 3 clusters Score: Raw -914318.765064 + Penalty 4295.657925 = -910023.107140 nChanged 71 SP:Iteration 14Q (12766.510000 sec): 3 clusters Score: Raw -914346.431175 + Penalty 4295.657925 = -910050.773250 nChanged 68 SP:Iteration 15Q (12766.720000 sec): 3 clusters Score: Raw -914371.758949 + Penalty 4295.657925 = -910076.101024 nChanged 63 SP:Iteration 16Q (12766.950000 sec): 3 clusters Score: Raw -914394.093180 + Penalty 4295.657925 = -910098.435255 nChanged 53 SP:Iteration 17Q (12767.130000 sec): 3 clusters Score: Raw -914418.921466 + Penalty 4295.657925 = -910123.263541 nChanged 67 SP:Iteration 18Q (12767.370000 sec): 3 clusters Score: Raw -914451.032795 + Penalty 4295.657925 = -910155.374870 nChanged 60 SP:Iteration 19Q (12767.560000 sec): 3 clusters Score: Raw -914476.465476 + Penalty 4295.657925 = -910180.807552 nChanged 48 SP:Iteration 20F (12767.790000 sec): 3 clusters Score: Raw -914497.881823 + Penalty 4295.657925 = -910202.223898 nChanged 51 SP:Iteration 21Q (12767.970000 sec): 3 clusters Score: Raw -914522.072128 + Penalty 4295.657925 = -910226.414203 nChanged 51 SP:Iteration 22Q (12768.220000 sec): 3 clusters Score: Raw -914545.428330 + Penalty 4295.657925 = -910249.770405 nChanged 49 SP:Iteration 23Q (12768.390000 sec): 3 clusters Score: Raw -914565.841427 + Penalty 4295.657925 = -910270.183502 nChanged 36 SP:Iteration 24Q (12768.600000 sec): 3 clusters Score: Raw -914582.632791 + Penalty 4295.657925 = -910286.974867 nChanged 49 SP:Iteration 25Q (12768.820000 sec): 3 clusters Score: Raw -914608.949091 + Penalty 4295.657925 = -910313.291166 nChanged 43 SP:Iteration 26Q (12769.000000 sec): 3 clusters Score: Raw -914633.656161 + Penalty 4295.657925 = -910337.998236 nChanged 51 SP:Iteration 27Q (12769.250000 sec): 3 clusters Score: Raw -914659.808560 + Penalty 4295.657925 = -910364.150635 nChanged 46 SP:Iteration 28Q (12769.420000 sec): 3 clusters Score: Raw -914684.160824 + Penalty 4295.657925 = -910388.502900 nChanged 38 SP:Iteration 29Q (12769.560000 sec): 3 clusters Score: Raw -914706.247186 + Penalty 4295.657925 = -910410.589262 nChanged 41 SP:Iteration 30Q (12769.800000 sec): 3 clusters Score: Raw -914724.618442 + Penalty 4295.657925 = -910428.960517 nChanged 37 SP:Iteration 31Q (12769.970000 sec): 3 clusters Score: Raw -914742.340290 + Penalty 4295.657925 = -910446.682365 nChanged 39 SP:Iteration 32Q (12770.150000 sec): 3 clusters Score: Raw -914764.149123 + Penalty 4295.657925 = -910468.491198 nChanged 45 SP:Iteration 33Q (12770.360000 sec): 3 clusters Score: Raw -914787.546026 + Penalty 4295.657925 = -910491.888101 nChanged 45 SP:Iteration 34Q (12770.550000 sec): 3 clusters Score: Raw -914817.144270 + Penalty 4295.657925 = -910521.486345 nChanged 50 SP:Iteration 35Q (12770.740000 sec): 3 clusters Score: Raw -914851.407891 + Penalty 4295.657925 = -910555.749966 nChanged 43 SP:Iteration 36Q (12770.940000 sec): 3 clusters Score: Raw -914876.414646 + Penalty 4295.657925 = -910580.756721 nChanged 29 SP:Iteration 37Q (12771.130000 sec): 3 clusters Score: Raw -914896.969709 + Penalty 4295.657925 = -910601.311785 nChanged 32 SP:Iteration 38Q (12771.370000 sec): 3 clusters Score: Raw -914915.172478 + Penalty 4295.657925 = -910619.514553 nChanged 26 SP:Iteration 39Q (12771.600000 sec): 3 clusters Score: Raw -914928.213480 + Penalty 4295.657925 = -910632.555555 nChanged 23 SP:Iteration 40F (12771.750000 sec): 3 clusters Score: Raw -914941.825190 + Penalty 4295.657925 = -910646.167265 nChanged 17 SP:Iteration 41Q (12771.950000 sec): 3 clusters Score: Raw -914951.085898 + Penalty 4295.657925 = -910655.427974 nChanged 16 SP:Iteration 42Q (12772.140000 sec): 3 clusters Score: Raw -914958.456885 + Penalty 4295.657925 = -910662.798960 nChanged 7 SP:Iteration 43Q (12772.340000 sec): 3 clusters Score: Raw -914960.842125 + Penalty 4295.657925 = -910665.184201 nChanged 9 SP:Iteration 44Q (12772.520000 sec): 3 clusters Score: Raw -914964.224173 + Penalty 4295.657925 = -910668.566248 nChanged 6 SP:Iteration 45Q (12772.740000 sec): 3 clusters Score: Raw -914966.080920 + Penalty 4295.657925 = -910670.422995 nChanged 6 SP:Iteration 46Q (12772.910000 sec): 3 clusters Score: Raw -914968.386201 + Penalty 4295.657925 = -910672.728276 nChanged 7 SP:Iteration 47Q (12773.150000 sec): 3 clusters Score: Raw -914971.448641 + Penalty 4295.657925 = -910675.790717 nChanged 3 SP:Iteration 48Q (12773.340000 sec): 3 clusters Score: Raw -914972.449169 + Penalty 4295.657925 = -910676.791244 nChanged 3 SP:Iteration 49Q (12773.560000 sec): 3 clusters Score: Raw -914973.206961 + Penalty 4295.657925 = -910677.549036 nChanged 3 SP:Iteration 50Q (12773.740000 sec): 3 clusters Score: Raw -914974.409744 + Penalty 4295.657925 = -910678.751819 nChanged 3 SP:Iteration 51Q (12773.980000 sec): 3 clusters Score: Raw -914975.062723 + Penalty 4295.657925 = -910679.404798 nChanged 1 SP:Iteration 52Q (12774.160000 sec): 3 clusters Score: Raw -914975.561037 + Penalty 4295.657925 = -910679.903112 nChanged 0 SP:Iteration 53F (12774.420000 sec): 3 clusters Score: Raw -914975.561037 + Penalty 4295.657925 = -910679.903112 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12774.510000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12774.700000 sec): 3 clusters Score: Raw -171027.477827 + Penalty 3483.784442 = -167543.693385 nChanged 287 SP:Iteration 1F (12774.880000 sec): 3 clusters Score: Raw -171323.526784 + Penalty 3483.784442 = -167839.742342 nChanged 73 SP:Iteration 2F (12775.090000 sec): 3 clusters Score: Raw -171407.178274 + Penalty 3483.784442 = -167923.393833 nChanged 33 SP:Iteration 3Q (12775.280000 sec): 3 clusters Score: Raw -171453.142936 + Penalty 3483.784442 = -167969.358494 nChanged 26 SP:Iteration 4Q (12775.460000 sec): 3 clusters Score: Raw -171485.349458 + Penalty 3483.784442 = -168001.565016 nChanged 21 SP:Iteration 5Q (12775.620000 sec): 3 clusters Score: Raw -171509.167130 + Penalty 3483.784442 = -168025.382688 nChanged 16 SP:Iteration 6Q (12775.820000 sec): 3 clusters Score: Raw -171523.367911 + Penalty 3483.784442 = -168039.583470 nChanged 5 SP:Iteration 7Q (12776.050000 sec): 3 clusters Score: Raw -171527.337933 + Penalty 3483.784442 = -168043.553492 nChanged 2 SP:Iteration 8Q (12776.200000 sec): 3 clusters Score: Raw -171528.691118 + Penalty 3483.784442 = -168044.906676 nChanged 1 SP:Iteration 9Q (12776.400000 sec): 3 clusters Score: Raw -171530.053407 + Penalty 3483.784442 = -168046.268966 nChanged 3 SP:Iteration 10Q (12776.600000 sec): 3 clusters Score: Raw -171532.804709 + Penalty 3483.784442 = -168049.020268 nChanged 3 SP:Iteration 11Q (12776.780000 sec): 3 clusters Score: Raw -171534.678286 + Penalty 3483.784442 = -168050.893844 nChanged 1 SP:Iteration 12Q (12776.980000 sec): 3 clusters Score: Raw -171535.626984 + Penalty 3483.784442 = -168051.842543 nChanged 1 SP:Iteration 13Q (12777.170000 sec): 3 clusters Score: Raw -171536.111272 + Penalty 3483.784442 = -168052.326831 nChanged 0 SP:Iteration 14F (12777.340000 sec): 3 clusters Score: Raw -171536.111272 + Penalty 3483.784442 = -168052.326831 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12777.450000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12777.660000 sec): 3 clusters Score: Raw -39528.788477 + Penalty 2742.596827 = -36786.191649 nChanged 23 SP:Iteration 1F (12777.850000 sec): 3 clusters Score: Raw -39614.671264 + Penalty 2742.596827 = -36872.074437 nChanged 5 SP:Iteration 2Q (12778.040000 sec): 3 clusters Score: Raw -39648.431077 + Penalty 2742.596827 = -36905.834250 nChanged 2 SP:Iteration 3Q (12778.210000 sec): 3 clusters Score: Raw -39657.675909 + Penalty 2742.596827 = -36915.079082 nChanged 2 SP:Iteration 4Q (12778.370000 sec): 3 clusters Score: Raw -39676.953489 + Penalty 2742.596827 = -36934.356661 nChanged 1 SP:Iteration 5Q (12778.540000 sec): 3 clusters Score: Raw -39679.403681 + Penalty 2742.596827 = -36936.806853 nChanged 0 SP:Iteration 6F (12778.750000 sec): 3 clusters Score: Raw -39679.403681 + Penalty 2742.596827 = -36936.806853 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12778.830000 sec): 2 clusters Score: Raw -991494.139110 + Penalty 2176.297950 = -989317.841160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12779.070000 sec): 3 clusters Score: Raw -988161.041266 + Penalty 4352.595899 = -983808.445366 nChanged 2644 SP:Iteration 1F (12779.270000 sec): 3 clusters Score: Raw -989614.679294 + Penalty 4352.595899 = -985262.083395 nChanged 444 SP:Iteration 2F (12779.530000 sec): 3 clusters Score: Raw -989848.314702 + Penalty 4352.595899 = -985495.718802 nChanged 333 SP:Iteration 3F (12779.730000 sec): 3 clusters Score: Raw -990023.951607 + Penalty 4352.595899 = -985671.355708 nChanged 291 SP:Iteration 4Q (12779.950000 sec): 3 clusters Score: Raw -990197.626906 + Penalty 4352.595899 = -985845.031007 nChanged 269 SP:Iteration 5Q (12780.170000 sec): 3 clusters Score: Raw -990352.797727 + Penalty 4352.595899 = -986000.201827 nChanged 250 SP:Iteration 6Q (12780.340000 sec): 3 clusters Score: Raw -990508.872882 + Penalty 4352.595899 = -986156.276983 nChanged 258 SP:Iteration 7Q (12780.560000 sec): 3 clusters Score: Raw -990664.001637 + Penalty 4352.595899 = -986311.405738 nChanged 253 SP:Iteration 8Q (12780.750000 sec): 3 clusters Score: Raw -990816.148429 + Penalty 4352.595899 = -986463.552530 nChanged 261 SP:Iteration 9Q (12780.930000 sec): 3 clusters Score: Raw -991010.684587 + Penalty 4352.595899 = -986658.088688 nChanged 281 SP:Iteration 10Q (12781.140000 sec): 3 clusters Score: Raw -991213.326589 + Penalty 4352.595899 = -986860.730689 nChanged 281 SP:Iteration 11Q (12781.330000 sec): 3 clusters Score: Raw -991411.910122 + Penalty 4352.595899 = -987059.314222 nChanged 253 SP:Iteration 12Q (12781.540000 sec): 3 clusters Score: Raw -991611.575975 + Penalty 4352.595899 = -987258.980075 nChanged 231 SP:Iteration 13Q (12781.780000 sec): 3 clusters Score: Raw -991801.467479 + Penalty 4352.595899 = -987448.871579 nChanged 210 SP:Iteration 14Q (12781.950000 sec): 3 clusters Score: Raw -991971.284818 + Penalty 4352.595899 = -987618.688918 nChanged 169 SP:Iteration 15Q (12782.200000 sec): 3 clusters Score: Raw -992115.324606 + Penalty 4352.595899 = -987762.728707 nChanged 158 SP:Iteration 16Q (12782.380000 sec): 3 clusters Score: Raw -992245.127772 + Penalty 4352.595899 = -987892.531873 nChanged 120 SP:Iteration 17Q (12782.580000 sec): 3 clusters Score: Raw -992341.594974 + Penalty 4352.595899 = -987988.999074 nChanged 100 SP:Iteration 18Q (12782.790000 sec): 3 clusters Score: Raw -992413.042796 + Penalty 4352.595899 = -988060.446896 nChanged 63 SP:Iteration 19Q (12782.990000 sec): 3 clusters Score: Raw -992448.672849 + Penalty 4352.595899 = -988096.076950 nChanged 51 SP:Iteration 20F (12783.180000 sec): 3 clusters Score: Raw -992477.957999 + Penalty 4352.595899 = -988125.362099 nChanged 34 SP:Iteration 21Q (12783.380000 sec): 3 clusters Score: Raw -992499.456604 + Penalty 4352.595899 = -988146.860704 nChanged 24 SP:Iteration 22Q (12783.570000 sec): 3 clusters Score: Raw -992509.034261 + Penalty 4352.595899 = -988156.438362 nChanged 13 SP:Iteration 23Q (12783.770000 sec): 3 clusters Score: Raw -992514.623083 + Penalty 4352.595899 = -988162.027184 nChanged 11 SP:Iteration 24Q (12784.040000 sec): 3 clusters Score: Raw -992517.560297 + Penalty 4352.595899 = -988164.964397 nChanged 5 SP:Iteration 25Q (12784.240000 sec): 3 clusters Score: Raw -992519.195429 + Penalty 4352.595899 = -988166.599529 nChanged 4 SP:Iteration 26Q (12784.450000 sec): 3 clusters Score: Raw -992520.369456 + Penalty 4352.595899 = -988167.773557 nChanged 4 SP:Iteration 27Q (12784.690000 sec): 3 clusters Score: Raw -992521.930149 + Penalty 4352.595899 = -988169.334249 nChanged 2 SP:Iteration 28Q (12784.910000 sec): 3 clusters Score: Raw -992522.324181 + Penalty 4352.595899 = -988169.728281 nChanged 0 SP:Iteration 29F (12785.080000 sec): 3 clusters Score: Raw -992522.324181 + Penalty 4352.595899 = -988169.728281 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12785.180000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12785.350000 sec): 3 clusters Score: Raw -30354.737799 + Penalty 2724.558476 = -27630.179324 nChanged 30 SP:Iteration 1F (12785.560000 sec): 3 clusters Score: Raw -30548.147241 + Penalty 2724.558476 = -27823.588765 nChanged 15 SP:Iteration 2F (12785.700000 sec): 3 clusters Score: Raw -30668.768771 + Penalty 2724.558476 = -27944.210295 nChanged 12 SP:Iteration 3Q (12785.900000 sec): 3 clusters Score: Raw -30827.260128 + Penalty 2724.558476 = -28102.701652 nChanged 8 SP:Iteration 4Q (12786.060000 sec): 3 clusters Score: Raw -30931.243717 + Penalty 2724.558476 = -28206.685241 nChanged 7 SP:Iteration 5Q (12786.250000 sec): 3 clusters Score: Raw -30999.232430 + Penalty 2724.558476 = -28274.673954 nChanged 3 SP:Iteration 6Q (12786.440000 sec): 3 clusters Score: Raw -31039.541359 + Penalty 2724.558476 = -28314.982883 nChanged 3 SP:Iteration 7Q (12786.590000 sec): 3 clusters Score: Raw -31073.450171 + Penalty 2724.558476 = -28348.891695 nChanged 2 SP:Iteration 8Q (12786.790000 sec): 3 clusters Score: Raw -31113.910754 + Penalty 2724.558476 = -28389.352278 nChanged 2 SP:Iteration 9Q (12786.970000 sec): 3 clusters Score: Raw -31148.333894 + Penalty 2724.558476 = -28423.775419 nChanged 1 SP:Iteration 10Q (12787.160000 sec): 3 clusters Score: Raw -31175.073683 + Penalty 2724.558476 = -28450.515208 nChanged 0 SP:Iteration 11F (12787.340000 sec): 3 clusters Score: Raw -31181.796134 + Penalty 2724.558476 = -28457.237658 nChanged 1 SP:Iteration 12Q (12787.490000 sec): 3 clusters Score: Raw -31214.248664 + Penalty 2724.558476 = -28489.690188 nChanged 1 SP:Iteration 13Q (12787.700000 sec): 3 clusters Score: Raw -31220.230325 + Penalty 2724.558476 = -28495.671849 nChanged 0 SP:Iteration 14F (12787.890000 sec): 3 clusters Score: Raw -31220.230325 + Penalty 2724.558476 = -28495.671849 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12787.990000 sec): 2 clusters Score: Raw -43656.498354 + Penalty 1429.767393 = -42226.730961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12788.210000 sec): 3 clusters Score: Raw -43828.043414 + Penalty 2859.534787 = -40968.508627 nChanged 43 SP:Iteration 1F (12788.400000 sec): 3 clusters Score: Raw -43953.179314 + Penalty 2859.534787 = -41093.644527 nChanged 13 SP:Iteration 2Q (12788.590000 sec): 3 clusters Score: Raw -43985.850124 + Penalty 2859.534787 = -41126.315337 nChanged 6 SP:Iteration 3Q (12788.810000 sec): 3 clusters Score: Raw -44001.289453 + Penalty 2859.534787 = -41141.754666 nChanged 1 SP:Iteration 4Q (12788.960000 sec): 3 clusters Score: Raw -44003.910960 + Penalty 2859.534787 = -41144.376173 nChanged 2 SP:Iteration 5Q (12789.150000 sec): 3 clusters Score: Raw -44008.656057 + Penalty 2859.534787 = -41149.121270 nChanged 0 SP:Iteration 6F (12789.320000 sec): 3 clusters Score: Raw -44008.656057 + Penalty 2859.534787 = -41149.121270 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12789.440000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12789.590000 sec): 3 clusters Score: Raw -89114.073344 + Penalty 3167.892142 = -85946.181201 nChanged 111 SP:Iteration 1F (12789.780000 sec): 3 clusters Score: Raw -89293.441259 + Penalty 3167.892142 = -86125.549117 nChanged 39 SP:Iteration 2F (12789.930000 sec): 3 clusters Score: Raw -89377.938335 + Penalty 3167.892142 = -86210.046193 nChanged 18 SP:Iteration 3Q (12790.120000 sec): 3 clusters Score: Raw -89449.100792 + Penalty 3167.892142 = -86281.208650 nChanged 23 SP:Iteration 4Q (12790.300000 sec): 3 clusters Score: Raw -89529.166614 + Penalty 3167.892142 = -86361.274471 nChanged 17 SP:Iteration 5Q (12790.470000 sec): 3 clusters Score: Raw -89563.239276 + Penalty 3167.892142 = -86395.347134 nChanged 8 SP:Iteration 6Q (12790.630000 sec): 3 clusters Score: Raw -89580.679587 + Penalty 3167.892142 = -86412.787444 nChanged 4 SP:Iteration 7Q (12790.790000 sec): 3 clusters Score: Raw -89586.678603 + Penalty 3167.892142 = -86418.786460 nChanged 7 SP:Iteration 8Q (12790.950000 sec): 3 clusters Score: Raw -89601.660065 + Penalty 3167.892142 = -86433.767922 nChanged 3 SP:Iteration 9Q (12791.110000 sec): 3 clusters Score: Raw -89605.338405 + Penalty 3167.892142 = -86437.446263 nChanged 1 SP:Iteration 10Q (12791.290000 sec): 3 clusters Score: Raw -89606.683542 + Penalty 3167.892142 = -86438.791400 nChanged 0 SP:Iteration 11F (12791.470000 sec): 3 clusters Score: Raw -89606.683542 + Penalty 3167.892142 = -86438.791400 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12791.520000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12791.740000 sec): 3 clusters Score: Raw -100947.370945 + Penalty 3244.350880 = -97703.020066 nChanged 154 SP:Iteration 1F (12791.940000 sec): 3 clusters Score: Raw -101181.762820 + Penalty 3244.350880 = -97937.411940 nChanged 44 SP:Iteration 2F (12792.070000 sec): 3 clusters Score: Raw -101260.547008 + Penalty 3244.350880 = -98016.196128 nChanged 27 SP:Iteration 3Q (12792.240000 sec): 3 clusters Score: Raw -101316.539401 + Penalty 3244.350880 = -98072.188521 nChanged 12 SP:Iteration 4Q (12792.450000 sec): 3 clusters Score: Raw -101345.351530 + Penalty 3244.350880 = -98101.000650 nChanged 7 SP:Iteration 5Q (12792.640000 sec): 3 clusters Score: Raw -101365.839368 + Penalty 3244.350880 = -98121.488489 nChanged 7 SP:Iteration 6Q (12792.810000 sec): 3 clusters Score: Raw -101378.608391 + Penalty 3244.350880 = -98134.257511 nChanged 6 SP:Iteration 7Q (12792.990000 sec): 3 clusters Score: Raw -101393.056788 + Penalty 3244.350880 = -98148.705908 nChanged 7 SP:Iteration 8Q (12793.180000 sec): 3 clusters Score: Raw -101404.822186 + Penalty 3244.350880 = -98160.471307 nChanged 5 SP:Iteration 9Q (12793.390000 sec): 3 clusters Score: Raw -101410.364801 + Penalty 3244.350880 = -98166.013922 nChanged 4 SP:Iteration 10Q (12793.580000 sec): 3 clusters Score: Raw -101417.012608 + Penalty 3244.350880 = -98172.661728 nChanged 4 SP:Iteration 11Q (12793.720000 sec): 3 clusters Score: Raw -101425.846412 + Penalty 3244.350880 = -98181.495533 nChanged 4 SP:Iteration 12Q (12793.900000 sec): 3 clusters Score: Raw -101440.136808 + Penalty 3244.350880 = -98195.785928 nChanged 3 SP:Iteration 13Q (12794.070000 sec): 3 clusters Score: Raw -101450.982458 + Penalty 3244.350880 = -98206.631578 nChanged 5 SP:Iteration 14Q (12794.290000 sec): 3 clusters Score: Raw -101460.196618 + Penalty 3244.350880 = -98215.845739 nChanged 1 SP:Iteration 15Q (12794.470000 sec): 3 clusters Score: Raw -101461.400441 + Penalty 3244.350880 = -98217.049562 nChanged 0 SP:Iteration 16F (12794.640000 sec): 3 clusters Score: Raw -101461.400441 + Penalty 3244.350880 = -98217.049562 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12794.740000 sec): 2 clusters Score: Raw -732194.570981 + Penalty 2103.479765 = -730091.091216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12795.000000 sec): 3 clusters Score: Raw -729930.671810 + Penalty 4206.959530 = -725723.712280 nChanged 1797 SP:Iteration 1F (12795.160000 sec): 3 clusters Score: Raw -730990.037095 + Penalty 4206.959530 = -726783.077565 nChanged 371 SP:Iteration 2F (12795.420000 sec): 3 clusters Score: Raw -731202.035194 + Penalty 4206.959530 = -726995.075664 nChanged 236 SP:Iteration 3Q (12795.620000 sec): 3 clusters Score: Raw -731333.677402 + Penalty 4206.959530 = -727126.717872 nChanged 178 SP:Iteration 4Q (12795.840000 sec): 3 clusters Score: Raw -731457.378101 + Penalty 4206.959530 = -727250.418571 nChanged 157 SP:Iteration 5Q (12796.050000 sec): 3 clusters Score: Raw -731545.712089 + Penalty 4206.959530 = -727338.752559 nChanged 132 SP:Iteration 6Q (12796.260000 sec): 3 clusters Score: Raw -731613.501704 + Penalty 4206.959530 = -727406.542173 nChanged 96 SP:Iteration 7Q (12796.440000 sec): 3 clusters Score: Raw -731664.413511 + Penalty 4206.959530 = -727457.453981 nChanged 86 SP:Iteration 8Q (12796.650000 sec): 3 clusters Score: Raw -731706.892564 + Penalty 4206.959530 = -727499.933034 nChanged 85 SP:Iteration 9Q (12796.890000 sec): 3 clusters Score: Raw -731746.043672 + Penalty 4206.959530 = -727539.084141 nChanged 83 SP:Iteration 10Q (12797.070000 sec): 3 clusters Score: Raw -731784.140913 + Penalty 4206.959530 = -727577.181382 nChanged 66 SP:Iteration 11Q (12797.270000 sec): 3 clusters Score: Raw -731811.857292 + Penalty 4206.959530 = -727604.897762 nChanged 58 SP:Iteration 12Q (12797.450000 sec): 3 clusters Score: Raw -731835.305706 + Penalty 4206.959530 = -727628.346176 nChanged 64 SP:Iteration 13Q (12797.650000 sec): 3 clusters Score: Raw -731867.638938 + Penalty 4206.959530 = -727660.679408 nChanged 59 SP:Iteration 14Q (12797.860000 sec): 3 clusters Score: Raw -731898.123894 + Penalty 4206.959530 = -727691.164364 nChanged 53 SP:Iteration 15Q (12798.030000 sec): 3 clusters Score: Raw -731923.547057 + Penalty 4206.959530 = -727716.587527 nChanged 55 SP:Iteration 16Q (12798.210000 sec): 3 clusters Score: Raw -731943.579282 + Penalty 4206.959530 = -727736.619752 nChanged 53 SP:Iteration 17Q (12798.420000 sec): 3 clusters Score: Raw -731962.486801 + Penalty 4206.959530 = -727755.527271 nChanged 44 SP:Iteration 18Q (12798.610000 sec): 3 clusters Score: Raw -731979.138758 + Penalty 4206.959530 = -727772.179228 nChanged 32 SP:Iteration 19Q (12798.790000 sec): 3 clusters Score: Raw -731992.764000 + Penalty 4206.959530 = -727785.804469 nChanged 34 SP:Iteration 20F (12798.980000 sec): 3 clusters Score: Raw -732006.164601 + Penalty 4206.959530 = -727799.205071 nChanged 31 SP:Iteration 21Q (12799.170000 sec): 3 clusters Score: Raw -732018.333282 + Penalty 4206.959530 = -727811.373752 nChanged 28 SP:Iteration 22Q (12799.350000 sec): 3 clusters Score: Raw -732027.813475 + Penalty 4206.959530 = -727820.853945 nChanged 29 SP:Iteration 23Q (12799.570000 sec): 3 clusters Score: Raw -732038.554532 + Penalty 4206.959530 = -727831.595002 nChanged 29 SP:Iteration 24Q (12799.780000 sec): 3 clusters Score: Raw -732051.625772 + Penalty 4206.959530 = -727844.666242 nChanged 33 SP:Iteration 25Q (12799.980000 sec): 3 clusters Score: Raw -732066.199558 + Penalty 4206.959530 = -727859.240028 nChanged 45 SP:Iteration 26Q (12800.180000 sec): 3 clusters Score: Raw -732087.992216 + Penalty 4206.959530 = -727881.032686 nChanged 58 SP:Iteration 27Q (12800.430000 sec): 3 clusters Score: Raw -732117.756470 + Penalty 4206.959530 = -727910.796940 nChanged 67 SP:Iteration 28Q (12800.630000 sec): 3 clusters Score: Raw -732153.422586 + Penalty 4206.959530 = -727946.463056 nChanged 65 SP:Iteration 29Q (12800.820000 sec): 3 clusters Score: Raw -732188.740088 + Penalty 4206.959530 = -727981.780558 nChanged 70 SP:Iteration 30Q (12801.060000 sec): 3 clusters Score: Raw -732232.198286 + Penalty 4206.959530 = -728025.238756 nChanged 74 SP:Iteration 31Q (12801.340000 sec): 3 clusters Score: Raw -732276.519851 + Penalty 4206.959530 = -728069.560321 nChanged 72 SP:Iteration 32Q (12801.550000 sec): 3 clusters Score: Raw -732313.582431 + Penalty 4206.959530 = -728106.622901 nChanged 65 SP:Iteration 33Q (12801.800000 sec): 3 clusters Score: Raw -732349.360809 + Penalty 4206.959530 = -728142.401279 nChanged 64 SP:Iteration 34Q (12802.030000 sec): 3 clusters Score: Raw -732385.086672 + Penalty 4206.959530 = -728178.127142 nChanged 54 SP:Iteration 35Q (12802.230000 sec): 3 clusters Score: Raw -732414.081842 + Penalty 4206.959530 = -728207.122312 nChanged 54 SP:Iteration 36Q (12802.410000 sec): 3 clusters Score: Raw -732441.882957 + Penalty 4206.959530 = -728234.923427 nChanged 54 SP:Iteration 37Q (12802.680000 sec): 3 clusters Score: Raw -732471.938541 + Penalty 4206.959530 = -728264.979011 nChanged 46 SP:Iteration 38Q (12802.880000 sec): 3 clusters Score: Raw -732498.326667 + Penalty 4206.959530 = -728291.367137 nChanged 38 SP:Iteration 39Q (12803.090000 sec): 3 clusters Score: Raw -732518.969888 + Penalty 4206.959530 = -728312.010358 nChanged 29 SP:Iteration 40F (12803.280000 sec): 3 clusters Score: Raw -732532.667317 + Penalty 4206.959530 = -728325.707787 nChanged 35 SP:Iteration 41Q (12803.480000 sec): 3 clusters Score: Raw -732552.494736 + Penalty 4206.959530 = -728345.535206 nChanged 31 SP:Iteration 42Q (12803.670000 sec): 3 clusters Score: Raw -732569.457525 + Penalty 4206.959530 = -728362.497995 nChanged 24 SP:Iteration 43Q (12803.880000 sec): 3 clusters Score: Raw -732581.474113 + Penalty 4206.959530 = -728374.514583 nChanged 19 SP:Iteration 44Q (12804.100000 sec): 3 clusters Score: Raw -732594.086861 + Penalty 4206.959530 = -728387.127331 nChanged 21 SP:Iteration 45Q (12804.350000 sec): 3 clusters Score: Raw -732606.252487 + Penalty 4206.959530 = -728399.292957 nChanged 19 SP:Iteration 46Q (12804.560000 sec): 3 clusters Score: Raw -732616.546721 + Penalty 4206.959530 = -728409.587191 nChanged 18 SP:Iteration 47Q (12804.750000 sec): 3 clusters Score: Raw -732626.118936 + Penalty 4206.959530 = -728419.159406 nChanged 13 SP:Iteration 48Q (12804.970000 sec): 3 clusters Score: Raw -732633.018399 + Penalty 4206.959530 = -728426.058869 nChanged 8 SP:Iteration 49Q (12805.170000 sec): 3 clusters Score: Raw -732635.836569 + Penalty 4206.959530 = -728428.877039 nChanged 10 SP:Iteration 50Q (12805.360000 sec): 3 clusters Score: Raw -732640.254461 + Penalty 4206.959530 = -728433.294931 nChanged 7 SP:Iteration 51Q (12805.520000 sec): 3 clusters Score: Raw -732642.222774 + Penalty 4206.959530 = -728435.263244 nChanged 4 SP:Iteration 52Q (12805.690000 sec): 3 clusters Score: Raw -732643.740327 + Penalty 4206.959530 = -728436.780796 nChanged 3 SP:Iteration 53Q (12805.880000 sec): 3 clusters Score: Raw -732645.611259 + Penalty 4206.959530 = -728438.651729 nChanged 5 SP:Iteration 54Q (12806.100000 sec): 3 clusters Score: Raw -732647.524997 + Penalty 4206.959530 = -728440.565467 nChanged 2 SP:Iteration 55Q (12806.290000 sec): 3 clusters Score: Raw -732648.487167 + Penalty 4206.959530 = -728441.527637 nChanged 2 SP:Iteration 56Q (12806.440000 sec): 3 clusters Score: Raw -732649.283272 + Penalty 4206.959530 = -728442.323742 nChanged 2 SP:Iteration 57Q (12806.620000 sec): 3 clusters Score: Raw -732650.348982 + Penalty 4206.959530 = -728443.389451 nChanged 2 SP:Iteration 58Q (12806.790000 sec): 3 clusters Score: Raw -732651.633505 + Penalty 4206.959530 = -728444.673975 nChanged 6 SP:Iteration 59Q (12807.020000 sec): 3 clusters Score: Raw -732654.872772 + Penalty 4206.959530 = -728447.913242 nChanged 8 SP:Iteration 60F (12807.210000 sec): 3 clusters Score: Raw -732658.489092 + Penalty 4206.959530 = -728451.529562 nChanged 12 SP:Iteration 61Q (12807.350000 sec): 3 clusters Score: Raw -732663.488668 + Penalty 4206.959530 = -728456.529137 nChanged 10 SP:Iteration 62Q (12807.570000 sec): 3 clusters Score: Raw -732668.040836 + Penalty 4206.959530 = -728461.081306 nChanged 9 SP:Iteration 63Q (12807.770000 sec): 3 clusters Score: Raw -732672.252778 + Penalty 4206.959530 = -728465.293248 nChanged 5 SP:Iteration 64Q (12807.940000 sec): 3 clusters Score: Raw -732674.083270 + Penalty 4206.959530 = -728467.123740 nChanged 4 SP:Iteration 65Q (12808.150000 sec): 3 clusters Score: Raw -732675.792073 + Penalty 4206.959530 = -728468.832543 nChanged 4 SP:Iteration 66Q (12808.350000 sec): 3 clusters Score: Raw -732676.896427 + Penalty 4206.959530 = -728469.936897 nChanged 2 SP:Iteration 67Q (12808.560000 sec): 3 clusters Score: Raw -732677.671638 + Penalty 4206.959530 = -728470.712108 nChanged 4 SP:Iteration 68Q (12808.790000 sec): 3 clusters Score: Raw -732678.939141 + Penalty 4206.959530 = -728471.979611 nChanged 4 SP:Iteration 69Q (12808.980000 sec): 3 clusters Score: Raw -732681.076861 + Penalty 4206.959530 = -728474.117331 nChanged 3 SP:Iteration 70Q (12809.160000 sec): 3 clusters Score: Raw -732682.220904 + Penalty 4206.959530 = -728475.261374 nChanged 2 SP:Iteration 71Q (12809.380000 sec): 3 clusters Score: Raw -732683.089454 + Penalty 4206.959530 = -728476.129924 nChanged 3 SP:Iteration 72Q (12809.590000 sec): 3 clusters Score: Raw -732683.992370 + Penalty 4206.959530 = -728477.032840 nChanged 2 SP:Iteration 73Q (12809.770000 sec): 3 clusters Score: Raw -732685.026965 + Penalty 4206.959530 = -728478.067435 nChanged 2 SP:Iteration 74Q (12809.980000 sec): 3 clusters Score: Raw -732686.336083 + Penalty 4206.959530 = -728479.376553 nChanged 4 SP:Iteration 75Q (12810.110000 sec): 3 clusters Score: Raw -732689.310927 + Penalty 4206.959530 = -728482.351397 nChanged 6 SP:Iteration 76Q (12810.330000 sec): 3 clusters Score: Raw -732691.437326 + Penalty 4206.959530 = -728484.477796 nChanged 2 SP:Iteration 77Q (12810.510000 sec): 3 clusters Score: Raw -732692.458329 + Penalty 4206.959530 = -728485.498799 nChanged 1 SP:Iteration 78Q (12810.690000 sec): 3 clusters Score: Raw -732692.752641 + Penalty 4206.959530 = -728485.793111 nChanged 0 SP:Iteration 79F (12810.910000 sec): 3 clusters Score: Raw -732692.752641 + Penalty 4206.959530 = -728485.793111 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12811.170000 sec): 2 clusters Score: Raw -6962600.735694 + Penalty 2650.749784 = -6959949.985910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12811.630000 sec): 3 clusters Score: Raw -6935522.194120 + Penalty 5301.499567 = -6930220.694552 nChanged 20193 SP:Iteration 1F (12812.070000 sec): 3 clusters Score: Raw -6946890.320984 + Penalty 5301.499567 = -6941588.821417 nChanged 2234 SP:Iteration 2F (12812.470000 sec): 3 clusters Score: Raw -6947739.659773 + Penalty 5301.499567 = -6942438.160206 nChanged 2403 SP:Iteration 3F (12812.890000 sec): 3 clusters Score: Raw -6948880.127361 + Penalty 5301.499567 = -6943578.627794 nChanged 2764 SP:Iteration 4F (12813.270000 sec): 3 clusters Score: Raw -6950492.477409 + Penalty 5301.499567 = -6945190.977841 nChanged 3141 SP:Iteration 5F (12813.740000 sec): 3 clusters Score: Raw -6952673.053507 + Penalty 5301.499567 = -6947371.553939 nChanged 3260 SP:Iteration 6F (12814.190000 sec): 3 clusters Score: Raw -6955227.031205 + Penalty 5301.499567 = -6949925.531638 nChanged 3006 SP:Iteration 7F (12814.630000 sec): 3 clusters Score: Raw -6957838.081619 + Penalty 5301.499567 = -6952536.582051 nChanged 2346 SP:Iteration 8F (12815.060000 sec): 3 clusters Score: Raw -6959966.455101 + Penalty 5301.499567 = -6954664.955534 nChanged 1529 SP:Iteration 9Q (12815.460000 sec): 3 clusters Score: Raw -6961367.560463 + Penalty 5301.499567 = -6956066.060896 nChanged 824 SP:Iteration 10Q (12815.920000 sec): 3 clusters Score: Raw -6962123.586922 + Penalty 5301.499567 = -6956822.087355 nChanged 375 SP:Iteration 11Q (12816.310000 sec): 3 clusters Score: Raw -6962458.290717 + Penalty 5301.499567 = -6957156.791149 nChanged 174 SP:Iteration 12Q (12816.690000 sec): 3 clusters Score: Raw -6962627.310536 + Penalty 5301.499567 = -6957325.810968 nChanged 102 SP:Iteration 13Q (12817.110000 sec): 3 clusters Score: Raw -6962739.096759 + Penalty 5301.499567 = -6957437.597191 nChanged 56 SP:Iteration 14Q (12817.460000 sec): 3 clusters Score: Raw -6962806.644586 + Penalty 5301.499567 = -6957505.145019 nChanged 37 SP:Iteration 15Q (12817.780000 sec): 3 clusters Score: Raw -6962845.940373 + Penalty 5301.499567 = -6957544.440806 nChanged 26 SP:Iteration 16Q (12818.190000 sec): 3 clusters Score: Raw -6962881.418021 + Penalty 5301.499567 = -6957579.918453 nChanged 13 SP:Iteration 17Q (12818.610000 sec): 3 clusters Score: Raw -6962892.601953 + Penalty 5301.499567 = -6957591.102385 nChanged 6 SP:Iteration 18Q (12818.970000 sec): 3 clusters Score: Raw -6962896.889654 + Penalty 5301.499567 = -6957595.390087 nChanged 6 SP:Iteration 19Q (12819.380000 sec): 3 clusters Score: Raw -6962904.270255 + Penalty 5301.499567 = -6957602.770688 nChanged 4 SP:Iteration 20F (12819.720000 sec): 3 clusters Score: Raw -6962908.652483 + Penalty 5301.499567 = -6957607.152916 nChanged 1 SP:Iteration 21Q (12820.090000 sec): 3 clusters Score: Raw -6962909.622242 + Penalty 5301.499567 = -6957608.122675 nChanged 0 SP:Iteration 22F (12820.490000 sec): 3 clusters Score: Raw -6962909.622242 + Penalty 5301.499567 = -6957608.122675 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12820.690000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12820.900000 sec): 3 clusters Score: Raw -1447222.628280 + Penalty 4520.076892 = -1442702.551388 nChanged 3775 SP:Iteration 1F (12821.130000 sec): 3 clusters Score: Raw -1449235.826958 + Penalty 4520.076892 = -1444715.750066 nChanged 616 SP:Iteration 2F (12821.380000 sec): 3 clusters Score: Raw -1449574.761790 + Penalty 4520.076892 = -1445054.684898 nChanged 532 SP:Iteration 3F (12821.590000 sec): 3 clusters Score: Raw -1449865.770053 + Penalty 4520.076892 = -1445345.693161 nChanged 457 SP:Iteration 4F (12821.820000 sec): 3 clusters Score: Raw -1450104.456764 + Penalty 4520.076892 = -1445584.379872 nChanged 393 SP:Iteration 5Q (12822.000000 sec): 3 clusters Score: Raw -1450296.336822 + Penalty 4520.076892 = -1445776.259930 nChanged 383 SP:Iteration 6Q (12822.240000 sec): 3 clusters Score: Raw -1450485.300777 + Penalty 4520.076892 = -1445965.223886 nChanged 350 SP:Iteration 7Q (12822.440000 sec): 3 clusters Score: Raw -1450661.435787 + Penalty 4520.076892 = -1446141.358895 nChanged 329 SP:Iteration 8Q (12822.610000 sec): 3 clusters Score: Raw -1450823.727582 + Penalty 4520.076892 = -1446303.650690 nChanged 309 SP:Iteration 9Q (12822.820000 sec): 3 clusters Score: Raw -1450990.824474 + Penalty 4520.076892 = -1446470.747582 nChanged 285 SP:Iteration 10Q (12823.020000 sec): 3 clusters Score: Raw -1451136.406758 + Penalty 4520.076892 = -1446616.329867 nChanged 268 SP:Iteration 11Q (12823.210000 sec): 3 clusters Score: Raw -1451283.558367 + Penalty 4520.076892 = -1446763.481476 nChanged 262 SP:Iteration 12Q (12823.410000 sec): 3 clusters Score: Raw -1451423.813745 + Penalty 4520.076892 = -1446903.736853 nChanged 221 SP:Iteration 13Q (12823.630000 sec): 3 clusters Score: Raw -1451538.797442 + Penalty 4520.076892 = -1447018.720551 nChanged 182 SP:Iteration 14Q (12823.800000 sec): 3 clusters Score: Raw -1451638.994010 + Penalty 4520.076892 = -1447118.917118 nChanged 164 SP:Iteration 15Q (12824.030000 sec): 3 clusters Score: Raw -1451727.511114 + Penalty 4520.076892 = -1447207.434223 nChanged 155 SP:Iteration 16Q (12824.250000 sec): 3 clusters Score: Raw -1451810.857943 + Penalty 4520.076892 = -1447290.781051 nChanged 142 SP:Iteration 17Q (12824.510000 sec): 3 clusters Score: Raw -1451899.893129 + Penalty 4520.076892 = -1447379.816237 nChanged 122 SP:Iteration 18Q (12824.720000 sec): 3 clusters Score: Raw -1451984.416164 + Penalty 4520.076892 = -1447464.339272 nChanged 122 SP:Iteration 19Q (12824.920000 sec): 3 clusters Score: Raw -1452071.274221 + Penalty 4520.076892 = -1447551.197329 nChanged 107 SP:Iteration 20F (12825.160000 sec): 3 clusters Score: Raw -1452140.721657 + Penalty 4520.076892 = -1447620.644765 nChanged 86 SP:Iteration 21Q (12825.360000 sec): 3 clusters Score: Raw -1452196.758745 + Penalty 4520.076892 = -1447676.681854 nChanged 70 SP:Iteration 22Q (12825.580000 sec): 3 clusters Score: Raw -1452249.112404 + Penalty 4520.076892 = -1447729.035513 nChanged 65 SP:Iteration 23Q (12825.800000 sec): 3 clusters Score: Raw -1452296.050531 + Penalty 4520.076892 = -1447775.973639 nChanged 43 SP:Iteration 24Q (12825.990000 sec): 3 clusters Score: Raw -1452325.913269 + Penalty 4520.076892 = -1447805.836377 nChanged 33 SP:Iteration 25Q (12826.250000 sec): 3 clusters Score: Raw -1452349.430773 + Penalty 4520.076892 = -1447829.353881 nChanged 34 SP:Iteration 26Q (12826.500000 sec): 3 clusters Score: Raw -1452373.665293 + Penalty 4520.076892 = -1447853.588401 nChanged 30 SP:Iteration 27Q (12826.720000 sec): 3 clusters Score: Raw -1452394.936676 + Penalty 4520.076892 = -1447874.859785 nChanged 17 SP:Iteration 28Q (12826.980000 sec): 3 clusters Score: Raw -1452407.942001 + Penalty 4520.076892 = -1447887.865110 nChanged 19 SP:Iteration 29Q (12827.200000 sec): 3 clusters Score: Raw -1452422.161844 + Penalty 4520.076892 = -1447902.084952 nChanged 17 SP:Iteration 30Q (12827.460000 sec): 3 clusters Score: Raw -1452436.654923 + Penalty 4520.076892 = -1447916.578031 nChanged 11 SP:Iteration 31Q (12827.680000 sec): 3 clusters Score: Raw -1452444.642373 + Penalty 4520.076892 = -1447924.565481 nChanged 9 SP:Iteration 32Q (12827.870000 sec): 3 clusters Score: Raw -1452451.654453 + Penalty 4520.076892 = -1447931.577561 nChanged 8 SP:Iteration 33Q (12828.100000 sec): 3 clusters Score: Raw -1452457.405222 + Penalty 4520.076892 = -1447937.328331 nChanged 2 SP:Iteration 34Q (12828.300000 sec): 3 clusters Score: Raw -1452458.416261 + Penalty 4520.076892 = -1447938.339369 nChanged 1 SP:Iteration 35Q (12828.530000 sec): 3 clusters Score: Raw -1452458.938748 + Penalty 4520.076892 = -1447938.861857 nChanged 1 SP:Iteration 36Q (12828.760000 sec): 3 clusters Score: Raw -1452459.596588 + Penalty 4520.076892 = -1447939.519696 nChanged 1 SP:Iteration 37Q (12828.970000 sec): 3 clusters Score: Raw -1452460.045441 + Penalty 4520.076892 = -1447939.968550 nChanged 1 SP:Iteration 38Q (12829.210000 sec): 3 clusters Score: Raw -1452460.765306 + Penalty 4520.076892 = -1447940.688414 nChanged 2 SP:Iteration 39Q (12829.460000 sec): 3 clusters Score: Raw -1452461.773691 + Penalty 4520.076892 = -1447941.696799 nChanged 2 SP:Iteration 40F (12829.630000 sec): 3 clusters Score: Raw -1452462.602618 + Penalty 4520.076892 = -1447942.525727 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12829.780000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12829.910000 sec): 3 clusters Score: Raw -110334.670387 + Penalty 3261.237617 = -107073.432770 nChanged 178 SP:Iteration 1F (12830.090000 sec): 3 clusters Score: Raw -110635.007589 + Penalty 3261.237617 = -107373.769972 nChanged 53 SP:Iteration 2F (12830.280000 sec): 3 clusters Score: Raw -110754.602338 + Penalty 3261.237617 = -107493.364721 nChanged 30 SP:Iteration 3Q (12830.440000 sec): 3 clusters Score: Raw -110803.578955 + Penalty 3261.237617 = -107542.341338 nChanged 21 SP:Iteration 4Q (12830.620000 sec): 3 clusters Score: Raw -110841.593096 + Penalty 3261.237617 = -107580.355479 nChanged 15 SP:Iteration 5Q (12830.780000 sec): 3 clusters Score: Raw -110860.129034 + Penalty 3261.237617 = -107598.891417 nChanged 8 SP:Iteration 6Q (12830.980000 sec): 3 clusters Score: Raw -110875.861193 + Penalty 3261.237617 = -107614.623576 nChanged 6 SP:Iteration 7Q (12831.190000 sec): 3 clusters Score: Raw -110889.772264 + Penalty 3261.237617 = -107628.534647 nChanged 8 SP:Iteration 8Q (12831.360000 sec): 3 clusters Score: Raw -110908.693088 + Penalty 3261.237617 = -107647.455471 nChanged 10 SP:Iteration 9Q (12831.510000 sec): 3 clusters Score: Raw -110928.124180 + Penalty 3261.237617 = -107666.886563 nChanged 8 SP:Iteration 10Q (12831.700000 sec): 3 clusters Score: Raw -110941.629523 + Penalty 3261.237617 = -107680.391906 nChanged 6 SP:Iteration 11Q (12831.890000 sec): 3 clusters Score: Raw -110954.388839 + Penalty 3261.237617 = -107693.151222 nChanged 7 SP:Iteration 12Q (12832.050000 sec): 3 clusters Score: Raw -110964.882500 + Penalty 3261.237617 = -107703.644883 nChanged 7 SP:Iteration 13Q (12832.220000 sec): 3 clusters Score: Raw -110983.613994 + Penalty 3261.237617 = -107722.376377 nChanged 8 SP:Iteration 14Q (12832.430000 sec): 3 clusters Score: Raw -110997.778291 + Penalty 3261.237617 = -107736.540674 nChanged 3 SP:Iteration 15Q (12832.600000 sec): 3 clusters Score: Raw -111001.191411 + Penalty 3261.237617 = -107739.953794 nChanged 3 SP:Iteration 16Q (12832.770000 sec): 3 clusters Score: Raw -111006.562017 + Penalty 3261.237617 = -107745.324400 nChanged 3 SP:Iteration 17Q (12832.980000 sec): 3 clusters Score: Raw -111009.823963 + Penalty 3261.237617 = -107748.586346 nChanged 6 SP:Iteration 18Q (12833.150000 sec): 3 clusters Score: Raw -111017.137445 + Penalty 3261.237617 = -107755.899828 nChanged 6 SP:Iteration 19Q (12833.330000 sec): 3 clusters Score: Raw -111026.901863 + Penalty 3261.237617 = -107765.664246 nChanged 7 SP:Iteration 20F (12833.530000 sec): 3 clusters Score: Raw -111042.930480 + Penalty 3261.237617 = -107781.692863 nChanged 4 SP:Iteration 21Q (12833.680000 sec): 3 clusters Score: Raw -111051.187674 + Penalty 3261.237617 = -107789.950057 nChanged 5 SP:Iteration 22Q (12833.820000 sec): 3 clusters Score: Raw -111067.382427 + Penalty 3261.237617 = -107806.144810 nChanged 4 SP:Iteration 23Q (12834.000000 sec): 3 clusters Score: Raw -111071.787002 + Penalty 3261.237617 = -107810.549385 nChanged 4 SP:Iteration 24Q (12834.200000 sec): 3 clusters Score: Raw -111077.436698 + Penalty 3261.237617 = -107816.199081 nChanged 6 SP:Iteration 25Q (12834.430000 sec): 3 clusters Score: Raw -111097.088287 + Penalty 3261.237617 = -107835.850670 nChanged 9 SP:Iteration 26Q (12834.600000 sec): 3 clusters Score: Raw -111113.117510 + Penalty 3261.237617 = -107851.879893 nChanged 9 SP:Iteration 27Q (12834.800000 sec): 3 clusters Score: Raw -111137.093284 + Penalty 3261.237617 = -107875.855667 nChanged 10 SP:Iteration 28Q (12834.980000 sec): 3 clusters Score: Raw -111171.952755 + Penalty 3261.237617 = -107910.715138 nChanged 5 SP:Iteration 29Q (12835.180000 sec): 3 clusters Score: Raw -111189.303459 + Penalty 3261.237617 = -107928.065842 nChanged 13 SP:Iteration 30Q (12835.340000 sec): 3 clusters Score: Raw -111237.474463 + Penalty 3261.237617 = -107976.236846 nChanged 15 SP:Iteration 31Q (12835.480000 sec): 3 clusters Score: Raw -111277.025639 + Penalty 3261.237617 = -108015.788022 nChanged 12 SP:Iteration 32Q (12835.690000 sec): 3 clusters Score: Raw -111310.217977 + Penalty 3261.237617 = -108048.980360 nChanged 9 SP:Iteration 33Q (12835.820000 sec): 3 clusters Score: Raw -111332.775982 + Penalty 3261.237617 = -108071.538365 nChanged 7 SP:Iteration 34Q (12836.040000 sec): 3 clusters Score: Raw -111359.151669 + Penalty 3261.237617 = -108097.914052 nChanged 5 SP:Iteration 35Q (12836.200000 sec): 3 clusters Score: Raw -111372.830306 + Penalty 3261.237617 = -108111.592689 nChanged 4 SP:Iteration 36Q (12836.390000 sec): 3 clusters Score: Raw -111381.122392 + Penalty 3261.237617 = -108119.884775 nChanged 6 SP:Iteration 37Q (12836.550000 sec): 3 clusters Score: Raw -111394.952725 + Penalty 3261.237617 = -108133.715108 nChanged 4 SP:Iteration 38Q (12836.750000 sec): 3 clusters Score: Raw -111407.836046 + Penalty 3261.237617 = -108146.598429 nChanged 2 SP:Iteration 39Q (12836.940000 sec): 3 clusters Score: Raw -111414.656552 + Penalty 3261.237617 = -108153.418936 nChanged 2 SP:Iteration 40F (12837.110000 sec): 3 clusters Score: Raw -111422.882964 + Penalty 3261.237617 = -108161.645347 nChanged 1 SP:Iteration 41Q (12837.280000 sec): 3 clusters Score: Raw -111427.780760 + Penalty 3261.237617 = -108166.543143 nChanged 2 SP:Iteration 42Q (12837.480000 sec): 3 clusters Score: Raw -111431.712877 + Penalty 3261.237617 = -108170.475260 nChanged 0 SP:Iteration 43F (12837.650000 sec): 3 clusters Score: Raw -111431.712877 + Penalty 3261.237617 = -108170.475260 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12837.740000 sec): 2 clusters Score: Raw -1482607.759338 + Penalty 2265.258552 = -1480342.500785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12838.000000 sec): 3 clusters Score: Raw -1477716.280437 + Penalty 4530.517105 = -1473185.763333 nChanged 3832 SP:Iteration 1F (12838.210000 sec): 3 clusters Score: Raw -1479859.258650 + Penalty 4530.517105 = -1475328.741545 nChanged 620 SP:Iteration 2F (12838.450000 sec): 3 clusters Score: Raw -1480170.234432 + Penalty 4530.517105 = -1475639.717327 nChanged 472 SP:Iteration 3F (12838.650000 sec): 3 clusters Score: Raw -1480396.071101 + Penalty 4530.517105 = -1475865.553996 nChanged 405 SP:Iteration 4Q (12838.870000 sec): 3 clusters Score: Raw -1480578.337462 + Penalty 4530.517105 = -1476047.820358 nChanged 318 SP:Iteration 5Q (12839.100000 sec): 3 clusters Score: Raw -1480709.850818 + Penalty 4530.517105 = -1476179.333713 nChanged 283 SP:Iteration 6Q (12839.340000 sec): 3 clusters Score: Raw -1480831.698395 + Penalty 4530.517105 = -1476301.181290 nChanged 255 SP:Iteration 7Q (12839.540000 sec): 3 clusters Score: Raw -1480943.266236 + Penalty 4530.517105 = -1476412.749131 nChanged 253 SP:Iteration 8Q (12839.820000 sec): 3 clusters Score: Raw -1481059.957448 + Penalty 4530.517105 = -1476529.440344 nChanged 254 SP:Iteration 9Q (12840.030000 sec): 3 clusters Score: Raw -1481178.978625 + Penalty 4530.517105 = -1476648.461520 nChanged 264 SP:Iteration 10Q (12840.230000 sec): 3 clusters Score: Raw -1481311.257721 + Penalty 4530.517105 = -1476780.740617 nChanged 261 SP:Iteration 11Q (12840.440000 sec): 3 clusters Score: Raw -1481457.935437 + Penalty 4530.517105 = -1476927.418332 nChanged 287 SP:Iteration 12Q (12840.720000 sec): 3 clusters Score: Raw -1481631.032970 + Penalty 4530.517105 = -1477100.515865 nChanged 273 SP:Iteration 13Q (12840.980000 sec): 3 clusters Score: Raw -1481796.797367 + Penalty 4530.517105 = -1477266.280262 nChanged 256 SP:Iteration 14Q (12841.210000 sec): 3 clusters Score: Raw -1481962.124456 + Penalty 4530.517105 = -1477431.607352 nChanged 246 SP:Iteration 15Q (12841.440000 sec): 3 clusters Score: Raw -1482128.093045 + Penalty 4530.517105 = -1477597.575940 nChanged 196 SP:Iteration 16Q (12841.710000 sec): 3 clusters Score: Raw -1482260.231591 + Penalty 4530.517105 = -1477729.714486 nChanged 159 SP:Iteration 17Q (12841.890000 sec): 3 clusters Score: Raw -1482351.118979 + Penalty 4530.517105 = -1477820.601875 nChanged 126 SP:Iteration 18Q (12842.150000 sec): 3 clusters Score: Raw -1482415.928287 + Penalty 4530.517105 = -1477885.411182 nChanged 107 SP:Iteration 19Q (12842.320000 sec): 3 clusters Score: Raw -1482471.395121 + Penalty 4530.517105 = -1477940.878016 nChanged 82 SP:Iteration 20F (12842.590000 sec): 3 clusters Score: Raw -1482516.229543 + Penalty 4530.517105 = -1477985.712438 nChanged 79 SP:Iteration 21Q (12842.770000 sec): 3 clusters Score: Raw -1482560.008555 + Penalty 4530.517105 = -1478029.491450 nChanged 86 SP:Iteration 22Q (12843.010000 sec): 3 clusters Score: Raw -1482606.031080 + Penalty 4530.517105 = -1478075.513975 nChanged 58 SP:Iteration 23Q (12843.210000 sec): 3 clusters Score: Raw -1482635.175380 + Penalty 4530.517105 = -1478104.658275 nChanged 53 SP:Iteration 24Q (12843.430000 sec): 3 clusters Score: Raw -1482663.161748 + Penalty 4530.517105 = -1478132.644643 nChanged 50 SP:Iteration 25Q (12843.620000 sec): 3 clusters Score: Raw -1482686.384224 + Penalty 4530.517105 = -1478155.867119 nChanged 39 SP:Iteration 26Q (12843.830000 sec): 3 clusters Score: Raw -1482705.009271 + Penalty 4530.517105 = -1478174.492166 nChanged 24 SP:Iteration 27Q (12844.070000 sec): 3 clusters Score: Raw -1482715.316606 + Penalty 4530.517105 = -1478184.799501 nChanged 18 SP:Iteration 28Q (12844.260000 sec): 3 clusters Score: Raw -1482722.503694 + Penalty 4530.517105 = -1478191.986589 nChanged 17 SP:Iteration 29Q (12844.470000 sec): 3 clusters Score: Raw -1482730.938739 + Penalty 4530.517105 = -1478200.421634 nChanged 15 SP:Iteration 30Q (12844.650000 sec): 3 clusters Score: Raw -1482740.792858 + Penalty 4530.517105 = -1478210.275753 nChanged 16 SP:Iteration 31Q (12844.860000 sec): 3 clusters Score: Raw -1482748.110896 + Penalty 4530.517105 = -1478217.593791 nChanged 13 SP:Iteration 32Q (12845.070000 sec): 3 clusters Score: Raw -1482753.916088 + Penalty 4530.517105 = -1478223.398983 nChanged 12 SP:Iteration 33Q (12845.310000 sec): 3 clusters Score: Raw -1482758.393851 + Penalty 4530.517105 = -1478227.876747 nChanged 8 SP:Iteration 34Q (12845.510000 sec): 3 clusters Score: Raw -1482761.305931 + Penalty 4530.517105 = -1478230.788826 nChanged 12 SP:Iteration 35Q (12845.740000 sec): 3 clusters Score: Raw -1482765.025386 + Penalty 4530.517105 = -1478234.508282 nChanged 7 SP:Iteration 36Q (12845.950000 sec): 3 clusters Score: Raw -1482767.411370 + Penalty 4530.517105 = -1478236.894265 nChanged 6 SP:Iteration 37Q (12846.200000 sec): 3 clusters Score: Raw -1482769.461105 + Penalty 4530.517105 = -1478238.944001 nChanged 6 SP:Iteration 38Q (12846.380000 sec): 3 clusters Score: Raw -1482772.877248 + Penalty 4530.517105 = -1478242.360143 nChanged 9 SP:Iteration 39Q (12846.590000 sec): 3 clusters Score: Raw -1482776.668857 + Penalty 4530.517105 = -1478246.151753 nChanged 5 SP:Iteration 40F (12846.810000 sec): 3 clusters Score: Raw -1482779.390531 + Penalty 4530.517105 = -1478248.873426 nChanged 7 SP:Iteration 41Q (12847.040000 sec): 3 clusters Score: Raw -1482783.505671 + Penalty 4530.517105 = -1478252.988566 nChanged 4 SP:Iteration 42Q (12847.260000 sec): 3 clusters Score: Raw -1482785.238177 + Penalty 4530.517105 = -1478254.721072 nChanged 4 SP:Iteration 43Q (12847.490000 sec): 3 clusters Score: Raw -1482786.834478 + Penalty 4530.517105 = -1478256.317373 nChanged 3 SP:Iteration 44Q (12847.700000 sec): 3 clusters Score: Raw -1482787.641174 + Penalty 4530.517105 = -1478257.124070 nChanged 2 SP:Iteration 45Q (12847.920000 sec): 3 clusters Score: Raw -1482788.272791 + Penalty 4530.517105 = -1478257.755686 nChanged 4 SP:Iteration 46Q (12848.110000 sec): 3 clusters Score: Raw -1482789.853649 + Penalty 4530.517105 = -1478259.336544 nChanged 6 SP:Iteration 47Q (12848.350000 sec): 3 clusters Score: Raw -1482791.656417 + Penalty 4530.517105 = -1478261.139312 nChanged 4 SP:Iteration 48Q (12848.570000 sec): 3 clusters Score: Raw -1482793.558946 + Penalty 4530.517105 = -1478263.041841 nChanged 6 SP:Iteration 49Q (12848.760000 sec): 3 clusters Score: Raw -1482797.729425 + Penalty 4530.517105 = -1478267.212320 nChanged 7 SP:Iteration 50Q (12848.970000 sec): 3 clusters Score: Raw -1482802.211829 + Penalty 4530.517105 = -1478271.694724 nChanged 11 SP:Iteration 51Q (12849.180000 sec): 3 clusters Score: Raw -1482807.839179 + Penalty 4530.517105 = -1478277.322074 nChanged 6 SP:Iteration 52Q (12849.410000 sec): 3 clusters Score: Raw -1482810.272642 + Penalty 4530.517105 = -1478279.755537 nChanged 7 SP:Iteration 53Q (12849.610000 sec): 3 clusters Score: Raw -1482813.252656 + Penalty 4530.517105 = -1478282.735552 nChanged 7 SP:Iteration 54Q (12849.830000 sec): 3 clusters Score: Raw -1482816.020780 + Penalty 4530.517105 = -1478285.503676 nChanged 8 SP:Iteration 55Q (12850.030000 sec): 3 clusters Score: Raw -1482820.848162 + Penalty 4530.517105 = -1478290.331057 nChanged 7 SP:Iteration 56Q (12850.220000 sec): 3 clusters Score: Raw -1482823.433411 + Penalty 4530.517105 = -1478292.916306 nChanged 3 SP:Iteration 57Q (12850.450000 sec): 3 clusters Score: Raw -1482825.096311 + Penalty 4530.517105 = -1478294.579207 nChanged 4 SP:Iteration 58Q (12850.660000 sec): 3 clusters Score: Raw -1482827.621155 + Penalty 4530.517105 = -1478297.104050 nChanged 4 SP:Iteration 59Q (12850.850000 sec): 3 clusters Score: Raw -1482829.062335 + Penalty 4530.517105 = -1478298.545230 nChanged 4 SP:Iteration 60F (12851.060000 sec): 3 clusters Score: Raw -1482830.002015 + Penalty 4530.517105 = -1478299.484910 nChanged 2 SP:Iteration 61Q (12851.280000 sec): 3 clusters Score: Raw -1482831.148425 + Penalty 4530.517105 = -1478300.631321 nChanged 1 SP:Iteration 62Q (12851.480000 sec): 3 clusters Score: Raw -1482831.600643 + Penalty 4530.517105 = -1478301.083538 nChanged 0 SP:Iteration 63F (12851.660000 sec): 3 clusters Score: Raw -1482831.600643 + Penalty 4530.517105 = -1478301.083538 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12852.100000 sec): 2 clusters Score: Raw -12228576.116266 + Penalty 2785.416217 = -12225790.700048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12852.630000 sec): 3 clusters Score: Raw -12180761.941465 + Penalty 5570.832435 = -12175191.109030 nChanged 35421 SP:Iteration 1F (12853.140000 sec): 3 clusters Score: Raw -12201102.284161 + Penalty 5570.832435 = -12195531.451726 nChanged 3307 SP:Iteration 2Q (12853.710000 sec): 3 clusters Score: Raw -12202364.717447 + Penalty 5570.832435 = -12196793.885012 nChanged 3927 SP:Iteration 3F (12854.240000 sec): 3 clusters Score: Raw -12204236.308400 + Penalty 5570.832435 = -12198665.475965 nChanged 4760 SP:Iteration 4F (12854.760000 sec): 3 clusters Score: Raw -12206967.941182 + Penalty 5570.832435 = -12201397.108748 nChanged 5585 SP:Iteration 5F (12855.310000 sec): 3 clusters Score: Raw -12210634.738039 + Penalty 5570.832435 = -12205063.905605 nChanged 5729 SP:Iteration 6F (12855.830000 sec): 3 clusters Score: Raw -12214611.496767 + Penalty 5570.832435 = -12209040.664333 nChanged 5210 SP:Iteration 7F (12856.360000 sec): 3 clusters Score: Raw -12218358.771174 + Penalty 5570.832435 = -12212787.938740 nChanged 4258 SP:Iteration 8F (12856.890000 sec): 3 clusters Score: Raw -12221383.608166 + Penalty 5570.832435 = -12215812.775731 nChanged 3366 SP:Iteration 9Q (12857.450000 sec): 3 clusters Score: Raw -12223727.085154 + Penalty 5570.832435 = -12218156.252719 nChanged 2606 SP:Iteration 10Q (12858.040000 sec): 3 clusters Score: Raw -12225468.070937 + Penalty 5570.832435 = -12219897.238502 nChanged 1936 SP:Iteration 11Q (12858.620000 sec): 3 clusters Score: Raw -12226656.085859 + Penalty 5570.832435 = -12221085.253425 nChanged 1368 SP:Iteration 12Q (12859.180000 sec): 3 clusters Score: Raw -12227452.692164 + Penalty 5570.832435 = -12221881.859729 nChanged 1018 SP:Iteration 13Q (12859.740000 sec): 3 clusters Score: Raw -12228024.120086 + Penalty 5570.832435 = -12222453.287651 nChanged 706 SP:Iteration 14Q (12860.330000 sec): 3 clusters Score: Raw -12228400.470107 + Penalty 5570.832435 = -12222829.637673 nChanged 495 SP:Iteration 15Q (12860.890000 sec): 3 clusters Score: Raw -12228653.888296 + Penalty 5570.832435 = -12223083.055862 nChanged 345 SP:Iteration 16Q (12861.380000 sec): 3 clusters Score: Raw -12228834.640503 + Penalty 5570.832435 = -12223263.808068 nChanged 219 SP:Iteration 17Q (12861.900000 sec): 3 clusters Score: Raw -12228959.208633 + Penalty 5570.832435 = -12223388.376198 nChanged 155 SP:Iteration 18Q (12862.420000 sec): 3 clusters Score: Raw -12229045.277045 + Penalty 5570.832435 = -12223474.444610 nChanged 116 SP:Iteration 19Q (12862.940000 sec): 3 clusters Score: Raw -12229103.914351 + Penalty 5570.832435 = -12223533.081916 nChanged 86 SP:Iteration 20F (12863.500000 sec): 3 clusters Score: Raw -12229146.996115 + Penalty 5570.832435 = -12223576.163680 nChanged 70 SP:Iteration 21Q (12863.980000 sec): 3 clusters Score: Raw -12229178.797903 + Penalty 5570.832435 = -12223607.965469 nChanged 48 SP:Iteration 22Q (12864.520000 sec): 3 clusters Score: Raw -12229196.963424 + Penalty 5570.832435 = -12223626.130989 nChanged 35 SP:Iteration 23Q (12865.050000 sec): 3 clusters Score: Raw -12229209.530526 + Penalty 5570.832435 = -12223638.698091 nChanged 21 SP:Iteration 24Q (12865.530000 sec): 3 clusters Score: Raw -12229216.559274 + Penalty 5570.832435 = -12223645.726839 nChanged 16 SP:Iteration 25Q (12866.000000 sec): 3 clusters Score: Raw -12229222.587779 + Penalty 5570.832435 = -12223651.755344 nChanged 18 SP:Iteration 26Q (12866.540000 sec): 3 clusters Score: Raw -12229230.324236 + Penalty 5570.832435 = -12223659.491801 nChanged 15 SP:Iteration 27Q (12867.020000 sec): 3 clusters Score: Raw -12229235.832240 + Penalty 5570.832435 = -12223664.999806 nChanged 13 SP:Iteration 28Q (12867.560000 sec): 3 clusters Score: Raw -12229240.112508 + Penalty 5570.832435 = -12223669.280073 nChanged 11 SP:Iteration 29Q (12868.090000 sec): 3 clusters Score: Raw -12229243.190890 + Penalty 5570.832435 = -12223672.358456 nChanged 9 SP:Iteration 30Q (12868.570000 sec): 3 clusters Score: Raw -12229246.420699 + Penalty 5570.832435 = -12223675.588264 nChanged 5 SP:Iteration 31Q (12869.050000 sec): 3 clusters Score: Raw -12229248.114670 + Penalty 5570.832435 = -12223677.282235 nChanged 11 SP:Iteration 32Q (12869.510000 sec): 3 clusters Score: Raw -12229251.479019 + Penalty 5570.832435 = -12223680.646584 nChanged 5 SP:Iteration 33Q (12870.010000 sec): 3 clusters Score: Raw -12229253.123603 + Penalty 5570.832435 = -12223682.291168 nChanged 5 SP:Iteration 34Q (12870.470000 sec): 3 clusters Score: Raw -12229254.878965 + Penalty 5570.832435 = -12223684.046530 nChanged 5 SP:Iteration 35Q (12870.930000 sec): 3 clusters Score: Raw -12229256.533141 + Penalty 5570.832435 = -12223685.700706 nChanged 3 SP:Iteration 36Q (12871.410000 sec): 3 clusters Score: Raw -12229257.086241 + Penalty 5570.832435 = -12223686.253806 nChanged 0 SP:Iteration 37F (12871.970000 sec): 3 clusters Score: Raw -12229257.086241 + Penalty 5570.832435 = -12223686.253806 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12872.160000 sec): 2 clusters Score: Raw -2294378.761547 + Penalty 2385.446161 = -2291993.315386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12872.390000 sec): 3 clusters Score: Raw -2285884.479030 + Penalty 4770.892322 = -2281113.586708 nChanged 6533 SP:Iteration 1F (12872.680000 sec): 3 clusters Score: Raw -2289276.182321 + Penalty 4770.892322 = -2284505.289999 nChanged 1041 SP:Iteration 2F (12872.900000 sec): 3 clusters Score: Raw -2289859.451789 + Penalty 4770.892322 = -2285088.559467 nChanged 1013 SP:Iteration 3F (12873.170000 sec): 3 clusters Score: Raw -2290562.455910 + Penalty 4770.892322 = -2285791.563588 nChanged 1134 SP:Iteration 4F (12873.390000 sec): 3 clusters Score: Raw -2291494.722042 + Penalty 4770.892322 = -2286723.829720 nChanged 1217 SP:Iteration 5F (12873.640000 sec): 3 clusters Score: Raw -2292566.991502 + Penalty 4770.892322 = -2287796.099181 nChanged 1198 SP:Iteration 6F (12873.920000 sec): 3 clusters Score: Raw -2293586.278658 + Penalty 4770.892322 = -2288815.386336 nChanged 988 SP:Iteration 7F (12874.170000 sec): 3 clusters Score: Raw -2294356.502741 + Penalty 4770.892322 = -2289585.610419 nChanged 752 SP:Iteration 8Q (12874.370000 sec): 3 clusters Score: Raw -2294902.826911 + Penalty 4770.892322 = -2290131.934590 nChanged 497 SP:Iteration 9Q (12874.620000 sec): 3 clusters Score: Raw -2295230.899485 + Penalty 4770.892322 = -2290460.007163 nChanged 347 SP:Iteration 10Q (12874.910000 sec): 3 clusters Score: Raw -2295449.397161 + Penalty 4770.892322 = -2290678.504840 nChanged 252 SP:Iteration 11Q (12875.170000 sec): 3 clusters Score: Raw -2295591.518386 + Penalty 4770.892322 = -2290820.626064 nChanged 168 SP:Iteration 12Q (12875.440000 sec): 3 clusters Score: Raw -2295679.322133 + Penalty 4770.892322 = -2290908.429812 nChanged 130 SP:Iteration 13Q (12875.640000 sec): 3 clusters Score: Raw -2295736.751189 + Penalty 4770.892322 = -2290965.858867 nChanged 113 SP:Iteration 14Q (12875.900000 sec): 3 clusters Score: Raw -2295783.958210 + Penalty 4770.892322 = -2291013.065888 nChanged 83 SP:Iteration 15Q (12876.150000 sec): 3 clusters Score: Raw -2295820.041851 + Penalty 4770.892322 = -2291049.149530 nChanged 79 SP:Iteration 16Q (12876.370000 sec): 3 clusters Score: Raw -2295847.934564 + Penalty 4770.892322 = -2291077.042242 nChanged 61 SP:Iteration 17Q (12876.640000 sec): 3 clusters Score: Raw -2295869.278781 + Penalty 4770.892322 = -2291098.386459 nChanged 50 SP:Iteration 18Q (12876.890000 sec): 3 clusters Score: Raw -2295891.732969 + Penalty 4770.892322 = -2291120.840647 nChanged 52 SP:Iteration 19Q (12877.140000 sec): 3 clusters Score: Raw -2295913.579372 + Penalty 4770.892322 = -2291142.687050 nChanged 46 SP:Iteration 20F (12877.440000 sec): 3 clusters Score: Raw -2295938.072559 + Penalty 4770.892322 = -2291167.180238 nChanged 47 SP:Iteration 21Q (12877.700000 sec): 3 clusters Score: Raw -2295964.259125 + Penalty 4770.892322 = -2291193.366803 nChanged 45 SP:Iteration 22Q (12877.960000 sec): 3 clusters Score: Raw -2295987.733286 + Penalty 4770.892322 = -2291216.840964 nChanged 43 SP:Iteration 23Q (12878.180000 sec): 3 clusters Score: Raw -2296012.093039 + Penalty 4770.892322 = -2291241.200717 nChanged 41 SP:Iteration 24Q (12878.470000 sec): 3 clusters Score: Raw -2296034.413400 + Penalty 4770.892322 = -2291263.521078 nChanged 47 SP:Iteration 25Q (12878.690000 sec): 3 clusters Score: Raw -2296064.319214 + Penalty 4770.892322 = -2291293.426892 nChanged 44 SP:Iteration 26Q (12878.960000 sec): 3 clusters Score: Raw -2296085.292673 + Penalty 4770.892322 = -2291314.400352 nChanged 38 SP:Iteration 27Q (12879.230000 sec): 3 clusters Score: Raw -2296101.062395 + Penalty 4770.892322 = -2291330.170074 nChanged 30 SP:Iteration 28Q (12879.480000 sec): 3 clusters Score: Raw -2296116.085504 + Penalty 4770.892322 = -2291345.193182 nChanged 27 SP:Iteration 29Q (12879.710000 sec): 3 clusters Score: Raw -2296127.464866 + Penalty 4770.892322 = -2291356.572544 nChanged 19 SP:Iteration 30Q (12879.970000 sec): 3 clusters Score: Raw -2296139.927234 + Penalty 4770.892322 = -2291369.034912 nChanged 25 SP:Iteration 31Q (12880.210000 sec): 3 clusters Score: Raw -2296153.812147 + Penalty 4770.892322 = -2291382.919825 nChanged 22 SP:Iteration 32Q (12880.450000 sec): 3 clusters Score: Raw -2296164.936267 + Penalty 4770.892322 = -2291394.043946 nChanged 21 SP:Iteration 33Q (12880.690000 sec): 3 clusters Score: Raw -2296175.137150 + Penalty 4770.892322 = -2291404.244829 nChanged 16 SP:Iteration 34Q (12880.900000 sec): 3 clusters Score: Raw -2296182.421781 + Penalty 4770.892322 = -2291411.529459 nChanged 17 SP:Iteration 35Q (12881.150000 sec): 3 clusters Score: Raw -2296189.986881 + Penalty 4770.892322 = -2291419.094560 nChanged 18 SP:Iteration 36Q (12881.430000 sec): 3 clusters Score: Raw -2296201.174265 + Penalty 4770.892322 = -2291430.281943 nChanged 13 SP:Iteration 37Q (12881.640000 sec): 3 clusters Score: Raw -2296207.492265 + Penalty 4770.892322 = -2291436.599943 nChanged 15 SP:Iteration 38Q (12881.900000 sec): 3 clusters Score: Raw -2296213.337047 + Penalty 4770.892322 = -2291442.444726 nChanged 11 SP:Iteration 39Q (12882.140000 sec): 3 clusters Score: Raw -2296216.666700 + Penalty 4770.892322 = -2291445.774378 nChanged 11 SP:Iteration 40F (12882.440000 sec): 3 clusters Score: Raw -2296220.152348 + Penalty 4770.892322 = -2291449.260026 nChanged 8 SP:Iteration 41Q (12882.700000 sec): 3 clusters Score: Raw -2296223.116980 + Penalty 4770.892322 = -2291452.224658 nChanged 7 SP:Iteration 42Q (12882.900000 sec): 3 clusters Score: Raw -2296225.018363 + Penalty 4770.892322 = -2291454.126041 nChanged 6 SP:Iteration 43Q (12883.170000 sec): 3 clusters Score: Raw -2296227.269554 + Penalty 4770.892322 = -2291456.377233 nChanged 5 SP:Iteration 44Q (12883.400000 sec): 3 clusters Score: Raw -2296229.135656 + Penalty 4770.892322 = -2291458.243334 nChanged 5 SP:Iteration 45Q (12883.640000 sec): 3 clusters Score: Raw -2296231.750933 + Penalty 4770.892322 = -2291460.858611 nChanged 7 SP:Iteration 46Q (12883.910000 sec): 3 clusters Score: Raw -2296234.660919 + Penalty 4770.892322 = -2291463.768598 nChanged 5 SP:Iteration 47Q (12884.130000 sec): 3 clusters Score: Raw -2296237.424855 + Penalty 4770.892322 = -2291466.532533 nChanged 9 SP:Iteration 48Q (12884.440000 sec): 3 clusters Score: Raw -2296240.835843 + Penalty 4770.892322 = -2291469.943521 nChanged 7 SP:Iteration 49Q (12884.660000 sec): 3 clusters Score: Raw -2296243.023716 + Penalty 4770.892322 = -2291472.131395 nChanged 4 SP:Iteration 50Q (12884.900000 sec): 3 clusters Score: Raw -2296244.122783 + Penalty 4770.892322 = -2291473.230461 nChanged 2 SP:Iteration 51Q (12885.170000 sec): 3 clusters Score: Raw -2296245.196802 + Penalty 4770.892322 = -2291474.304481 nChanged 3 SP:Iteration 52Q (12885.440000 sec): 3 clusters Score: Raw -2296246.611386 + Penalty 4770.892322 = -2291475.719064 nChanged 4 SP:Iteration 53Q (12885.660000 sec): 3 clusters Score: Raw -2296247.795127 + Penalty 4770.892322 = -2291476.902806 nChanged 2 SP:Iteration 54Q (12885.890000 sec): 3 clusters Score: Raw -2296249.003807 + Penalty 4770.892322 = -2291478.111486 nChanged 3 SP:Iteration 55Q (12886.140000 sec): 3 clusters Score: Raw -2296257.544771 + Penalty 4770.892322 = -2291486.652449 nChanged 13 SP:Iteration 56Q (12886.400000 sec): 3 clusters Score: Raw -2296265.451836 + Penalty 4770.892322 = -2291494.559514 nChanged 17 SP:Iteration 57Q (12886.620000 sec): 3 clusters Score: Raw -2296271.033408 + Penalty 4770.892322 = -2291500.141086 nChanged 14 SP:Iteration 58Q (12886.890000 sec): 3 clusters Score: Raw -2296279.754418 + Penalty 4770.892322 = -2291508.862096 nChanged 8 SP:Iteration 59Q (12887.150000 sec): 3 clusters Score: Raw -2296282.667226 + Penalty 4770.892322 = -2291511.774904 nChanged 5 SP:Iteration 60F (12887.440000 sec): 3 clusters Score: Raw -2296283.667312 + Penalty 4770.892322 = -2291512.774990 nChanged 4 SP:Iteration 61Q (12887.690000 sec): 3 clusters Score: Raw -2296284.397705 + Penalty 4770.892322 = -2291513.505383 nChanged 2 SP:Iteration 62Q (12887.970000 sec): 3 clusters Score: Raw -2296285.218366 + Penalty 4770.892322 = -2291514.326045 nChanged 3 SP:Iteration 63Q (12888.240000 sec): 3 clusters Score: Raw -2296286.935740 + Penalty 4770.892322 = -2291516.043419 nChanged 1 SP:Iteration 64Q (12888.500000 sec): 3 clusters Score: Raw -2296287.631698 + Penalty 4770.892322 = -2291516.739377 nChanged 2 SP:Iteration 65Q (12888.770000 sec): 3 clusters Score: Raw -2296288.049936 + Penalty 4770.892322 = -2291517.157615 nChanged 2 SP:Iteration 66Q (12889.020000 sec): 3 clusters Score: Raw -2296288.327418 + Penalty 4770.892322 = -2291517.435096 nChanged 1 SP:Iteration 67Q (12889.280000 sec): 3 clusters Score: Raw -2296288.490700 + Penalty 4770.892322 = -2291517.598378 nChanged 0 SP:Iteration 68F (12889.530000 sec): 3 clusters Score: Raw -2296288.490700 + Penalty 4770.892322 = -2291517.598378 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12889.640000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12889.820000 sec): 3 clusters Score: Raw -135230.734216 + Penalty 3391.848980 = -131838.885236 nChanged 256 SP:Iteration 1F (12890.030000 sec): 3 clusters Score: Raw -135628.205934 + Penalty 3391.848980 = -132236.356954 nChanged 81 SP:Iteration 2F (12890.140000 sec): 3 clusters Score: Raw -135842.629804 + Penalty 3391.848980 = -132450.780825 nChanged 53 SP:Iteration 3F (12890.340000 sec): 3 clusters Score: Raw -135964.270024 + Penalty 3391.848980 = -132572.421044 nChanged 25 SP:Iteration 4Q (12890.520000 sec): 3 clusters Score: Raw -136005.427534 + Penalty 3391.848980 = -132613.578555 nChanged 21 SP:Iteration 5Q (12890.690000 sec): 3 clusters Score: Raw -136032.099381 + Penalty 3391.848980 = -132640.250401 nChanged 15 SP:Iteration 6Q (12890.820000 sec): 3 clusters Score: Raw -136053.051316 + Penalty 3391.848980 = -132661.202337 nChanged 19 SP:Iteration 7Q (12891.010000 sec): 3 clusters Score: Raw -136105.100793 + Penalty 3391.848980 = -132713.251813 nChanged 24 SP:Iteration 8Q (12891.190000 sec): 3 clusters Score: Raw -136166.179775 + Penalty 3391.848980 = -132774.330795 nChanged 22 SP:Iteration 9Q (12891.370000 sec): 3 clusters Score: Raw -136211.706739 + Penalty 3391.848980 = -132819.857759 nChanged 20 SP:Iteration 10Q (12891.570000 sec): 3 clusters Score: Raw -136245.032808 + Penalty 3391.848980 = -132853.183829 nChanged 12 SP:Iteration 11Q (12891.770000 sec): 3 clusters Score: Raw -136280.692285 + Penalty 3391.848980 = -132888.843306 nChanged 15 SP:Iteration 12Q (12891.950000 sec): 3 clusters Score: Raw -136318.451899 + Penalty 3391.848980 = -132926.602920 nChanged 18 SP:Iteration 13Q (12892.130000 sec): 3 clusters Score: Raw -136353.182566 + Penalty 3391.848980 = -132961.333586 nChanged 8 SP:Iteration 14Q (12892.310000 sec): 3 clusters Score: Raw -136388.082785 + Penalty 3391.848980 = -132996.233805 nChanged 9 SP:Iteration 15Q (12892.490000 sec): 3 clusters Score: Raw -136406.355325 + Penalty 3391.848980 = -133014.506346 nChanged 8 SP:Iteration 16Q (12892.690000 sec): 3 clusters Score: Raw -136423.956787 + Penalty 3391.848980 = -133032.107808 nChanged 4 SP:Iteration 17Q (12892.870000 sec): 3 clusters Score: Raw -136432.617575 + Penalty 3391.848980 = -133040.768596 nChanged 5 SP:Iteration 18Q (12893.090000 sec): 3 clusters Score: Raw -136438.927025 + Penalty 3391.848980 = -133047.078046 nChanged 4 SP:Iteration 19Q (12893.250000 sec): 3 clusters Score: Raw -136445.625875 + Penalty 3391.848980 = -133053.776896 nChanged 0 SP:Iteration 20F (12893.460000 sec): 3 clusters Score: Raw -136447.493297 + Penalty 3391.848980 = -133055.644317 nChanged 2 SP:Iteration 21Q (12893.680000 sec): 3 clusters Score: Raw -136461.547932 + Penalty 3391.848980 = -133069.698952 nChanged 7 SP:Iteration 22Q (12893.860000 sec): 3 clusters Score: Raw -136484.002359 + Penalty 3391.848980 = -133092.153379 nChanged 6 SP:Iteration 23Q (12894.070000 sec): 3 clusters Score: Raw -136496.523989 + Penalty 3391.848980 = -133104.675009 nChanged 4 SP:Iteration 24Q (12894.240000 sec): 3 clusters Score: Raw -136503.080492 + Penalty 3391.848980 = -133111.231512 nChanged 1 SP:Iteration 25Q (12894.450000 sec): 3 clusters Score: Raw -136508.453014 + Penalty 3391.848980 = -133116.604034 nChanged 2 SP:Iteration 26Q (12894.700000 sec): 3 clusters Score: Raw -136523.509648 + Penalty 3391.848980 = -133131.660668 nChanged 6 SP:Iteration 27Q (12894.850000 sec): 3 clusters Score: Raw -136536.806891 + Penalty 3391.848980 = -133144.957911 nChanged 6 SP:Iteration 28Q (12895.090000 sec): 3 clusters Score: Raw -136548.119173 + Penalty 3391.848980 = -133156.270194 nChanged 2 SP:Iteration 29Q (12895.260000 sec): 3 clusters Score: Raw -136549.669717 + Penalty 3391.848980 = -133157.820738 nChanged 1 SP:Iteration 30Q (12895.470000 sec): 3 clusters Score: Raw -136550.672159 + Penalty 3391.848980 = -133158.823179 nChanged 2 SP:Iteration 31Q (12895.650000 sec): 3 clusters Score: Raw -136557.734038 + Penalty 3391.848980 = -133165.885058 nChanged 5 SP:Iteration 32Q (12895.790000 sec): 3 clusters Score: Raw -136577.010502 + Penalty 3391.848980 = -133185.161523 nChanged 5 SP:Iteration 33Q (12896.000000 sec): 3 clusters Score: Raw -136587.289865 + Penalty 3391.848980 = -133195.440885 nChanged 4 SP:Iteration 34Q (12896.170000 sec): 3 clusters Score: Raw -136599.789382 + Penalty 3391.848980 = -133207.940402 nChanged 3 SP:Iteration 35Q (12896.330000 sec): 3 clusters Score: Raw -136604.805677 + Penalty 3391.848980 = -133212.956698 nChanged 1 SP:Iteration 36Q (12896.510000 sec): 3 clusters Score: Raw -136605.838784 + Penalty 3391.848980 = -133213.989805 nChanged 0 SP:Iteration 37F (12896.700000 sec): 3 clusters Score: Raw -136617.206072 + Penalty 3391.848980 = -133225.357092 nChanged 1 SP:Iteration 38Q (12896.880000 sec): 3 clusters Score: Raw -136638.156886 + Penalty 3391.848980 = -133246.307906 nChanged 6 SP:Iteration 39Q (12897.090000 sec): 3 clusters Score: Raw -136654.386177 + Penalty 3391.848980 = -133262.537198 nChanged 4 SP:Iteration 40F (12897.320000 sec): 3 clusters Score: Raw -136664.839001 + Penalty 3391.848980 = -133272.990022 nChanged 3 SP:Iteration 41Q (12897.490000 sec): 3 clusters Score: Raw -136673.470589 + Penalty 3391.848980 = -133281.621609 nChanged 2 SP:Iteration 42Q (12897.730000 sec): 3 clusters Score: Raw -136676.336906 + Penalty 3391.848980 = -133284.487926 nChanged 2 SP:Iteration 43Q (12897.890000 sec): 3 clusters Score: Raw -136677.981063 + Penalty 3391.848980 = -133286.132083 nChanged 0 SP:Iteration 44F (12898.110000 sec): 3 clusters Score: Raw -136677.981063 + Penalty 3391.848980 = -133286.132083 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12898.210000 sec): 2 clusters Score: Raw -29271.129719 + Penalty 1318.893758 = -27952.235960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12898.380000 sec): 3 clusters Score: Raw -29531.217450 + Penalty 2637.787517 = -26893.429933 nChanged 24 SP:Iteration 1F (12898.510000 sec): 3 clusters Score: Raw -29620.908770 + Penalty 2637.787517 = -26983.121253 nChanged 10 SP:Iteration 2Q (12898.750000 sec): 3 clusters Score: Raw -29687.147151 + Penalty 2637.787517 = -27049.359634 nChanged 5 SP:Iteration 3Q (12898.980000 sec): 3 clusters Score: Raw -29737.418114 + Penalty 2637.787517 = -27099.630597 nChanged 1 SP:Iteration 4Q (12899.170000 sec): 3 clusters Score: Raw -29745.770901 + Penalty 2637.787517 = -27107.983384 nChanged 2 SP:Iteration 5Q (12899.370000 sec): 3 clusters Score: Raw -29757.872345 + Penalty 2637.787517 = -27120.084828 nChanged 3 SP:Iteration 6Q (12899.550000 sec): 3 clusters Score: Raw -29777.175906 + Penalty 2637.787517 = -27139.388389 nChanged 4 SP:Iteration 7Q (12899.740000 sec): 3 clusters Score: Raw -29807.358219 + Penalty 2637.787517 = -27169.570702 nChanged 6 SP:Iteration 8Q (12899.930000 sec): 3 clusters Score: Raw -29842.394651 + Penalty 2637.787517 = -27204.607134 nChanged 1 SP:Iteration 9Q (12900.120000 sec): 3 clusters Score: Raw -29846.142355 + Penalty 2637.787517 = -27208.354838 nChanged 3 SP:Iteration 10Q (12900.310000 sec): 3 clusters Score: Raw -29860.080388 + Penalty 2637.787517 = -27222.292871 nChanged 1 SP:Iteration 11Q (12900.510000 sec): 3 clusters Score: Raw -29863.037705 + Penalty 2637.787517 = -27225.250188 nChanged 2 SP:Iteration 12Q (12900.750000 sec): 3 clusters Score: Raw -29871.221315 + Penalty 2637.787517 = -27233.433798 nChanged 6 SP:Iteration 13Q (12900.930000 sec): 3 clusters Score: Raw -29951.283179 + Penalty 2637.787517 = -27313.495662 nChanged 1 SP:Iteration 14Q (12901.090000 sec): 3 clusters Score: Raw -29961.019007 + Penalty 2637.787517 = -27323.231490 nChanged 1 SP:Iteration 15Q (12901.280000 sec): 3 clusters Score: Raw -29967.713732 + Penalty 2637.787517 = -27329.926215 nChanged 0 SP:Iteration 16F (12901.490000 sec): 3 clusters Score: Raw -29975.716976 + Penalty 2637.787517 = -27337.929459 nChanged 3 SP:Iteration 17Q (12901.660000 sec): 3 clusters Score: Raw -30004.657956 + Penalty 2637.787517 = -27366.870439 nChanged 2 SP:Iteration 18Q (12901.870000 sec): 3 clusters Score: Raw -30032.323676 + Penalty 2637.787517 = -27394.536159 nChanged 1 SP:Iteration 19Q (12902.060000 sec): 3 clusters Score: Raw -30057.813977 + Penalty 2637.787517 = -27420.026460 nChanged 2 SP:Iteration 20F (12902.250000 sec): 3 clusters Score: Raw -30115.855537 + Penalty 2637.787517 = -27478.068020 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12902.360000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12902.570000 sec): 3 clusters Score: Raw -379980.409227 + Penalty 3887.231186 = -376093.178041 nChanged 864 SP:Iteration 1F (12902.770000 sec): 3 clusters Score: Raw -380574.094676 + Penalty 3887.231186 = -376686.863489 nChanged 198 SP:Iteration 2F (12902.960000 sec): 3 clusters Score: Raw -380762.703905 + Penalty 3887.231186 = -376875.472718 nChanged 134 SP:Iteration 3F (12903.170000 sec): 3 clusters Score: Raw -380887.444010 + Penalty 3887.231186 = -377000.212823 nChanged 100 SP:Iteration 4Q (12903.340000 sec): 3 clusters Score: Raw -380996.831624 + Penalty 3887.231186 = -377109.600438 nChanged 104 SP:Iteration 5Q (12903.610000 sec): 3 clusters Score: Raw -381109.287470 + Penalty 3887.231186 = -377222.056284 nChanged 105 SP:Iteration 6Q (12903.880000 sec): 3 clusters Score: Raw -381219.924513 + Penalty 3887.231186 = -377332.693326 nChanged 90 SP:Iteration 7Q (12904.080000 sec): 3 clusters Score: Raw -381310.596170 + Penalty 3887.231186 = -377423.364984 nChanged 81 SP:Iteration 8Q (12904.300000 sec): 3 clusters Score: Raw -381380.528042 + Penalty 3887.231186 = -377493.296855 nChanged 63 SP:Iteration 9Q (12904.490000 sec): 3 clusters Score: Raw -381432.551418 + Penalty 3887.231186 = -377545.320232 nChanged 49 SP:Iteration 10Q (12904.690000 sec): 3 clusters Score: Raw -381470.006878 + Penalty 3887.231186 = -377582.775692 nChanged 48 SP:Iteration 11Q (12904.960000 sec): 3 clusters Score: Raw -381502.047580 + Penalty 3887.231186 = -377614.816394 nChanged 31 SP:Iteration 12Q (12905.150000 sec): 3 clusters Score: Raw -381521.066741 + Penalty 3887.231186 = -377633.835555 nChanged 31 SP:Iteration 13Q (12905.360000 sec): 3 clusters Score: Raw -381539.092255 + Penalty 3887.231186 = -377651.861069 nChanged 24 SP:Iteration 14Q (12905.550000 sec): 3 clusters Score: Raw -381553.118817 + Penalty 3887.231186 = -377665.887631 nChanged 17 SP:Iteration 15Q (12905.740000 sec): 3 clusters Score: Raw -381563.961299 + Penalty 3887.231186 = -377676.730113 nChanged 11 SP:Iteration 16Q (12905.910000 sec): 3 clusters Score: Raw -381570.239181 + Penalty 3887.231186 = -377683.007995 nChanged 7 SP:Iteration 17Q (12906.130000 sec): 3 clusters Score: Raw -381574.227581 + Penalty 3887.231186 = -377686.996395 nChanged 9 SP:Iteration 18Q (12906.300000 sec): 3 clusters Score: Raw -381580.158088 + Penalty 3887.231186 = -377692.926901 nChanged 8 SP:Iteration 19Q (12906.490000 sec): 3 clusters Score: Raw -381583.000231 + Penalty 3887.231186 = -377695.769045 nChanged 1 SP:Iteration 20F (12906.660000 sec): 3 clusters Score: Raw -381583.178591 + Penalty 3887.231186 = -377695.947405 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12906.750000 sec): 2 clusters Score: Raw -20911.870573 + Penalty 1287.853299 = -19624.017274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12906.990000 sec): 3 clusters Score: Raw -21395.308622 + Penalty 2575.706598 = -18819.602024 nChanged 36 SP:Iteration 1F (12907.160000 sec): 3 clusters Score: Raw -21678.042001 + Penalty 2575.706598 = -19102.335403 nChanged 10 SP:Iteration 2F (12907.350000 sec): 3 clusters Score: Raw -21857.291374 + Penalty 2575.706598 = -19281.584776 nChanged 2 SP:Iteration 3Q (12907.530000 sec): 3 clusters Score: Raw -21887.649279 + Penalty 2575.706598 = -19311.942681 nChanged 1 SP:Iteration 4Q (12907.730000 sec): 3 clusters Score: Raw -21913.584894 + Penalty 2575.706598 = -19337.878296 nChanged 0 SP:Iteration 5F (12907.900000 sec): 3 clusters Score: Raw -21913.584894 + Penalty 2575.706598 = -19337.878296 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12908.050000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12908.200000 sec): 3 clusters Score: Raw -29528.624986 + Penalty 2744.561186 = -26784.063799 nChanged 38 SP:Iteration 1F (12908.420000 sec): 3 clusters Score: Raw -29824.370176 + Penalty 2744.561186 = -27079.808990 nChanged 20 SP:Iteration 2F (12908.580000 sec): 3 clusters Score: Raw -30120.270379 + Penalty 2744.561186 = -27375.709192 nChanged 21 SP:Iteration 3F (12908.760000 sec): 3 clusters Score: Raw -30329.041697 + Penalty 2744.561186 = -27584.480511 nChanged 8 SP:Iteration 4Q (12908.980000 sec): 3 clusters Score: Raw -30423.291775 + Penalty 2744.561186 = -27678.730588 nChanged 6 SP:Iteration 5Q (12909.130000 sec): 3 clusters Score: Raw -30467.536173 + Penalty 2744.561186 = -27722.974987 nChanged 3 SP:Iteration 6Q (12909.340000 sec): 3 clusters Score: Raw -30483.490424 + Penalty 2744.561186 = -27738.929238 nChanged 0 SP:Iteration 7F (12909.510000 sec): 3 clusters Score: Raw -30483.490424 + Penalty 2744.561186 = -27738.929238 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12909.590000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12909.810000 sec): 3 clusters Score: Raw -160238.497835 + Penalty 3453.742233 = -156784.755602 nChanged 302 SP:Iteration 1F (12909.970000 sec): 3 clusters Score: Raw -160565.391359 + Penalty 3453.742233 = -157111.649126 nChanged 79 SP:Iteration 2F (12910.200000 sec): 3 clusters Score: Raw -160753.028846 + Penalty 3453.742233 = -157299.286613 nChanged 52 SP:Iteration 3Q (12910.360000 sec): 3 clusters Score: Raw -160841.644428 + Penalty 3453.742233 = -157387.902195 nChanged 37 SP:Iteration 4Q (12910.570000 sec): 3 clusters Score: Raw -160923.377701 + Penalty 3453.742233 = -157469.635468 nChanged 42 SP:Iteration 5Q (12910.740000 sec): 3 clusters Score: Raw -160982.514444 + Penalty 3453.742233 = -157528.772211 nChanged 38 SP:Iteration 6Q (12910.950000 sec): 3 clusters Score: Raw -161051.373434 + Penalty 3453.742233 = -157597.631201 nChanged 27 SP:Iteration 7Q (12911.150000 sec): 3 clusters Score: Raw -161096.863766 + Penalty 3453.742233 = -157643.121533 nChanged 18 SP:Iteration 8Q (12911.410000 sec): 3 clusters Score: Raw -161121.159320 + Penalty 3453.742233 = -157667.417087 nChanged 14 SP:Iteration 9Q (12911.580000 sec): 3 clusters Score: Raw -161140.927134 + Penalty 3453.742233 = -157687.184901 nChanged 11 SP:Iteration 10Q (12911.790000 sec): 3 clusters Score: Raw -161157.859932 + Penalty 3453.742233 = -157704.117699 nChanged 13 SP:Iteration 11Q (12911.970000 sec): 3 clusters Score: Raw -161178.377950 + Penalty 3453.742233 = -157724.635717 nChanged 13 SP:Iteration 12Q (12912.190000 sec): 3 clusters Score: Raw -161202.566937 + Penalty 3453.742233 = -157748.824704 nChanged 13 SP:Iteration 13Q (12912.410000 sec): 3 clusters Score: Raw -161222.794502 + Penalty 3453.742233 = -157769.052269 nChanged 8 SP:Iteration 14Q (12912.570000 sec): 3 clusters Score: Raw -161236.845211 + Penalty 3453.742233 = -157783.102978 nChanged 2 SP:Iteration 15Q (12912.780000 sec): 3 clusters Score: Raw -161240.810288 + Penalty 3453.742233 = -157787.068055 nChanged 3 SP:Iteration 16Q (12912.950000 sec): 3 clusters Score: Raw -161243.700066 + Penalty 3453.742233 = -157789.957833 nChanged 3 SP:Iteration 17Q (12913.150000 sec): 3 clusters Score: Raw -161249.044399 + Penalty 3453.742233 = -157795.302166 nChanged 3 SP:Iteration 18Q (12913.350000 sec): 3 clusters Score: Raw -161254.139720 + Penalty 3453.742233 = -157800.397487 nChanged 6 SP:Iteration 19Q (12913.530000 sec): 3 clusters Score: Raw -161266.396661 + Penalty 3453.742233 = -157812.654428 nChanged 4 SP:Iteration 20F (12913.730000 sec): 3 clusters Score: Raw -161273.294000 + Penalty 3453.742233 = -157819.551767 nChanged 4 SP:Iteration 21Q (12913.900000 sec): 3 clusters Score: Raw -161279.143749 + Penalty 3453.742233 = -157825.401516 nChanged 3 SP:Iteration 22Q (12914.130000 sec): 3 clusters Score: Raw -161282.132677 + Penalty 3453.742233 = -157828.390444 nChanged 1 SP:Iteration 23Q (12914.300000 sec): 3 clusters Score: Raw -161283.432299 + Penalty 3453.742233 = -157829.690066 nChanged 0 SP:Iteration 24F (12914.470000 sec): 3 clusters Score: Raw -161283.432299 + Penalty 3453.742233 = -157829.690066 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12914.710000 sec): 2 clusters Score: Raw -3889275.353246 + Penalty 2505.918030 = -3886769.435216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12915.010000 sec): 3 clusters Score: Raw -3875005.516603 + Penalty 5011.836061 = -3869993.680542 nChanged 10755 SP:Iteration 1F (12915.330000 sec): 3 clusters Score: Raw -3880711.131148 + Penalty 5011.836061 = -3875699.295088 nChanged 1256 SP:Iteration 2F (12915.680000 sec): 3 clusters Score: Raw -3881157.685095 + Penalty 5011.836061 = -3876145.849034 nChanged 1130 SP:Iteration 3Q (12916.050000 sec): 3 clusters Score: Raw -3881582.092365 + Penalty 5011.836061 = -3876570.256305 nChanged 1075 SP:Iteration 4Q (12916.330000 sec): 3 clusters Score: Raw -3882027.691301 + Penalty 5011.836061 = -3877015.855241 nChanged 1083 SP:Iteration 5Q (12916.680000 sec): 3 clusters Score: Raw -3882539.076998 + Penalty 5011.836061 = -3877527.240938 nChanged 1172 SP:Iteration 6Q (12916.990000 sec): 3 clusters Score: Raw -3883236.852544 + Penalty 5011.836061 = -3878225.016483 nChanged 1330 SP:Iteration 7F (12917.300000 sec): 3 clusters Score: Raw -3884088.739336 + Penalty 5011.836061 = -3879076.903275 nChanged 1382 SP:Iteration 8F (12917.620000 sec): 3 clusters Score: Raw -3885087.461804 + Penalty 5011.836061 = -3880075.625744 nChanged 1436 SP:Iteration 9F (12917.960000 sec): 3 clusters Score: Raw -3886113.760359 + Penalty 5011.836061 = -3881101.924298 nChanged 1330 SP:Iteration 10F (12918.320000 sec): 3 clusters Score: Raw -3887045.701364 + Penalty 5011.836061 = -3882033.865303 nChanged 1076 SP:Iteration 11Q (12918.620000 sec): 3 clusters Score: Raw -3887694.593488 + Penalty 5011.836061 = -3882682.757428 nChanged 736 SP:Iteration 12Q (12918.940000 sec): 3 clusters Score: Raw -3888146.529136 + Penalty 5011.836061 = -3883134.693075 nChanged 616 SP:Iteration 13Q (12919.220000 sec): 3 clusters Score: Raw -3888534.366955 + Penalty 5011.836061 = -3883522.530894 nChanged 548 SP:Iteration 14Q (12919.570000 sec): 3 clusters Score: Raw -3888908.940286 + Penalty 5011.836061 = -3883897.104225 nChanged 482 SP:Iteration 15Q (12919.910000 sec): 3 clusters Score: Raw -3889200.174936 + Penalty 5011.836061 = -3884188.338875 nChanged 411 SP:Iteration 16Q (12920.270000 sec): 3 clusters Score: Raw -3889395.314848 + Penalty 5011.836061 = -3884383.478788 nChanged 333 SP:Iteration 17Q (12920.620000 sec): 3 clusters Score: Raw -3889511.906804 + Penalty 5011.836061 = -3884500.070743 nChanged 223 SP:Iteration 18Q (12920.950000 sec): 3 clusters Score: Raw -3889577.447529 + Penalty 5011.836061 = -3884565.611468 nChanged 164 SP:Iteration 19Q (12921.250000 sec): 3 clusters Score: Raw -3889618.944051 + Penalty 5011.836061 = -3884607.107990 nChanged 138 SP:Iteration 20F (12921.590000 sec): 3 clusters Score: Raw -3889647.125751 + Penalty 5011.836061 = -3884635.289691 nChanged 117 SP:Iteration 21Q (12921.880000 sec): 3 clusters Score: Raw -3889669.343901 + Penalty 5011.836061 = -3884657.507841 nChanged 98 SP:Iteration 22Q (12922.150000 sec): 3 clusters Score: Raw -3889687.763567 + Penalty 5011.836061 = -3884675.927507 nChanged 92 SP:Iteration 23Q (12922.460000 sec): 3 clusters Score: Raw -3889702.759518 + Penalty 5011.836061 = -3884690.923457 nChanged 78 SP:Iteration 24Q (12922.770000 sec): 3 clusters Score: Raw -3889714.652292 + Penalty 5011.836061 = -3884702.816232 nChanged 74 SP:Iteration 25Q (12923.060000 sec): 3 clusters Score: Raw -3889725.874365 + Penalty 5011.836061 = -3884714.038304 nChanged 72 SP:Iteration 26Q (12923.360000 sec): 3 clusters Score: Raw -3889735.760324 + Penalty 5011.836061 = -3884723.924263 nChanged 65 SP:Iteration 27Q (12923.660000 sec): 3 clusters Score: Raw -3889747.344353 + Penalty 5011.836061 = -3884735.508292 nChanged 64 SP:Iteration 28Q (12923.960000 sec): 3 clusters Score: Raw -3889759.123946 + Penalty 5011.836061 = -3884747.287885 nChanged 72 SP:Iteration 29Q (12924.290000 sec): 3 clusters Score: Raw -3889772.169153 + Penalty 5011.836061 = -3884760.333092 nChanged 81 SP:Iteration 30Q (12924.660000 sec): 3 clusters Score: Raw -3889784.737592 + Penalty 5011.836061 = -3884772.901532 nChanged 67 SP:Iteration 31Q (12924.960000 sec): 3 clusters Score: Raw -3889793.854625 + Penalty 5011.836061 = -3884782.018564 nChanged 58 SP:Iteration 32Q (12925.280000 sec): 3 clusters Score: Raw -3889801.960329 + Penalty 5011.836061 = -3884790.124269 nChanged 48 SP:Iteration 33Q (12925.580000 sec): 3 clusters Score: Raw -3889807.465958 + Penalty 5011.836061 = -3884795.629898 nChanged 44 SP:Iteration 34Q (12925.890000 sec): 3 clusters Score: Raw -3889812.597340 + Penalty 5011.836061 = -3884800.761279 nChanged 38 SP:Iteration 35Q (12926.160000 sec): 3 clusters Score: Raw -3889816.466474 + Penalty 5011.836061 = -3884804.630414 nChanged 25 SP:Iteration 36Q (12926.460000 sec): 3 clusters Score: Raw -3889819.498040 + Penalty 5011.836061 = -3884807.661979 nChanged 27 SP:Iteration 37Q (12926.770000 sec): 3 clusters Score: Raw -3889822.631002 + Penalty 5011.836061 = -3884810.794941 nChanged 30 SP:Iteration 38Q (12927.070000 sec): 3 clusters Score: Raw -3889825.145747 + Penalty 5011.836061 = -3884813.309686 nChanged 21 SP:Iteration 39Q (12927.400000 sec): 3 clusters Score: Raw -3889826.884556 + Penalty 5011.836061 = -3884815.048496 nChanged 23 SP:Iteration 40F (12927.710000 sec): 3 clusters Score: Raw -3889829.443878 + Penalty 5011.836061 = -3884817.607817 nChanged 18 SP:Iteration 41Q (12928.030000 sec): 3 clusters Score: Raw -3889831.522543 + Penalty 5011.836061 = -3884819.686483 nChanged 22 SP:Iteration 42Q (12928.360000 sec): 3 clusters Score: Raw -3889833.544007 + Penalty 5011.836061 = -3884821.707946 nChanged 17 SP:Iteration 43Q (12928.650000 sec): 3 clusters Score: Raw -3889835.655805 + Penalty 5011.836061 = -3884823.819745 nChanged 15 SP:Iteration 44Q (12928.970000 sec): 3 clusters Score: Raw -3889836.905356 + Penalty 5011.836061 = -3884825.069295 nChanged 12 SP:Iteration 45Q (12929.240000 sec): 3 clusters Score: Raw -3889837.896543 + Penalty 5011.836061 = -3884826.060482 nChanged 7 SP:Iteration 46Q (12929.530000 sec): 3 clusters Score: Raw -3889838.295979 + Penalty 5011.836061 = -3884826.459918 nChanged 4 SP:Iteration 47Q (12929.800000 sec): 3 clusters Score: Raw -3889838.562733 + Penalty 5011.836061 = -3884826.726672 nChanged 2 SP:Iteration 48Q (12930.110000 sec): 3 clusters Score: Raw -3889838.854540 + Penalty 5011.836061 = -3884827.018479 nChanged 4 SP:Iteration 49Q (12930.370000 sec): 3 clusters Score: Raw -3889839.207000 + Penalty 5011.836061 = -3884827.370939 nChanged 2 SP:Iteration 50Q (12930.710000 sec): 3 clusters Score: Raw -3889839.501485 + Penalty 5011.836061 = -3884827.665424 nChanged 4 SP:Iteration 51Q (12931.010000 sec): 3 clusters Score: Raw -3889839.753349 + Penalty 5011.836061 = -3884827.917288 nChanged 3 SP:Iteration 52Q (12931.300000 sec): 3 clusters Score: Raw -3889839.968618 + Penalty 5011.836061 = -3884828.132557 nChanged 3 SP:Iteration 53Q (12931.590000 sec): 3 clusters Score: Raw -3889840.273971 + Penalty 5011.836061 = -3884828.437911 nChanged 5 SP:Iteration 54Q (12931.890000 sec): 3 clusters Score: Raw -3889840.549129 + Penalty 5011.836061 = -3884828.713068 nChanged 0 SP:Iteration 55F (12932.190000 sec): 3 clusters Score: Raw -3889840.549129 + Penalty 5011.836061 = -3884828.713068 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12932.270000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12932.480000 sec): 3 clusters Score: Raw -71892.582550 + Penalty 3004.164871 = -68888.417679 nChanged 59 SP:Iteration 1F (12932.620000 sec): 3 clusters Score: Raw -71994.122828 + Penalty 3004.164871 = -68989.957958 nChanged 18 SP:Iteration 2Q (12932.820000 sec): 3 clusters Score: Raw -72037.921074 + Penalty 3004.164871 = -69033.756204 nChanged 1 SP:Iteration 3Q (12933.020000 sec): 3 clusters Score: Raw -72041.534501 + Penalty 3004.164871 = -69037.369631 nChanged 1 SP:Iteration 4Q (12933.180000 sec): 3 clusters Score: Raw -72042.593995 + Penalty 3004.164871 = -69038.429124 nChanged 1 SP:Iteration 5Q (12933.390000 sec): 3 clusters Score: Raw -72044.869055 + Penalty 3004.164871 = -69040.704184 nChanged 2 SP:Iteration 6Q (12933.580000 sec): 3 clusters Score: Raw -72047.569742 + Penalty 3004.164871 = -69043.404872 nChanged 0 SP:Iteration 7F (12933.740000 sec): 3 clusters Score: Raw -72047.569742 + Penalty 3004.164871 = -69043.404872 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12933.930000 sec): 2 clusters Score: Raw -2669793.277911 + Penalty 2414.575747 = -2667378.702164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12934.190000 sec): 3 clusters Score: Raw -2660146.255651 + Penalty 4829.151495 = -2655317.104156 nChanged 7296 SP:Iteration 1F (12934.480000 sec): 3 clusters Score: Raw -2664090.664770 + Penalty 4829.151495 = -2659261.513275 nChanged 1032 SP:Iteration 2F (12934.780000 sec): 3 clusters Score: Raw -2664589.199021 + Penalty 4829.151495 = -2659760.047526 nChanged 1022 SP:Iteration 3F (12935.060000 sec): 3 clusters Score: Raw -2665120.723813 + Penalty 4829.151495 = -2660291.572318 nChanged 947 SP:Iteration 4F (12935.390000 sec): 3 clusters Score: Raw -2665608.651658 + Penalty 4829.151495 = -2660779.500164 nChanged 932 SP:Iteration 5F (12935.630000 sec): 3 clusters Score: Raw -2666095.028361 + Penalty 4829.151495 = -2661265.876866 nChanged 849 SP:Iteration 6F (12935.910000 sec): 3 clusters Score: Raw -2666507.588262 + Penalty 4829.151495 = -2661678.436768 nChanged 749 SP:Iteration 7Q (12936.190000 sec): 3 clusters Score: Raw -2666848.642803 + Penalty 4829.151495 = -2662019.491308 nChanged 668 SP:Iteration 8Q (12936.480000 sec): 3 clusters Score: Raw -2667155.216359 + Penalty 4829.151495 = -2662326.064865 nChanged 631 SP:Iteration 9Q (12936.780000 sec): 3 clusters Score: Raw -2667427.342770 + Penalty 4829.151495 = -2662598.191275 nChanged 503 SP:Iteration 10Q (12937.090000 sec): 3 clusters Score: Raw -2667642.104240 + Penalty 4829.151495 = -2662812.952745 nChanged 473 SP:Iteration 11Q (12937.340000 sec): 3 clusters Score: Raw -2667832.693291 + Penalty 4829.151495 = -2663003.541796 nChanged 418 SP:Iteration 12Q (12937.610000 sec): 3 clusters Score: Raw -2667997.079961 + Penalty 4829.151495 = -2663167.928466 nChanged 352 SP:Iteration 13Q (12937.880000 sec): 3 clusters Score: Raw -2668146.014558 + Penalty 4829.151495 = -2663316.863063 nChanged 359 SP:Iteration 14Q (12938.130000 sec): 3 clusters Score: Raw -2668298.513490 + Penalty 4829.151495 = -2663469.361995 nChanged 318 SP:Iteration 15Q (12938.350000 sec): 3 clusters Score: Raw -2668429.357364 + Penalty 4829.151495 = -2663600.205869 nChanged 314 SP:Iteration 16Q (12938.630000 sec): 3 clusters Score: Raw -2668568.052948 + Penalty 4829.151495 = -2663738.901454 nChanged 309 SP:Iteration 17Q (12938.890000 sec): 3 clusters Score: Raw -2668704.591414 + Penalty 4829.151495 = -2663875.439919 nChanged 291 SP:Iteration 18Q (12939.190000 sec): 3 clusters Score: Raw -2668842.525925 + Penalty 4829.151495 = -2664013.374431 nChanged 293 SP:Iteration 19Q (12939.480000 sec): 3 clusters Score: Raw -2668994.309885 + Penalty 4829.151495 = -2664165.158390 nChanged 273 SP:Iteration 20F (12939.780000 sec): 3 clusters Score: Raw -2669136.438536 + Penalty 4829.151495 = -2664307.287041 nChanged 239 SP:Iteration 21Q (12940.030000 sec): 3 clusters Score: Raw -2669263.520320 + Penalty 4829.151495 = -2664434.368825 nChanged 224 SP:Iteration 22Q (12940.310000 sec): 3 clusters Score: Raw -2669376.500467 + Penalty 4829.151495 = -2664547.348972 nChanged 191 SP:Iteration 23Q (12940.630000 sec): 3 clusters Score: Raw -2669487.450562 + Penalty 4829.151495 = -2664658.299067 nChanged 169 SP:Iteration 24Q (12940.850000 sec): 3 clusters Score: Raw -2669594.873487 + Penalty 4829.151495 = -2664765.721992 nChanged 177 SP:Iteration 25Q (12941.140000 sec): 3 clusters Score: Raw -2669710.424985 + Penalty 4829.151495 = -2664881.273490 nChanged 127 SP:Iteration 26Q (12941.370000 sec): 3 clusters Score: Raw -2669794.913926 + Penalty 4829.151495 = -2664965.762431 nChanged 92 SP:Iteration 27Q (12941.660000 sec): 3 clusters Score: Raw -2669863.214701 + Penalty 4829.151495 = -2665034.063206 nChanged 67 SP:Iteration 28Q (12941.960000 sec): 3 clusters Score: Raw -2669912.115563 + Penalty 4829.151495 = -2665082.964069 nChanged 58 SP:Iteration 29Q (12942.190000 sec): 3 clusters Score: Raw -2669958.835414 + Penalty 4829.151495 = -2665129.683919 nChanged 43 SP:Iteration 30Q (12942.450000 sec): 3 clusters Score: Raw -2669988.410014 + Penalty 4829.151495 = -2665159.258520 nChanged 47 SP:Iteration 31Q (12942.740000 sec): 3 clusters Score: Raw -2670023.098090 + Penalty 4829.151495 = -2665193.946595 nChanged 36 SP:Iteration 32Q (12942.970000 sec): 3 clusters Score: Raw -2670050.005407 + Penalty 4829.151495 = -2665220.853912 nChanged 28 SP:Iteration 33Q (12943.220000 sec): 3 clusters Score: Raw -2670074.252423 + Penalty 4829.151495 = -2665245.100928 nChanged 18 SP:Iteration 34Q (12943.490000 sec): 3 clusters Score: Raw -2670087.941135 + Penalty 4829.151495 = -2665258.789641 nChanged 13 SP:Iteration 35Q (12943.740000 sec): 3 clusters Score: Raw -2670100.109778 + Penalty 4829.151495 = -2665270.958283 nChanged 14 SP:Iteration 36Q (12944.040000 sec): 3 clusters Score: Raw -2670111.358115 + Penalty 4829.151495 = -2665282.206620 nChanged 12 SP:Iteration 37Q (12944.260000 sec): 3 clusters Score: Raw -2670121.779157 + Penalty 4829.151495 = -2665292.627662 nChanged 10 SP:Iteration 38Q (12944.520000 sec): 3 clusters Score: Raw -2670130.073210 + Penalty 4829.151495 = -2665300.921716 nChanged 11 SP:Iteration 39Q (12944.770000 sec): 3 clusters Score: Raw -2670136.863054 + Penalty 4829.151495 = -2665307.711559 nChanged 9 SP:Iteration 40F (12945.000000 sec): 3 clusters Score: Raw -2670146.073639 + Penalty 4829.151495 = -2665316.922144 nChanged 8 SP:Iteration 41Q (12945.240000 sec): 3 clusters Score: Raw -2670153.234509 + Penalty 4829.151495 = -2665324.083014 nChanged 6 SP:Iteration 42Q (12945.520000 sec): 3 clusters Score: Raw -2670156.665827 + Penalty 4829.151495 = -2665327.514332 nChanged 2 SP:Iteration 43Q (12945.730000 sec): 3 clusters Score: Raw -2670159.939919 + Penalty 4829.151495 = -2665330.788424 nChanged 1 SP:Iteration 44Q (12946.020000 sec): 3 clusters Score: Raw -2670160.796552 + Penalty 4829.151495 = -2665331.645057 nChanged 1 SP:Iteration 45Q (12946.260000 sec): 3 clusters Score: Raw -2670161.422353 + Penalty 4829.151495 = -2665332.270858 nChanged 0 SP:Iteration 46F (12946.520000 sec): 3 clusters Score: Raw -2670161.422353 + Penalty 4829.151495 = -2665332.270858 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12946.990000 sec): 2 clusters Score: Raw -12688936.187319 + Penalty 2797.655089 = -12686138.532230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12947.620000 sec): 3 clusters Score: Raw -12638649.481823 + Penalty 5595.310179 = -12633054.171644 nChanged 37387 SP:Iteration 1F (12948.190000 sec): 3 clusters Score: Raw -12660030.784820 + Penalty 5595.310179 = -12654435.474641 nChanged 2838 SP:Iteration 2Q (12948.800000 sec): 3 clusters Score: Raw -12660711.245246 + Penalty 5595.310179 = -12655115.935067 nChanged 2637 SP:Iteration 3Q (12949.490000 sec): 3 clusters Score: Raw -12661365.893581 + Penalty 5595.310179 = -12655770.583402 nChanged 2598 SP:Iteration 4Q (12950.100000 sec): 3 clusters Score: Raw -12662045.190948 + Penalty 5595.310179 = -12656449.880769 nChanged 2696 SP:Iteration 5Q (12950.720000 sec): 3 clusters Score: Raw -12662845.329853 + Penalty 5595.310179 = -12657250.019674 nChanged 2897 SP:Iteration 6Q (12951.290000 sec): 3 clusters Score: Raw -12663879.630600 + Penalty 5595.310179 = -12658284.320421 nChanged 3414 SP:Iteration 7Q (12951.890000 sec): 3 clusters Score: Raw -12665356.471064 + Penalty 5595.310179 = -12659761.160885 nChanged 4036 SP:Iteration 8F (12952.430000 sec): 3 clusters Score: Raw -12667468.036584 + Penalty 5595.310179 = -12661872.726405 nChanged 4571 SP:Iteration 9F (12952.970000 sec): 3 clusters Score: Raw -12670322.867629 + Penalty 5595.310179 = -12664727.557450 nChanged 4959 SP:Iteration 10F (12953.520000 sec): 3 clusters Score: Raw -12673890.212837 + Penalty 5595.310179 = -12668294.902658 nChanged 4932 SP:Iteration 11F (12954.060000 sec): 3 clusters Score: Raw -12677826.500851 + Penalty 5595.310179 = -12672231.190672 nChanged 4234 SP:Iteration 12F (12954.590000 sec): 3 clusters Score: Raw -12681269.660653 + Penalty 5595.310179 = -12675674.350474 nChanged 3317 SP:Iteration 13Q (12955.110000 sec): 3 clusters Score: Raw -12683997.875868 + Penalty 5595.310179 = -12678402.565689 nChanged 2443 SP:Iteration 14Q (12955.660000 sec): 3 clusters Score: Raw -12685996.749569 + Penalty 5595.310179 = -12680401.439390 nChanged 1666 SP:Iteration 15Q (12956.260000 sec): 3 clusters Score: Raw -12687351.115043 + Penalty 5595.310179 = -12681755.804864 nChanged 1047 SP:Iteration 16Q (12956.790000 sec): 3 clusters Score: Raw -12688178.371807 + Penalty 5595.310179 = -12682583.061628 nChanged 596 SP:Iteration 17Q (12957.380000 sec): 3 clusters Score: Raw -12688651.093860 + Penalty 5595.310179 = -12683055.783681 nChanged 313 SP:Iteration 18Q (12957.970000 sec): 3 clusters Score: Raw -12688928.191992 + Penalty 5595.310179 = -12683332.881813 nChanged 155 SP:Iteration 19Q (12958.580000 sec): 3 clusters Score: Raw -12689056.259366 + Penalty 5595.310179 = -12683460.949187 nChanged 77 SP:Iteration 20F (12959.210000 sec): 3 clusters Score: Raw -12689117.022912 + Penalty 5595.310179 = -12683521.712733 nChanged 57 SP:Iteration 21Q (12959.810000 sec): 3 clusters Score: Raw -12689173.962528 + Penalty 5595.310179 = -12683578.652350 nChanged 38 SP:Iteration 22Q (12960.300000 sec): 3 clusters Score: Raw -12689214.307461 + Penalty 5595.310179 = -12683618.997282 nChanged 28 SP:Iteration 23Q (12960.830000 sec): 3 clusters Score: Raw -12689243.381659 + Penalty 5595.310179 = -12683648.071480 nChanged 20 SP:Iteration 24Q (12961.370000 sec): 3 clusters Score: Raw -12689265.931640 + Penalty 5595.310179 = -12683670.621461 nChanged 18 SP:Iteration 25Q (12961.950000 sec): 3 clusters Score: Raw -12689286.737259 + Penalty 5595.310179 = -12683691.427080 nChanged 17 SP:Iteration 26Q (12962.490000 sec): 3 clusters Score: Raw -12689302.539412 + Penalty 5595.310179 = -12683707.229233 nChanged 7 SP:Iteration 27Q (12962.920000 sec): 3 clusters Score: Raw -12689313.346847 + Penalty 5595.310179 = -12683718.036668 nChanged 8 SP:Iteration 28Q (12963.460000 sec): 3 clusters Score: Raw -12689323.390752 + Penalty 5595.310179 = -12683728.080573 nChanged 6 SP:Iteration 29Q (12964.030000 sec): 3 clusters Score: Raw -12689330.933955 + Penalty 5595.310179 = -12683735.623776 nChanged 4 SP:Iteration 30Q (12964.570000 sec): 3 clusters Score: Raw -12689334.645669 + Penalty 5595.310179 = -12683739.335490 nChanged 0 SP:Iteration 31F (12965.150000 sec): 3 clusters Score: Raw -12689334.645669 + Penalty 5595.310179 = -12683739.335490 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12965.410000 sec): 2 clusters Score: Raw -5049798.656991 + Penalty 2575.331252 = -5047223.325739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12965.710000 sec): 3 clusters Score: Raw -5030285.390319 + Penalty 5150.662505 = -5025134.727814 nChanged 14758 SP:Iteration 1F (12966.030000 sec): 3 clusters Score: Raw -5038325.011125 + Penalty 5150.662505 = -5033174.348620 nChanged 1622 SP:Iteration 2F (12966.370000 sec): 3 clusters Score: Raw -5038932.532406 + Penalty 5150.662505 = -5033781.869901 nChanged 1541 SP:Iteration 3Q (12966.760000 sec): 3 clusters Score: Raw -5039570.288083 + Penalty 5150.662505 = -5034419.625578 nChanged 1550 SP:Iteration 4Q (12967.120000 sec): 3 clusters Score: Raw -5040302.989327 + Penalty 5150.662505 = -5035152.326822 nChanged 1608 SP:Iteration 5Q (12967.470000 sec): 3 clusters Score: Raw -5041119.906861 + Penalty 5150.662505 = -5035969.244356 nChanged 1688 SP:Iteration 6F (12967.790000 sec): 3 clusters Score: Raw -5042050.634825 + Penalty 5150.662505 = -5036899.972320 nChanged 1749 SP:Iteration 7F (12968.120000 sec): 3 clusters Score: Raw -5043076.390040 + Penalty 5150.662505 = -5037925.727535 nChanged 1772 SP:Iteration 8F (12968.480000 sec): 3 clusters Score: Raw -5044147.373168 + Penalty 5150.662505 = -5038996.710663 nChanged 1659 SP:Iteration 9F (12968.840000 sec): 3 clusters Score: Raw -5045161.137967 + Penalty 5150.662505 = -5040010.475462 nChanged 1471 SP:Iteration 10Q (12969.230000 sec): 3 clusters Score: Raw -5046064.267883 + Penalty 5150.662505 = -5040913.605378 nChanged 1255 SP:Iteration 11Q (12969.630000 sec): 3 clusters Score: Raw -5046786.567851 + Penalty 5150.662505 = -5041635.905346 nChanged 962 SP:Iteration 12Q (12969.990000 sec): 3 clusters Score: Raw -5047258.699566 + Penalty 5150.662505 = -5042108.037061 nChanged 774 SP:Iteration 13Q (12970.340000 sec): 3 clusters Score: Raw -5047591.207178 + Penalty 5150.662505 = -5042440.544673 nChanged 527 SP:Iteration 14Q (12970.690000 sec): 3 clusters Score: Raw -5047768.319594 + Penalty 5150.662505 = -5042617.657089 nChanged 379 SP:Iteration 15Q (12971.070000 sec): 3 clusters Score: Raw -5047867.664564 + Penalty 5150.662505 = -5042717.002059 nChanged 304 SP:Iteration 16Q (12971.430000 sec): 3 clusters Score: Raw -5047938.068467 + Penalty 5150.662505 = -5042787.405962 nChanged 217 SP:Iteration 17Q (12971.790000 sec): 3 clusters Score: Raw -5047981.910442 + Penalty 5150.662505 = -5042831.247937 nChanged 178 SP:Iteration 18Q (12972.150000 sec): 3 clusters Score: Raw -5048017.467739 + Penalty 5150.662505 = -5042866.805234 nChanged 155 SP:Iteration 19Q (12972.530000 sec): 3 clusters Score: Raw -5048048.612378 + Penalty 5150.662505 = -5042897.949873 nChanged 140 SP:Iteration 20F (12972.880000 sec): 3 clusters Score: Raw -5048076.371280 + Penalty 5150.662505 = -5042925.708775 nChanged 125 SP:Iteration 21Q (12973.220000 sec): 3 clusters Score: Raw -5048100.692358 + Penalty 5150.662505 = -5042950.029854 nChanged 128 SP:Iteration 22Q (12973.540000 sec): 3 clusters Score: Raw -5048125.297623 + Penalty 5150.662505 = -5042974.635118 nChanged 130 SP:Iteration 23Q (12973.910000 sec): 3 clusters Score: Raw -5048147.478099 + Penalty 5150.662505 = -5042996.815594 nChanged 115 SP:Iteration 24Q (12974.270000 sec): 3 clusters Score: Raw -5048166.971582 + Penalty 5150.662505 = -5043016.309077 nChanged 126 SP:Iteration 25Q (12974.620000 sec): 3 clusters Score: Raw -5048186.442861 + Penalty 5150.662505 = -5043035.780356 nChanged 109 SP:Iteration 26Q (12975.010000 sec): 3 clusters Score: Raw -5048205.574093 + Penalty 5150.662505 = -5043054.911588 nChanged 118 SP:Iteration 27Q (12975.340000 sec): 3 clusters Score: Raw -5048228.761186 + Penalty 5150.662505 = -5043078.098682 nChanged 132 SP:Iteration 28Q (12975.710000 sec): 3 clusters Score: Raw -5048253.913627 + Penalty 5150.662505 = -5043103.251122 nChanged 133 SP:Iteration 29Q (12976.100000 sec): 3 clusters Score: Raw -5048277.364987 + Penalty 5150.662505 = -5043126.702483 nChanged 130 SP:Iteration 30Q (12976.460000 sec): 3 clusters Score: Raw -5048304.094930 + Penalty 5150.662505 = -5043153.432425 nChanged 152 SP:Iteration 31Q (12976.770000 sec): 3 clusters Score: Raw -5048337.447929 + Penalty 5150.662505 = -5043186.785424 nChanged 156 SP:Iteration 32Q (12977.160000 sec): 3 clusters Score: Raw -5048373.945958 + Penalty 5150.662505 = -5043223.283453 nChanged 158 SP:Iteration 33Q (12977.480000 sec): 3 clusters Score: Raw -5048421.504404 + Penalty 5150.662505 = -5043270.841900 nChanged 172 SP:Iteration 34Q (12977.850000 sec): 3 clusters Score: Raw -5048474.500912 + Penalty 5150.662505 = -5043323.838407 nChanged 184 SP:Iteration 35Q (12978.180000 sec): 3 clusters Score: Raw -5048535.217577 + Penalty 5150.662505 = -5043384.555072 nChanged 198 SP:Iteration 36Q (12978.490000 sec): 3 clusters Score: Raw -5048600.064594 + Penalty 5150.662505 = -5043449.402089 nChanged 197 SP:Iteration 37Q (12978.810000 sec): 3 clusters Score: Raw -5048667.570463 + Penalty 5150.662505 = -5043516.907958 nChanged 198 SP:Iteration 38Q (12979.170000 sec): 3 clusters Score: Raw -5048730.207631 + Penalty 5150.662505 = -5043579.545126 nChanged 154 SP:Iteration 39Q (12979.500000 sec): 3 clusters Score: Raw -5048784.627818 + Penalty 5150.662505 = -5043633.965313 nChanged 181 SP:Iteration 40F (12979.830000 sec): 3 clusters Score: Raw -5048855.174572 + Penalty 5150.662505 = -5043704.512067 nChanged 187 SP:Iteration 41Q (12980.270000 sec): 3 clusters Score: Raw -5048931.670945 + Penalty 5150.662505 = -5043781.008440 nChanged 186 SP:Iteration 42Q (12980.640000 sec): 3 clusters Score: Raw -5049018.902609 + Penalty 5150.662505 = -5043868.240104 nChanged 190 SP:Iteration 43Q (12981.010000 sec): 3 clusters Score: Raw -5049113.945841 + Penalty 5150.662505 = -5043963.283336 nChanged 177 SP:Iteration 44Q (12981.320000 sec): 3 clusters Score: Raw -5049214.795836 + Penalty 5150.662505 = -5044064.133331 nChanged 192 SP:Iteration 45Q (12981.710000 sec): 3 clusters Score: Raw -5049338.232398 + Penalty 5150.662505 = -5044187.569893 nChanged 214 SP:Iteration 46Q (12982.070000 sec): 3 clusters Score: Raw -5049494.178381 + Penalty 5150.662505 = -5044343.515876 nChanged 203 SP:Iteration 47Q (12982.380000 sec): 3 clusters Score: Raw -5049650.346266 + Penalty 5150.662505 = -5044499.683761 nChanged 185 SP:Iteration 48Q (12982.680000 sec): 3 clusters Score: Raw -5049800.346769 + Penalty 5150.662505 = -5044649.684264 nChanged 168 SP:Iteration 49Q (12982.970000 sec): 3 clusters Score: Raw -5049918.165018 + Penalty 5150.662505 = -5044767.502513 nChanged 151 SP:Iteration 50Q (12983.280000 sec): 3 clusters Score: Raw -5050014.361208 + Penalty 5150.662505 = -5044863.698703 nChanged 140 SP:Iteration 51Q (12983.680000 sec): 3 clusters Score: Raw -5050098.948824 + Penalty 5150.662505 = -5044948.286319 nChanged 132 SP:Iteration 52Q (12984.010000 sec): 3 clusters Score: Raw -5050173.252160 + Penalty 5150.662505 = -5045022.589655 nChanged 116 SP:Iteration 53Q (12984.300000 sec): 3 clusters Score: Raw -5050230.765801 + Penalty 5150.662505 = -5045080.103296 nChanged 87 SP:Iteration 54Q (12984.610000 sec): 3 clusters Score: Raw -5050274.399235 + Penalty 5150.662505 = -5045123.736731 nChanged 74 SP:Iteration 55Q (12984.930000 sec): 3 clusters Score: Raw -5050312.920236 + Penalty 5150.662505 = -5045162.257731 nChanged 73 SP:Iteration 56Q (12985.230000 sec): 3 clusters Score: Raw -5050349.496783 + Penalty 5150.662505 = -5045198.834278 nChanged 61 SP:Iteration 57Q (12985.530000 sec): 3 clusters Score: Raw -5050374.383442 + Penalty 5150.662505 = -5045223.720937 nChanged 40 SP:Iteration 58Q (12985.870000 sec): 3 clusters Score: Raw -5050394.215896 + Penalty 5150.662505 = -5045243.553391 nChanged 45 SP:Iteration 59Q (12986.220000 sec): 3 clusters Score: Raw -5050411.958004 + Penalty 5150.662505 = -5045261.295499 nChanged 37 SP:Iteration 60F (12986.530000 sec): 3 clusters Score: Raw -5050426.686355 + Penalty 5150.662505 = -5045276.023850 nChanged 37 SP:Iteration 61Q (12986.830000 sec): 3 clusters Score: Raw -5050442.837564 + Penalty 5150.662505 = -5045292.175059 nChanged 31 SP:Iteration 62Q (12987.160000 sec): 3 clusters Score: Raw -5050458.191632 + Penalty 5150.662505 = -5045307.529127 nChanged 42 SP:Iteration 63Q (12987.450000 sec): 3 clusters Score: Raw -5050476.948058 + Penalty 5150.662505 = -5045326.285553 nChanged 34 SP:Iteration 64Q (12987.740000 sec): 3 clusters Score: Raw -5050490.555044 + Penalty 5150.662505 = -5045339.892539 nChanged 28 SP:Iteration 65Q (12988.030000 sec): 3 clusters Score: Raw -5050501.325961 + Penalty 5150.662505 = -5045350.663456 nChanged 27 SP:Iteration 66Q (12988.370000 sec): 3 clusters Score: Raw -5050507.857537 + Penalty 5150.662505 = -5045357.195033 nChanged 18 SP:Iteration 67Q (12988.700000 sec): 3 clusters Score: Raw -5050513.784705 + Penalty 5150.662505 = -5045363.122200 nChanged 18 SP:Iteration 68Q (12988.990000 sec): 3 clusters Score: Raw -5050518.758060 + Penalty 5150.662505 = -5045368.095555 nChanged 12 SP:Iteration 69Q (12989.300000 sec): 3 clusters Score: Raw -5050523.040728 + Penalty 5150.662505 = -5045372.378223 nChanged 10 SP:Iteration 70Q (12989.640000 sec): 3 clusters Score: Raw -5050526.366984 + Penalty 5150.662505 = -5045375.704479 nChanged 11 SP:Iteration 71Q (12989.950000 sec): 3 clusters Score: Raw -5050530.026991 + Penalty 5150.662505 = -5045379.364486 nChanged 9 SP:Iteration 72Q (12990.260000 sec): 3 clusters Score: Raw -5050531.923609 + Penalty 5150.662505 = -5045381.261104 nChanged 9 SP:Iteration 73Q (12990.550000 sec): 3 clusters Score: Raw -5050534.147634 + Penalty 5150.662505 = -5045383.485129 nChanged 10 SP:Iteration 74Q (12990.850000 sec): 3 clusters Score: Raw -5050536.448319 + Penalty 5150.662505 = -5045385.785815 nChanged 4 SP:Iteration 75Q (12991.200000 sec): 3 clusters Score: Raw -5050537.468560 + Penalty 5150.662505 = -5045386.806055 nChanged 5 SP:Iteration 76Q (12991.500000 sec): 3 clusters Score: Raw -5050538.488123 + Penalty 5150.662505 = -5045387.825618 nChanged 1 SP:Iteration 77Q (12991.820000 sec): 3 clusters Score: Raw -5050538.853227 + Penalty 5150.662505 = -5045388.190722 nChanged 0 SP:Iteration 78F (12992.210000 sec): 3 clusters Score: Raw -5050538.853227 + Penalty 5150.662505 = -5045388.190722 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (12992.390000 sec): 2 clusters Score: Raw -1119899.066482 + Penalty 2198.597285 = -1117700.469198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (12992.600000 sec): 3 clusters Score: Raw -1116303.527253 + Penalty 4397.194570 = -1111906.332683 nChanged 2793 SP:Iteration 1F (12992.800000 sec): 3 clusters Score: Raw -1117812.304577 + Penalty 4397.194570 = -1113415.110007 nChanged 504 SP:Iteration 2F (12993.020000 sec): 3 clusters Score: Raw -1118123.310002 + Penalty 4397.194570 = -1113726.115432 nChanged 403 SP:Iteration 3F (12993.270000 sec): 3 clusters Score: Raw -1118388.056708 + Penalty 4397.194570 = -1113990.862139 nChanged 380 SP:Iteration 4F (12993.480000 sec): 3 clusters Score: Raw -1118671.154618 + Penalty 4397.194570 = -1114273.960048 nChanged 353 SP:Iteration 5Q (12993.700000 sec): 3 clusters Score: Raw -1118903.222862 + Penalty 4397.194570 = -1114506.028292 nChanged 334 SP:Iteration 6Q (12993.910000 sec): 3 clusters Score: Raw -1119107.558267 + Penalty 4397.194570 = -1114710.363697 nChanged 306 SP:Iteration 7Q (12994.130000 sec): 3 clusters Score: Raw -1119276.731696 + Penalty 4397.194570 = -1114879.537126 nChanged 267 SP:Iteration 8Q (12994.350000 sec): 3 clusters Score: Raw -1119413.511810 + Penalty 4397.194570 = -1115016.317241 nChanged 220 SP:Iteration 9Q (12994.570000 sec): 3 clusters Score: Raw -1119529.902594 + Penalty 4397.194570 = -1115132.708024 nChanged 222 SP:Iteration 10Q (12994.810000 sec): 3 clusters Score: Raw -1119636.276188 + Penalty 4397.194570 = -1115239.081618 nChanged 174 SP:Iteration 11Q (12995.040000 sec): 3 clusters Score: Raw -1119716.744290 + Penalty 4397.194570 = -1115319.549721 nChanged 160 SP:Iteration 12Q (12995.290000 sec): 3 clusters Score: Raw -1119786.723725 + Penalty 4397.194570 = -1115389.529156 nChanged 131 SP:Iteration 13Q (12995.510000 sec): 3 clusters Score: Raw -1119842.539174 + Penalty 4397.194570 = -1115445.344604 nChanged 123 SP:Iteration 14Q (12995.710000 sec): 3 clusters Score: Raw -1119897.777380 + Penalty 4397.194570 = -1115500.582811 nChanged 110 SP:Iteration 15Q (12995.950000 sec): 3 clusters Score: Raw -1119948.339383 + Penalty 4397.194570 = -1115551.144814 nChanged 100 SP:Iteration 16Q (12996.160000 sec): 3 clusters Score: Raw -1119990.172597 + Penalty 4397.194570 = -1115592.978027 nChanged 70 SP:Iteration 17Q (12996.390000 sec): 3 clusters Score: Raw -1120018.741086 + Penalty 4397.194570 = -1115621.546517 nChanged 62 SP:Iteration 18Q (12996.610000 sec): 3 clusters Score: Raw -1120045.219083 + Penalty 4397.194570 = -1115648.024513 nChanged 68 SP:Iteration 19Q (12996.910000 sec): 3 clusters Score: Raw -1120072.225335 + Penalty 4397.194570 = -1115675.030765 nChanged 59 SP:Iteration 20F (12997.100000 sec): 3 clusters Score: Raw -1120101.876944 + Penalty 4397.194570 = -1115704.682374 nChanged 56 SP:Iteration 21Q (12997.330000 sec): 3 clusters Score: Raw -1120123.707167 + Penalty 4397.194570 = -1115726.512597 nChanged 42 SP:Iteration 22Q (12997.520000 sec): 3 clusters Score: Raw -1120140.034515 + Penalty 4397.194570 = -1115742.839945 nChanged 35 SP:Iteration 23Q (12997.780000 sec): 3 clusters Score: Raw -1120152.284643 + Penalty 4397.194570 = -1115755.090073 nChanged 31 SP:Iteration 24Q (12998.010000 sec): 3 clusters Score: Raw -1120169.190615 + Penalty 4397.194570 = -1115771.996046 nChanged 41 SP:Iteration 25Q (12998.200000 sec): 3 clusters Score: Raw -1120191.238496 + Penalty 4397.194570 = -1115794.043926 nChanged 43 SP:Iteration 26Q (12998.440000 sec): 3 clusters Score: Raw -1120210.492959 + Penalty 4397.194570 = -1115813.298389 nChanged 30 SP:Iteration 27Q (12998.650000 sec): 3 clusters Score: Raw -1120223.068804 + Penalty 4397.194570 = -1115825.874234 nChanged 28 SP:Iteration 28Q (12998.870000 sec): 3 clusters Score: Raw -1120236.450804 + Penalty 4397.194570 = -1115839.256234 nChanged 25 SP:Iteration 29Q (12999.140000 sec): 3 clusters Score: Raw -1120251.266005 + Penalty 4397.194570 = -1115854.071436 nChanged 29 SP:Iteration 30Q (12999.410000 sec): 3 clusters Score: Raw -1120266.438612 + Penalty 4397.194570 = -1115869.244042 nChanged 32 SP:Iteration 31Q (12999.590000 sec): 3 clusters Score: Raw -1120287.385162 + Penalty 4397.194570 = -1115890.190593 nChanged 34 SP:Iteration 32Q (12999.770000 sec): 3 clusters Score: Raw -1120305.041672 + Penalty 4397.194570 = -1115907.847102 nChanged 30 SP:Iteration 33Q (13000.000000 sec): 3 clusters Score: Raw -1120322.351699 + Penalty 4397.194570 = -1115925.157129 nChanged 32 SP:Iteration 34Q (13000.190000 sec): 3 clusters Score: Raw -1120339.384648 + Penalty 4397.194570 = -1115942.190079 nChanged 23 SP:Iteration 35Q (13000.430000 sec): 3 clusters Score: Raw -1120352.967789 + Penalty 4397.194570 = -1115955.773219 nChanged 26 SP:Iteration 36Q (13000.630000 sec): 3 clusters Score: Raw -1120371.536413 + Penalty 4397.194570 = -1115974.341843 nChanged 40 SP:Iteration 37Q (13000.840000 sec): 3 clusters Score: Raw -1120400.184316 + Penalty 4397.194570 = -1116002.989746 nChanged 42 SP:Iteration 38Q (13001.030000 sec): 3 clusters Score: Raw -1120429.937615 + Penalty 4397.194570 = -1116032.743046 nChanged 34 SP:Iteration 39Q (13001.250000 sec): 3 clusters Score: Raw -1120459.548958 + Penalty 4397.194570 = -1116062.354388 nChanged 40 SP:Iteration 40F (13001.470000 sec): 3 clusters Score: Raw -1120503.234489 + Penalty 4397.194570 = -1116106.039919 nChanged 38 SP:Iteration 41Q (13001.670000 sec): 3 clusters Score: Raw -1120533.206061 + Penalty 4397.194570 = -1116136.011491 nChanged 28 SP:Iteration 42Q (13001.940000 sec): 3 clusters Score: Raw -1120556.690306 + Penalty 4397.194570 = -1116159.495736 nChanged 30 SP:Iteration 43Q (13002.110000 sec): 3 clusters Score: Raw -1120576.180929 + Penalty 4397.194570 = -1116178.986359 nChanged 25 SP:Iteration 44Q (13002.370000 sec): 3 clusters Score: Raw -1120593.377425 + Penalty 4397.194570 = -1116196.182855 nChanged 20 SP:Iteration 45Q (13002.570000 sec): 3 clusters Score: Raw -1120607.919248 + Penalty 4397.194570 = -1116210.724678 nChanged 16 SP:Iteration 46Q (13002.730000 sec): 3 clusters Score: Raw -1120620.441793 + Penalty 4397.194570 = -1116223.247223 nChanged 13 SP:Iteration 47Q (13002.950000 sec): 3 clusters Score: Raw -1120632.920501 + Penalty 4397.194570 = -1116235.725931 nChanged 17 SP:Iteration 48Q (13003.130000 sec): 3 clusters Score: Raw -1120647.390032 + Penalty 4397.194570 = -1116250.195462 nChanged 15 SP:Iteration 49Q (13003.320000 sec): 3 clusters Score: Raw -1120658.446826 + Penalty 4397.194570 = -1116261.252257 nChanged 17 SP:Iteration 50Q (13003.590000 sec): 3 clusters Score: Raw -1120669.294175 + Penalty 4397.194570 = -1116272.099605 nChanged 16 SP:Iteration 51Q (13003.820000 sec): 3 clusters Score: Raw -1120677.548685 + Penalty 4397.194570 = -1116280.354116 nChanged 12 SP:Iteration 52Q (13004.020000 sec): 3 clusters Score: Raw -1120683.375234 + Penalty 4397.194570 = -1116286.180664 nChanged 7 SP:Iteration 53Q (13004.220000 sec): 3 clusters Score: Raw -1120686.335089 + Penalty 4397.194570 = -1116289.140519 nChanged 5 SP:Iteration 54Q (13004.470000 sec): 3 clusters Score: Raw -1120688.013620 + Penalty 4397.194570 = -1116290.819051 nChanged 4 SP:Iteration 55Q (13004.660000 sec): 3 clusters Score: Raw -1120689.255054 + Penalty 4397.194570 = -1116292.060484 nChanged 1 SP:Iteration 56Q (13004.890000 sec): 3 clusters Score: Raw -1120689.580510 + Penalty 4397.194570 = -1116292.385940 nChanged 2 SP:Iteration 57Q (13005.070000 sec): 3 clusters Score: Raw -1120690.224861 + Penalty 4397.194570 = -1116293.030291 nChanged 0 SP:Iteration 58F (13005.320000 sec): 3 clusters Score: Raw -1120690.224861 + Penalty 4397.194570 = -1116293.030291 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13005.390000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13005.590000 sec): 3 clusters Score: Raw -65138.157942 + Penalty 3077.460650 = -62060.697291 nChanged 136 SP:Iteration 1F (13005.750000 sec): 3 clusters Score: Raw -65569.960631 + Penalty 3077.460650 = -62492.499980 nChanged 53 SP:Iteration 2F (13005.970000 sec): 3 clusters Score: Raw -65794.483416 + Penalty 3077.460650 = -62717.022765 nChanged 26 SP:Iteration 3F (13006.130000 sec): 3 clusters Score: Raw -66000.318417 + Penalty 3077.460650 = -62922.857767 nChanged 23 SP:Iteration 4Q (13006.330000 sec): 3 clusters Score: Raw -66095.679918 + Penalty 3077.460650 = -63018.219268 nChanged 5 SP:Iteration 5Q (13006.530000 sec): 3 clusters Score: Raw -66122.646565 + Penalty 3077.460650 = -63045.185915 nChanged 3 SP:Iteration 6Q (13006.710000 sec): 3 clusters Score: Raw -66130.116312 + Penalty 3077.460650 = -63052.655662 nChanged 1 SP:Iteration 7Q (13006.930000 sec): 3 clusters Score: Raw -66134.058535 + Penalty 3077.460650 = -63056.597884 nChanged 0 SP:Iteration 8F (13007.160000 sec): 3 clusters Score: Raw -66134.058535 + Penalty 3077.460650 = -63056.597884 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13007.260000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13007.450000 sec): 3 clusters Score: Raw -61497.195236 + Penalty 2968.032395 = -58529.162841 nChanged 78 SP:Iteration 1F (13007.630000 sec): 3 clusters Score: Raw -61668.134161 + Penalty 2968.032395 = -58700.101765 nChanged 21 SP:Iteration 2F (13007.850000 sec): 3 clusters Score: Raw -61715.186141 + Penalty 2968.032395 = -58747.153746 nChanged 6 SP:Iteration 3Q (13008.000000 sec): 3 clusters Score: Raw -61728.724302 + Penalty 2968.032395 = -58760.691907 nChanged 3 SP:Iteration 4Q (13008.240000 sec): 3 clusters Score: Raw -61743.058090 + Penalty 2968.032395 = -58775.025695 nChanged 3 SP:Iteration 5Q (13008.390000 sec): 3 clusters Score: Raw -61749.528812 + Penalty 2968.032395 = -58781.496417 nChanged 3 SP:Iteration 6Q (13008.600000 sec): 3 clusters Score: Raw -61753.616516 + Penalty 2968.032395 = -58785.584121 nChanged 2 SP:Iteration 7Q (13008.780000 sec): 3 clusters Score: Raw -61758.468058 + Penalty 2968.032395 = -58790.435663 nChanged 0 SP:Iteration 8F (13008.970000 sec): 3 clusters Score: Raw -61758.468058 + Penalty 2968.032395 = -58790.435663 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13009.080000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13009.260000 sec): 3 clusters Score: Raw -234391.416965 + Penalty 3652.501097 = -230738.915868 nChanged 452 SP:Iteration 1F (13009.480000 sec): 3 clusters Score: Raw -234805.619304 + Penalty 3652.501097 = -231153.118207 nChanged 105 SP:Iteration 2F (13009.640000 sec): 3 clusters Score: Raw -234905.020678 + Penalty 3652.501097 = -231252.519582 nChanged 59 SP:Iteration 3Q (13009.800000 sec): 3 clusters Score: Raw -234978.035131 + Penalty 3652.501097 = -231325.534035 nChanged 58 SP:Iteration 4Q (13009.980000 sec): 3 clusters Score: Raw -235066.562106 + Penalty 3652.501097 = -231414.061009 nChanged 55 SP:Iteration 5Q (13010.170000 sec): 3 clusters Score: Raw -235148.591588 + Penalty 3652.501097 = -231496.090491 nChanged 44 SP:Iteration 6Q (13010.330000 sec): 3 clusters Score: Raw -235210.586643 + Penalty 3652.501097 = -231558.085547 nChanged 40 SP:Iteration 7Q (13010.510000 sec): 3 clusters Score: Raw -235258.304825 + Penalty 3652.501097 = -231605.803728 nChanged 26 SP:Iteration 8Q (13010.690000 sec): 3 clusters Score: Raw -235282.217092 + Penalty 3652.501097 = -231629.715995 nChanged 17 SP:Iteration 9Q (13010.910000 sec): 3 clusters Score: Raw -235298.887920 + Penalty 3652.501097 = -231646.386823 nChanged 13 SP:Iteration 10Q (13011.030000 sec): 3 clusters Score: Raw -235316.629108 + Penalty 3652.501097 = -231664.128011 nChanged 8 SP:Iteration 11Q (13011.230000 sec): 3 clusters Score: Raw -235325.722039 + Penalty 3652.501097 = -231673.220942 nChanged 13 SP:Iteration 12Q (13011.390000 sec): 3 clusters Score: Raw -235341.445107 + Penalty 3652.501097 = -231688.944010 nChanged 9 SP:Iteration 13Q (13011.590000 sec): 3 clusters Score: Raw -235350.417631 + Penalty 3652.501097 = -231697.916534 nChanged 13 SP:Iteration 14Q (13011.810000 sec): 3 clusters Score: Raw -235359.899886 + Penalty 3652.501097 = -231707.398789 nChanged 9 SP:Iteration 15Q (13011.960000 sec): 3 clusters Score: Raw -235365.068380 + Penalty 3652.501097 = -231712.567284 nChanged 9 SP:Iteration 16Q (13012.140000 sec): 3 clusters Score: Raw -235371.956155 + Penalty 3652.501097 = -231719.455058 nChanged 8 SP:Iteration 17Q (13012.310000 sec): 3 clusters Score: Raw -235377.936628 + Penalty 3652.501097 = -231725.435531 nChanged 11 SP:Iteration 18Q (13012.530000 sec): 3 clusters Score: Raw -235386.589686 + Penalty 3652.501097 = -231734.088589 nChanged 14 SP:Iteration 19Q (13012.750000 sec): 3 clusters Score: Raw -235399.733975 + Penalty 3652.501097 = -231747.232879 nChanged 9 SP:Iteration 20F (13012.900000 sec): 3 clusters Score: Raw -235409.168369 + Penalty 3652.501097 = -231756.667272 nChanged 12 SP:Iteration 21Q (13013.090000 sec): 3 clusters Score: Raw -235415.984501 + Penalty 3652.501097 = -231763.483404 nChanged 3 SP:Iteration 22Q (13013.300000 sec): 3 clusters Score: Raw -235417.104513 + Penalty 3652.501097 = -231764.603416 nChanged 2 SP:Iteration 23Q (13013.530000 sec): 3 clusters Score: Raw -235418.559222 + Penalty 3652.501097 = -231766.058125 nChanged 3 SP:Iteration 24Q (13013.760000 sec): 3 clusters Score: Raw -235420.460403 + Penalty 3652.501097 = -231767.959306 nChanged 2 SP:Iteration 25Q (13013.960000 sec): 3 clusters Score: Raw -235422.147426 + Penalty 3652.501097 = -231769.646329 nChanged 1 SP:Iteration 26Q (13014.160000 sec): 3 clusters Score: Raw -235422.727522 + Penalty 3652.501097 = -231770.226425 nChanged 3 SP:Iteration 27Q (13014.340000 sec): 3 clusters Score: Raw -235425.949005 + Penalty 3652.501097 = -231773.447908 nChanged 1 SP:Iteration 28Q (13014.530000 sec): 3 clusters Score: Raw -235426.339902 + Penalty 3652.501097 = -231773.838806 nChanged 1 SP:Iteration 29Q (13014.740000 sec): 3 clusters Score: Raw -235427.047531 + Penalty 3652.501097 = -231774.546435 nChanged 2 SP:Iteration 30Q (13014.960000 sec): 3 clusters Score: Raw -235427.927447 + Penalty 3652.501097 = -231775.426350 nChanged 2 SP:Iteration 31Q (13015.170000 sec): 3 clusters Score: Raw -235429.375220 + Penalty 3652.501097 = -231776.874123 nChanged 2 SP:Iteration 32Q (13015.350000 sec): 3 clusters Score: Raw -235432.151232 + Penalty 3652.501097 = -231779.650135 nChanged 6 SP:Iteration 33Q (13015.550000 sec): 3 clusters Score: Raw -235438.301975 + Penalty 3652.501097 = -231785.800878 nChanged 7 SP:Iteration 34Q (13015.730000 sec): 3 clusters Score: Raw -235442.174648 + Penalty 3652.501097 = -231789.673552 nChanged 3 SP:Iteration 35Q (13015.930000 sec): 3 clusters Score: Raw -235444.081083 + Penalty 3652.501097 = -231791.579986 nChanged 2 SP:Iteration 36Q (13016.100000 sec): 3 clusters Score: Raw -235445.323649 + Penalty 3652.501097 = -231792.822552 nChanged 2 SP:Iteration 37Q (13016.270000 sec): 3 clusters Score: Raw -235445.798324 + Penalty 3652.501097 = -231793.297228 nChanged 2 SP:Iteration 38Q (13016.500000 sec): 3 clusters Score: Raw -235446.591302 + Penalty 3652.501097 = -231794.090206 nChanged 0 SP:Iteration 39F (13016.650000 sec): 3 clusters Score: Raw -235446.591302 + Penalty 3652.501097 = -231794.090206 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13016.750000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13016.980000 sec): 3 clusters Score: Raw -43406.413360 + Penalty 2848.529581 = -40557.883779 nChanged 31 SP:Iteration 1F (13017.140000 sec): 3 clusters Score: Raw -43529.270666 + Penalty 2848.529581 = -40680.741085 nChanged 11 SP:Iteration 2Q (13017.360000 sec): 3 clusters Score: Raw -43561.971274 + Penalty 2848.529581 = -40713.441693 nChanged 2 SP:Iteration 3Q (13017.510000 sec): 3 clusters Score: Raw -43569.506196 + Penalty 2848.529581 = -40720.976615 nChanged 3 SP:Iteration 4Q (13017.720000 sec): 3 clusters Score: Raw -43583.936797 + Penalty 2848.529581 = -40735.407216 nChanged 0 SP:Iteration 5F (13017.890000 sec): 3 clusters Score: Raw -43583.936797 + Penalty 2848.529581 = -40735.407216 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13017.990000 sec): 2 clusters Score: Raw -394103.184658 + Penalty 1955.188157 = -392147.996501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13018.220000 sec): 3 clusters Score: Raw -393045.393640 + Penalty 3910.376315 = -389135.017325 nChanged 907 SP:Iteration 1F (13018.400000 sec): 3 clusters Score: Raw -393749.242942 + Penalty 3910.376315 = -389838.866627 nChanged 205 SP:Iteration 2F (13018.560000 sec): 3 clusters Score: Raw -393962.510933 + Penalty 3910.376315 = -390052.134618 nChanged 165 SP:Iteration 3F (13018.720000 sec): 3 clusters Score: Raw -394145.625923 + Penalty 3910.376315 = -390235.249608 nChanged 148 SP:Iteration 4F (13018.940000 sec): 3 clusters Score: Raw -394297.850339 + Penalty 3910.376315 = -390387.474025 nChanged 120 SP:Iteration 5Q (13019.090000 sec): 3 clusters Score: Raw -394432.939308 + Penalty 3910.376315 = -390522.562994 nChanged 105 SP:Iteration 6Q (13019.340000 sec): 3 clusters Score: Raw -394539.617434 + Penalty 3910.376315 = -390629.241120 nChanged 82 SP:Iteration 7Q (13019.520000 sec): 3 clusters Score: Raw -394622.034729 + Penalty 3910.376315 = -390711.658414 nChanged 73 SP:Iteration 8Q (13019.710000 sec): 3 clusters Score: Raw -394689.243662 + Penalty 3910.376315 = -390778.867347 nChanged 60 SP:Iteration 9Q (13019.870000 sec): 3 clusters Score: Raw -394742.524181 + Penalty 3910.376315 = -390832.147867 nChanged 65 SP:Iteration 10Q (13020.080000 sec): 3 clusters Score: Raw -394805.716601 + Penalty 3910.376315 = -390895.340286 nChanged 58 SP:Iteration 11Q (13020.240000 sec): 3 clusters Score: Raw -394863.908216 + Penalty 3910.376315 = -390953.531901 nChanged 48 SP:Iteration 12Q (13020.400000 sec): 3 clusters Score: Raw -394919.255824 + Penalty 3910.376315 = -391008.879510 nChanged 52 SP:Iteration 13Q (13020.620000 sec): 3 clusters Score: Raw -394974.613003 + Penalty 3910.376315 = -391064.236689 nChanged 59 SP:Iteration 14Q (13020.860000 sec): 3 clusters Score: Raw -395059.089302 + Penalty 3910.376315 = -391148.712987 nChanged 54 SP:Iteration 15Q (13021.020000 sec): 3 clusters Score: Raw -395138.647431 + Penalty 3910.376315 = -391228.271116 nChanged 55 SP:Iteration 16Q (13021.230000 sec): 3 clusters Score: Raw -395201.099651 + Penalty 3910.376315 = -391290.723336 nChanged 55 SP:Iteration 17Q (13021.450000 sec): 3 clusters Score: Raw -395260.690414 + Penalty 3910.376315 = -391350.314099 nChanged 59 SP:Iteration 18Q (13021.610000 sec): 3 clusters Score: Raw -395306.543852 + Penalty 3910.376315 = -391396.167537 nChanged 57 SP:Iteration 19Q (13021.830000 sec): 3 clusters Score: Raw -395351.692849 + Penalty 3910.376315 = -391441.316534 nChanged 42 SP:Iteration 20F (13021.980000 sec): 3 clusters Score: Raw -395382.145887 + Penalty 3910.376315 = -391471.769573 nChanged 31 SP:Iteration 21Q (13022.140000 sec): 3 clusters Score: Raw -395402.194326 + Penalty 3910.376315 = -391491.818012 nChanged 19 SP:Iteration 22Q (13022.350000 sec): 3 clusters Score: Raw -395415.543888 + Penalty 3910.376315 = -391505.167573 nChanged 21 SP:Iteration 23Q (13022.500000 sec): 3 clusters Score: Raw -395431.352423 + Penalty 3910.376315 = -391520.976108 nChanged 19 SP:Iteration 24Q (13022.700000 sec): 3 clusters Score: Raw -395443.752882 + Penalty 3910.376315 = -391533.376567 nChanged 15 SP:Iteration 25Q (13022.910000 sec): 3 clusters Score: Raw -395454.445726 + Penalty 3910.376315 = -391544.069412 nChanged 13 SP:Iteration 26Q (13023.120000 sec): 3 clusters Score: Raw -395464.783662 + Penalty 3910.376315 = -391554.407348 nChanged 10 SP:Iteration 27Q (13023.290000 sec): 3 clusters Score: Raw -395472.093831 + Penalty 3910.376315 = -391561.717516 nChanged 14 SP:Iteration 28Q (13023.470000 sec): 3 clusters Score: Raw -395482.245803 + Penalty 3910.376315 = -391571.869488 nChanged 8 SP:Iteration 29Q (13023.650000 sec): 3 clusters Score: Raw -395487.332452 + Penalty 3910.376315 = -391576.956137 nChanged 9 SP:Iteration 30Q (13023.820000 sec): 3 clusters Score: Raw -395493.365818 + Penalty 3910.376315 = -391582.989504 nChanged 7 SP:Iteration 31Q (13023.980000 sec): 3 clusters Score: Raw -395501.807292 + Penalty 3910.376315 = -391591.430977 nChanged 16 SP:Iteration 32Q (13024.180000 sec): 3 clusters Score: Raw -395519.450174 + Penalty 3910.376315 = -391609.073859 nChanged 21 SP:Iteration 33Q (13024.330000 sec): 3 clusters Score: Raw -395551.571917 + Penalty 3910.376315 = -391641.195602 nChanged 24 SP:Iteration 34Q (13024.520000 sec): 3 clusters Score: Raw -395584.238651 + Penalty 3910.376315 = -391673.862337 nChanged 23 SP:Iteration 35Q (13024.690000 sec): 3 clusters Score: Raw -395618.110628 + Penalty 3910.376315 = -391707.734313 nChanged 23 SP:Iteration 36Q (13024.870000 sec): 3 clusters Score: Raw -395636.592485 + Penalty 3910.376315 = -391726.216170 nChanged 18 SP:Iteration 37Q (13025.030000 sec): 3 clusters Score: Raw -395652.976436 + Penalty 3910.376315 = -391742.600121 nChanged 18 SP:Iteration 38Q (13025.210000 sec): 3 clusters Score: Raw -395663.136608 + Penalty 3910.376315 = -391752.760294 nChanged 9 SP:Iteration 39Q (13025.400000 sec): 3 clusters Score: Raw -395667.279360 + Penalty 3910.376315 = -391756.903046 nChanged 10 SP:Iteration 40F (13025.570000 sec): 3 clusters Score: Raw -395671.716350 + Penalty 3910.376315 = -391761.340036 nChanged 4 SP:Iteration 41Q (13025.770000 sec): 3 clusters Score: Raw -395673.738304 + Penalty 3910.376315 = -391763.361989 nChanged 3 SP:Iteration 42Q (13025.950000 sec): 3 clusters Score: Raw -395676.720066 + Penalty 3910.376315 = -391766.343751 nChanged 6 SP:Iteration 43Q (13026.170000 sec): 3 clusters Score: Raw -395680.026641 + Penalty 3910.376315 = -391769.650326 nChanged 4 SP:Iteration 44Q (13026.310000 sec): 3 clusters Score: Raw -395682.433612 + Penalty 3910.376315 = -391772.057298 nChanged 3 SP:Iteration 45Q (13026.530000 sec): 3 clusters Score: Raw -395683.439053 + Penalty 3910.376315 = -391773.062738 nChanged 0 SP:Iteration 46F (13026.720000 sec): 3 clusters Score: Raw -395683.439053 + Penalty 3910.376315 = -391773.062738 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13026.820000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13026.990000 sec): 3 clusters Score: Raw -19922.175814 + Penalty 2418.097872 = -17504.077942 nChanged 6 SP:Iteration 1Q (13027.190000 sec): 3 clusters Score: Raw -19962.716235 + Penalty 2418.097872 = -17544.618362 nChanged 1 SP:Iteration 2Q (13027.370000 sec): 3 clusters Score: Raw -19971.002653 + Penalty 2418.097872 = -17552.904781 nChanged 0 SP:Iteration 3F (13027.580000 sec): 3 clusters Score: Raw -19971.002653 + Penalty 2418.097872 = -17552.904781 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13027.660000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13027.850000 sec): 3 clusters Score: Raw -110677.795060 + Penalty 3278.905238 = -107398.889822 nChanged 164 SP:Iteration 1F (13028.050000 sec): 3 clusters Score: Raw -110942.619430 + Penalty 3278.905238 = -107663.714192 nChanged 50 SP:Iteration 2F (13028.210000 sec): 3 clusters Score: Raw -111100.189783 + Penalty 3278.905238 = -107821.284545 nChanged 36 SP:Iteration 3Q (13028.410000 sec): 3 clusters Score: Raw -111227.881605 + Penalty 3278.905238 = -107948.976366 nChanged 33 SP:Iteration 4Q (13028.600000 sec): 3 clusters Score: Raw -111294.369587 + Penalty 3278.905238 = -108015.464349 nChanged 23 SP:Iteration 5Q (13028.800000 sec): 3 clusters Score: Raw -111354.831623 + Penalty 3278.905238 = -108075.926385 nChanged 15 SP:Iteration 6Q (13028.980000 sec): 3 clusters Score: Raw -111399.295528 + Penalty 3278.905238 = -108120.390290 nChanged 17 SP:Iteration 7Q (13029.230000 sec): 3 clusters Score: Raw -111447.868539 + Penalty 3278.905238 = -108168.963301 nChanged 17 SP:Iteration 8Q (13029.420000 sec): 3 clusters Score: Raw -111482.078952 + Penalty 3278.905238 = -108203.173714 nChanged 8 SP:Iteration 9Q (13029.610000 sec): 3 clusters Score: Raw -111500.294604 + Penalty 3278.905238 = -108221.389366 nChanged 9 SP:Iteration 10Q (13029.890000 sec): 3 clusters Score: Raw -111515.095766 + Penalty 3278.905238 = -108236.190528 nChanged 4 SP:Iteration 11Q (13030.110000 sec): 3 clusters Score: Raw -111522.600025 + Penalty 3278.905238 = -108243.694787 nChanged 3 SP:Iteration 12Q (13030.330000 sec): 3 clusters Score: Raw -111531.959830 + Penalty 3278.905238 = -108253.054592 nChanged 2 SP:Iteration 13Q (13030.540000 sec): 3 clusters Score: Raw -111535.693575 + Penalty 3278.905238 = -108256.788337 nChanged 0 SP:Iteration 14F (13030.740000 sec): 3 clusters Score: Raw -111535.693575 + Penalty 3278.905238 = -108256.788337 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13030.880000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13031.050000 sec): 3 clusters Score: Raw -48050.145372 + Penalty 2791.300072 = -45258.845300 nChanged 38 SP:Iteration 1F (13031.250000 sec): 3 clusters Score: Raw -48152.221812 + Penalty 2791.300072 = -45360.921739 nChanged 7 SP:Iteration 2Q (13031.500000 sec): 3 clusters Score: Raw -48170.410004 + Penalty 2791.300072 = -45379.109932 nChanged 2 SP:Iteration 3Q (13031.690000 sec): 3 clusters Score: Raw -48174.717516 + Penalty 2791.300072 = -45383.417444 nChanged 1 SP:Iteration 4Q (13031.920000 sec): 3 clusters Score: Raw -48204.650579 + Penalty 2791.300072 = -45413.350507 nChanged 3 SP:Iteration 5Q (13032.080000 sec): 3 clusters Score: Raw -48212.137554 + Penalty 2791.300072 = -45420.837482 nChanged 0 SP:Iteration 6F (13032.300000 sec): 3 clusters Score: Raw -48212.137554 + Penalty 2791.300072 = -45420.837482 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13032.430000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13032.620000 sec): 3 clusters Score: Raw -62423.796340 + Penalty 2992.410766 = -59431.385574 nChanged 69 SP:Iteration 1F (13032.760000 sec): 3 clusters Score: Raw -62583.976273 + Penalty 2992.410766 = -59591.565507 nChanged 12 SP:Iteration 2Q (13032.990000 sec): 3 clusters Score: Raw -62608.524671 + Penalty 2992.410766 = -59616.113905 nChanged 1 SP:Iteration 3Q (13033.130000 sec): 3 clusters Score: Raw -62610.311807 + Penalty 2992.410766 = -59617.901041 nChanged 0 SP:Iteration 4F (13033.320000 sec): 3 clusters Score: Raw -62610.311807 + Penalty 2992.410766 = -59617.901041 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13033.480000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13033.730000 sec): 3 clusters Score: Raw -1011519.423134 + Penalty 4352.749128 = -1007166.674006 nChanged 2511 SP:Iteration 1F (13033.970000 sec): 3 clusters Score: Raw -1012904.630805 + Penalty 4352.749128 = -1008551.881677 nChanged 420 SP:Iteration 2F (13034.200000 sec): 3 clusters Score: Raw -1013133.524959 + Penalty 4352.749128 = -1008780.775831 nChanged 325 SP:Iteration 3F (13034.450000 sec): 3 clusters Score: Raw -1013298.143345 + Penalty 4352.749128 = -1008945.394217 nChanged 258 SP:Iteration 4Q (13034.660000 sec): 3 clusters Score: Raw -1013434.970478 + Penalty 4352.749128 = -1009082.221350 nChanged 238 SP:Iteration 5Q (13034.900000 sec): 3 clusters Score: Raw -1013563.651994 + Penalty 4352.749128 = -1009210.902866 nChanged 247 SP:Iteration 6Q (13035.130000 sec): 3 clusters Score: Raw -1013697.033244 + Penalty 4352.749128 = -1009344.284117 nChanged 233 SP:Iteration 7Q (13035.350000 sec): 3 clusters Score: Raw -1013830.701198 + Penalty 4352.749128 = -1009477.952070 nChanged 237 SP:Iteration 8Q (13035.560000 sec): 3 clusters Score: Raw -1013983.188961 + Penalty 4352.749128 = -1009630.439833 nChanged 271 SP:Iteration 9Q (13035.840000 sec): 3 clusters Score: Raw -1014179.753279 + Penalty 4352.749128 = -1009827.004151 nChanged 264 SP:Iteration 10Q (13036.120000 sec): 3 clusters Score: Raw -1014378.288850 + Penalty 4352.749128 = -1010025.539722 nChanged 272 SP:Iteration 11Q (13036.420000 sec): 3 clusters Score: Raw -1014590.206496 + Penalty 4352.749128 = -1010237.457368 nChanged 243 SP:Iteration 12Q (13036.600000 sec): 3 clusters Score: Raw -1014791.588387 + Penalty 4352.749128 = -1010438.839259 nChanged 188 SP:Iteration 13Q (13036.860000 sec): 3 clusters Score: Raw -1014950.165194 + Penalty 4352.749128 = -1010597.416066 nChanged 151 SP:Iteration 14Q (13037.090000 sec): 3 clusters Score: Raw -1015076.639899 + Penalty 4352.749128 = -1010723.890771 nChanged 103 SP:Iteration 15Q (13037.300000 sec): 3 clusters Score: Raw -1015152.728561 + Penalty 4352.749128 = -1010799.979433 nChanged 56 SP:Iteration 16Q (13037.540000 sec): 3 clusters Score: Raw -1015194.274866 + Penalty 4352.749128 = -1010841.525739 nChanged 53 SP:Iteration 17Q (13037.740000 sec): 3 clusters Score: Raw -1015238.918037 + Penalty 4352.749128 = -1010886.168909 nChanged 42 SP:Iteration 18Q (13038.000000 sec): 3 clusters Score: Raw -1015275.634511 + Penalty 4352.749128 = -1010922.885383 nChanged 29 SP:Iteration 19Q (13038.220000 sec): 3 clusters Score: Raw -1015297.993952 + Penalty 4352.749128 = -1010945.244824 nChanged 11 SP:Iteration 20F (13038.420000 sec): 3 clusters Score: Raw -1015308.994585 + Penalty 4352.749128 = -1010956.245457 nChanged 8 SP:Iteration 21Q (13038.620000 sec): 3 clusters Score: Raw -1015314.818907 + Penalty 4352.749128 = -1010962.069779 nChanged 7 SP:Iteration 22Q (13038.860000 sec): 3 clusters Score: Raw -1015320.128581 + Penalty 4352.749128 = -1010967.379454 nChanged 6 SP:Iteration 23Q (13039.120000 sec): 3 clusters Score: Raw -1015324.396751 + Penalty 4352.749128 = -1010971.647623 nChanged 4 SP:Iteration 24Q (13039.300000 sec): 3 clusters Score: Raw -1015329.561154 + Penalty 4352.749128 = -1010976.812026 nChanged 5 SP:Iteration 25Q (13039.550000 sec): 3 clusters Score: Raw -1015331.604822 + Penalty 4352.749128 = -1010978.855694 nChanged 0 SP:Iteration 26F (13039.770000 sec): 3 clusters Score: Raw -1015331.604822 + Penalty 4352.749128 = -1010978.855694 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13039.880000 sec): 2 clusters Score: Raw -38565.231092 + Penalty 1401.817317 = -37163.413775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13040.100000 sec): 3 clusters Score: Raw -38705.284186 + Penalty 2803.634633 = -35901.649553 nChanged 35 SP:Iteration 1F (13040.260000 sec): 3 clusters Score: Raw -38988.877430 + Penalty 2803.634633 = -36185.242796 nChanged 10 SP:Iteration 2Q (13040.450000 sec): 3 clusters Score: Raw -39041.633616 + Penalty 2803.634633 = -36237.998983 nChanged 5 SP:Iteration 3Q (13040.630000 sec): 3 clusters Score: Raw -39057.512454 + Penalty 2803.634633 = -36253.877821 nChanged 1 SP:Iteration 4Q (13040.820000 sec): 3 clusters Score: Raw -39059.130397 + Penalty 2803.634633 = -36255.495763 nChanged 0 SP:Iteration 5F (13040.940000 sec): 3 clusters Score: Raw -39059.130397 + Penalty 2803.634633 = -36255.495763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13041.050000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13041.220000 sec): 3 clusters Score: Raw -28775.987977 + Penalty 2640.212950 = -26135.775027 nChanged 8 SP:Iteration 1Q (13041.400000 sec): 3 clusters Score: Raw -28819.430152 + Penalty 2640.212950 = -26179.217202 nChanged 3 SP:Iteration 2Q (13041.570000 sec): 3 clusters Score: Raw -28839.989803 + Penalty 2640.212950 = -26199.776853 nChanged 1 SP:Iteration 3Q (13041.750000 sec): 3 clusters Score: Raw -28847.564340 + Penalty 2640.212950 = -26207.351390 nChanged 0 SP:Iteration 4F (13041.880000 sec): 3 clusters Score: Raw -28847.564340 + Penalty 2640.212950 = -26207.351390 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13042.020000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13042.170000 sec): 3 clusters Score: Raw -142292.722759 + Penalty 3415.212796 = -138877.509963 nChanged 257 SP:Iteration 1F (13042.350000 sec): 3 clusters Score: Raw -142583.805973 + Penalty 3415.212796 = -139168.593177 nChanged 58 SP:Iteration 2F (13042.520000 sec): 3 clusters Score: Raw -142694.245456 + Penalty 3415.212796 = -139279.032659 nChanged 56 SP:Iteration 3F (13042.720000 sec): 3 clusters Score: Raw -142805.814386 + Penalty 3415.212796 = -139390.601589 nChanged 48 SP:Iteration 4Q (13042.910000 sec): 3 clusters Score: Raw -142907.753957 + Penalty 3415.212796 = -139492.541161 nChanged 47 SP:Iteration 5Q (13043.080000 sec): 3 clusters Score: Raw -143003.423734 + Penalty 3415.212796 = -139588.210938 nChanged 37 SP:Iteration 6Q (13043.260000 sec): 3 clusters Score: Raw -143094.460139 + Penalty 3415.212796 = -139679.247343 nChanged 32 SP:Iteration 7Q (13043.520000 sec): 3 clusters Score: Raw -143193.985342 + Penalty 3415.212796 = -139778.772545 nChanged 32 SP:Iteration 8Q (13043.760000 sec): 3 clusters Score: Raw -143291.553074 + Penalty 3415.212796 = -139876.340278 nChanged 24 SP:Iteration 9Q (13043.980000 sec): 3 clusters Score: Raw -143363.174013 + Penalty 3415.212796 = -139947.961217 nChanged 29 SP:Iteration 10Q (13044.220000 sec): 3 clusters Score: Raw -143474.800177 + Penalty 3415.212796 = -140059.587381 nChanged 28 SP:Iteration 11Q (13044.460000 sec): 3 clusters Score: Raw -143573.313150 + Penalty 3415.212796 = -140158.100354 nChanged 28 SP:Iteration 12Q (13044.730000 sec): 3 clusters Score: Raw -143649.178442 + Penalty 3415.212796 = -140233.965646 nChanged 19 SP:Iteration 13Q (13044.940000 sec): 3 clusters Score: Raw -143702.454772 + Penalty 3415.212796 = -140287.241976 nChanged 21 SP:Iteration 14Q (13045.100000 sec): 3 clusters Score: Raw -143759.373860 + Penalty 3415.212796 = -140344.161064 nChanged 18 SP:Iteration 15Q (13045.280000 sec): 3 clusters Score: Raw -143813.043434 + Penalty 3415.212796 = -140397.830638 nChanged 18 SP:Iteration 16Q (13045.520000 sec): 3 clusters Score: Raw -143864.707633 + Penalty 3415.212796 = -140449.494837 nChanged 11 SP:Iteration 17Q (13045.740000 sec): 3 clusters Score: Raw -143894.019354 + Penalty 3415.212796 = -140478.806557 nChanged 8 SP:Iteration 18Q (13046.000000 sec): 3 clusters Score: Raw -143917.477017 + Penalty 3415.212796 = -140502.264220 nChanged 5 SP:Iteration 19Q (13046.230000 sec): 3 clusters Score: Raw -143938.028871 + Penalty 3415.212796 = -140522.816074 nChanged 8 SP:Iteration 20F (13046.410000 sec): 3 clusters Score: Raw -143973.551305 + Penalty 3415.212796 = -140558.338509 nChanged 6 SP:Iteration 21Q (13046.610000 sec): 3 clusters Score: Raw -143990.953189 + Penalty 3415.212796 = -140575.740392 nChanged 6 SP:Iteration 22Q (13046.860000 sec): 3 clusters Score: Raw -144035.529337 + Penalty 3415.212796 = -140620.316541 nChanged 7 SP:Iteration 23Q (13047.010000 sec): 3 clusters Score: Raw -144102.196727 + Penalty 3415.212796 = -140686.983931 nChanged 2 SP:Iteration 24Q (13047.210000 sec): 3 clusters Score: Raw -144104.883923 + Penalty 3415.212796 = -140689.671127 nChanged 0 SP:Iteration 25F (13047.420000 sec): 3 clusters Score: Raw -144104.883923 + Penalty 3415.212796 = -140689.671127 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13047.520000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13047.630000 sec): 3 clusters Score: Raw -45096.935496 + Penalty 2785.918464 = -42311.017031 nChanged 29 SP:Iteration 1F (13047.750000 sec): 3 clusters Score: Raw -45187.864794 + Penalty 2785.918464 = -42401.946329 nChanged 11 SP:Iteration 2Q (13047.860000 sec): 3 clusters Score: Raw -45275.553964 + Penalty 2785.918464 = -42489.635499 nChanged 10 SP:Iteration 3Q (13047.970000 sec): 3 clusters Score: Raw -45421.249172 + Penalty 2785.918464 = -42635.330708 nChanged 9 SP:Iteration 4Q (13048.150000 sec): 3 clusters Score: Raw -45505.601431 + Penalty 2785.918464 = -42719.682966 nChanged 8 SP:Iteration 5Q (13048.340000 sec): 3 clusters Score: Raw -45537.310631 + Penalty 2785.918464 = -42751.392167 nChanged 5 SP:Iteration 6Q (13048.600000 sec): 3 clusters Score: Raw -45558.234158 + Penalty 2785.918464 = -42772.315694 nChanged 3 SP:Iteration 7Q (13048.760000 sec): 3 clusters Score: Raw -45568.457352 + Penalty 2785.918464 = -42782.538887 nChanged 2 SP:Iteration 8Q (13048.920000 sec): 3 clusters Score: Raw -45574.420972 + Penalty 2785.918464 = -42788.502508 nChanged 2 SP:Iteration 9Q (13049.120000 sec): 3 clusters Score: Raw -45584.371326 + Penalty 2785.918464 = -42798.452861 nChanged 2 SP:Iteration 10Q (13049.320000 sec): 3 clusters Score: Raw -45594.377606 + Penalty 2785.918464 = -42808.459141 nChanged 3 SP:Iteration 11Q (13049.510000 sec): 3 clusters Score: Raw -45608.242709 + Penalty 2785.918464 = -42822.324245 nChanged 1 SP:Iteration 12Q (13049.670000 sec): 3 clusters Score: Raw -45613.166099 + Penalty 2785.918464 = -42827.247634 nChanged 1 SP:Iteration 13Q (13049.830000 sec): 3 clusters Score: Raw -45617.243901 + Penalty 2785.918464 = -42831.325437 nChanged 1 SP:Iteration 14Q (13050.000000 sec): 3 clusters Score: Raw -45630.410825 + Penalty 2785.918464 = -42844.492361 nChanged 1 SP:Iteration 15Q (13050.180000 sec): 3 clusters Score: Raw -45633.742388 + Penalty 2785.918464 = -42847.823924 nChanged 0 SP:Iteration 16F (13050.400000 sec): 3 clusters Score: Raw -45633.742388 + Penalty 2785.918464 = -42847.823924 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13050.460000 sec): 2 clusters Score: Raw -28119.608765 + Penalty 1295.985175 = -26823.623590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13050.630000 sec): 3 clusters Score: Raw -28358.367186 + Penalty 2591.970350 = -25766.396836 nChanged 11 SP:Iteration 1F (13050.800000 sec): 3 clusters Score: Raw -28395.018261 + Penalty 2591.970350 = -25803.047911 nChanged 2 SP:Iteration 2Q (13050.990000 sec): 3 clusters Score: Raw -28410.254671 + Penalty 2591.970350 = -25818.284321 nChanged 2 SP:Iteration 3Q (13051.180000 sec): 3 clusters Score: Raw -28421.980014 + Penalty 2591.970350 = -25830.009664 nChanged 1 SP:Iteration 4Q (13051.320000 sec): 3 clusters Score: Raw -28425.941547 + Penalty 2591.970350 = -25833.971197 nChanged 0 SP:Iteration 5F (13051.490000 sec): 3 clusters Score: Raw -28425.941547 + Penalty 2591.970350 = -25833.971197 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13051.580000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13051.760000 sec): 3 clusters Score: Raw -388753.042836 + Penalty 3875.541410 = -384877.501426 nChanged 802 SP:Iteration 1F (13051.940000 sec): 3 clusters Score: Raw -389381.222965 + Penalty 3875.541410 = -385505.681555 nChanged 205 SP:Iteration 2F (13052.140000 sec): 3 clusters Score: Raw -389629.676469 + Penalty 3875.541410 = -385754.135059 nChanged 172 SP:Iteration 3F (13052.330000 sec): 3 clusters Score: Raw -389821.083146 + Penalty 3875.541410 = -385945.541735 nChanged 123 SP:Iteration 4Q (13052.560000 sec): 3 clusters Score: Raw -389945.879497 + Penalty 3875.541410 = -386070.338087 nChanged 97 SP:Iteration 5Q (13052.740000 sec): 3 clusters Score: Raw -390040.432264 + Penalty 3875.541410 = -386164.890854 nChanged 82 SP:Iteration 6Q (13052.960000 sec): 3 clusters Score: Raw -390105.844281 + Penalty 3875.541410 = -386230.302871 nChanged 60 SP:Iteration 7Q (13053.180000 sec): 3 clusters Score: Raw -390145.420686 + Penalty 3875.541410 = -386269.879276 nChanged 47 SP:Iteration 8Q (13053.390000 sec): 3 clusters Score: Raw -390179.033458 + Penalty 3875.541410 = -386303.492047 nChanged 32 SP:Iteration 9Q (13053.590000 sec): 3 clusters Score: Raw -390202.901318 + Penalty 3875.541410 = -386327.359907 nChanged 28 SP:Iteration 10Q (13053.780000 sec): 3 clusters Score: Raw -390223.701206 + Penalty 3875.541410 = -386348.159795 nChanged 20 SP:Iteration 11Q (13053.940000 sec): 3 clusters Score: Raw -390235.215382 + Penalty 3875.541410 = -386359.673971 nChanged 19 SP:Iteration 12Q (13054.190000 sec): 3 clusters Score: Raw -390246.928571 + Penalty 3875.541410 = -386371.387160 nChanged 12 SP:Iteration 13Q (13054.370000 sec): 3 clusters Score: Raw -390254.307309 + Penalty 3875.541410 = -386378.765899 nChanged 9 SP:Iteration 14Q (13054.550000 sec): 3 clusters Score: Raw -390261.837122 + Penalty 3875.541410 = -386386.295712 nChanged 6 SP:Iteration 15Q (13054.710000 sec): 3 clusters Score: Raw -390265.319488 + Penalty 3875.541410 = -386389.778078 nChanged 3 SP:Iteration 16Q (13054.920000 sec): 3 clusters Score: Raw -390267.900875 + Penalty 3875.541410 = -386392.359464 nChanged 6 SP:Iteration 17Q (13055.090000 sec): 3 clusters Score: Raw -390271.613090 + Penalty 3875.541410 = -386396.071680 nChanged 7 SP:Iteration 18Q (13055.310000 sec): 3 clusters Score: Raw -390276.403685 + Penalty 3875.541410 = -386400.862274 nChanged 7 SP:Iteration 19Q (13055.480000 sec): 3 clusters Score: Raw -390280.144509 + Penalty 3875.541410 = -386404.603099 nChanged 4 SP:Iteration 20F (13055.660000 sec): 3 clusters Score: Raw -390283.179275 + Penalty 3875.541410 = -386407.637865 nChanged 5 SP:Iteration 21Q (13055.860000 sec): 3 clusters Score: Raw -390286.773320 + Penalty 3875.541410 = -386411.231910 nChanged 5 SP:Iteration 22Q (13056.040000 sec): 3 clusters Score: Raw -390289.040328 + Penalty 3875.541410 = -386413.498917 nChanged 2 SP:Iteration 23Q (13056.220000 sec): 3 clusters Score: Raw -390289.899716 + Penalty 3875.541410 = -386414.358306 nChanged 0 SP:Iteration 24F (13056.380000 sec): 3 clusters Score: Raw -390289.899716 + Penalty 3875.541410 = -386414.358306 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13056.480000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13056.660000 sec): 3 clusters Score: Raw -15339.361118 + Penalty 2394.843614 = -12944.517504 nChanged 6 SP:Iteration 1Q (13056.840000 sec): 3 clusters Score: Raw -15388.101316 + Penalty 2394.843614 = -12993.257703 nChanged 1 SP:Iteration 2Q (13057.040000 sec): 3 clusters Score: Raw -15392.987372 + Penalty 2394.843614 = -12998.143758 nChanged 1 SP:Iteration 3Q (13057.260000 sec): 3 clusters Score: Raw -15401.101519 + Penalty 2394.843614 = -13006.257905 nChanged 0 SP:Iteration 4F (13057.420000 sec): 3 clusters Score: Raw -15401.101519 + Penalty 2394.843614 = -13006.257905 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13057.520000 sec): 2 clusters Score: Raw -33556.094967 + Penalty 1381.894200 = -32174.200767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13057.680000 sec): 3 clusters Score: Raw -33785.887523 + Penalty 2763.788400 = -31022.099123 nChanged 38 SP:Iteration 1F (13057.840000 sec): 3 clusters Score: Raw -34058.909208 + Penalty 2763.788400 = -31295.120808 nChanged 12 SP:Iteration 2Q (13058.040000 sec): 3 clusters Score: Raw -34159.574243 + Penalty 2763.788400 = -31395.785843 nChanged 10 SP:Iteration 3Q (13058.200000 sec): 3 clusters Score: Raw -34264.829551 + Penalty 2763.788400 = -31501.041151 nChanged 4 SP:Iteration 4Q (13058.380000 sec): 3 clusters Score: Raw -34310.725791 + Penalty 2763.788400 = -31546.937391 nChanged 0 SP:Iteration 5F (13058.540000 sec): 3 clusters Score: Raw -34310.725791 + Penalty 2763.788400 = -31546.937391 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13058.640000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13058.810000 sec): 3 clusters Score: Raw -39811.251858 + Penalty 2767.545994 = -37043.705865 nChanged 32 SP:Iteration 1F (13058.950000 sec): 3 clusters Score: Raw -39922.121008 + Penalty 2767.545994 = -37154.575015 nChanged 9 SP:Iteration 2Q (13059.140000 sec): 3 clusters Score: Raw -39962.448084 + Penalty 2767.545994 = -37194.902090 nChanged 1 SP:Iteration 3Q (13059.340000 sec): 3 clusters Score: Raw -39967.816013 + Penalty 2767.545994 = -37200.270019 nChanged 1 SP:Iteration 4Q (13059.530000 sec): 3 clusters Score: Raw -39971.659751 + Penalty 2767.545994 = -37204.113758 nChanged 0 SP:Iteration 5F (13059.720000 sec): 3 clusters Score: Raw -39971.659751 + Penalty 2767.545994 = -37204.113758 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13059.830000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13059.980000 sec): 3 clusters Score: Raw -55745.668681 + Penalty 2952.808694 = -52792.859987 nChanged 48 SP:Iteration 1F (13060.180000 sec): 3 clusters Score: Raw -55860.746724 + Penalty 2952.808694 = -52907.938030 nChanged 10 SP:Iteration 2Q (13060.310000 sec): 3 clusters Score: Raw -55894.444004 + Penalty 2952.808694 = -52941.635310 nChanged 1 SP:Iteration 3Q (13060.520000 sec): 3 clusters Score: Raw -55898.445265 + Penalty 2952.808694 = -52945.636571 nChanged 0 SP:Iteration 4F (13060.670000 sec): 3 clusters Score: Raw -55898.445265 + Penalty 2952.808694 = -52945.636571 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13060.790000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13060.950000 sec): 3 clusters Score: Raw -38696.282716 + Penalty 2744.561186 = -35951.721530 nChanged 25 SP:Iteration 1F (13061.070000 sec): 3 clusters Score: Raw -38799.650672 + Penalty 2744.561186 = -36055.089486 nChanged 5 SP:Iteration 2Q (13061.320000 sec): 3 clusters Score: Raw -38827.859640 + Penalty 2744.561186 = -36083.298453 nChanged 3 SP:Iteration 3Q (13061.450000 sec): 3 clusters Score: Raw -38839.514327 + Penalty 2744.561186 = -36094.953140 nChanged 1 SP:Iteration 4Q (13061.640000 sec): 3 clusters Score: Raw -38843.249899 + Penalty 2744.561186 = -36098.688712 nChanged 0 SP:Iteration 5F (13061.860000 sec): 3 clusters Score: Raw -38843.249899 + Penalty 2744.561186 = -36098.688712 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13061.960000 sec): 2 clusters Score: Raw -38029.407694 + Penalty 1361.256556 = -36668.151138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13062.200000 sec): 3 clusters Score: Raw -38234.670817 + Penalty 2722.513112 = -35512.157705 nChanged 16 SP:Iteration 1F (13062.340000 sec): 3 clusters Score: Raw -38297.208257 + Penalty 2722.513112 = -35574.695145 nChanged 9 SP:Iteration 2Q (13062.530000 sec): 3 clusters Score: Raw -38343.901780 + Penalty 2722.513112 = -35621.388668 nChanged 8 SP:Iteration 3Q (13062.720000 sec): 3 clusters Score: Raw -38399.924987 + Penalty 2722.513112 = -35677.411875 nChanged 5 SP:Iteration 4Q (13062.960000 sec): 3 clusters Score: Raw -38467.697273 + Penalty 2722.513112 = -35745.184161 nChanged 1 SP:Iteration 5Q (13063.110000 sec): 3 clusters Score: Raw -38469.532358 + Penalty 2722.513112 = -35747.019246 nChanged 2 SP:Iteration 6Q (13063.280000 sec): 3 clusters Score: Raw -38483.382291 + Penalty 2722.513112 = -35760.869179 nChanged 5 SP:Iteration 7Q (13063.480000 sec): 3 clusters Score: Raw -38519.978175 + Penalty 2722.513112 = -35797.465063 nChanged 3 SP:Iteration 8Q (13063.700000 sec): 3 clusters Score: Raw -38535.259398 + Penalty 2722.513112 = -35812.746286 nChanged 3 SP:Iteration 9Q (13063.840000 sec): 3 clusters Score: Raw -38551.713982 + Penalty 2722.513112 = -35829.200870 nChanged 1 SP:Iteration 10Q (13064.040000 sec): 3 clusters Score: Raw -38555.839042 + Penalty 2722.513112 = -35833.325930 nChanged 1 SP:Iteration 11Q (13064.250000 sec): 3 clusters Score: Raw -38566.364605 + Penalty 2722.513112 = -35843.851493 nChanged 1 SP:Iteration 12Q (13064.420000 sec): 3 clusters Score: Raw -38570.926668 + Penalty 2722.513112 = -35848.413555 nChanged 0 SP:Iteration 13F (13064.650000 sec): 3 clusters Score: Raw -38570.926668 + Penalty 2722.513112 = -35848.413555 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13064.740000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13064.940000 sec): 3 clusters Score: Raw -14616.379282 + Penalty 2284.164412 = -12332.214870 nChanged 2 SP:Iteration 1Q (13065.140000 sec): 3 clusters Score: Raw -14637.775802 + Penalty 2284.164412 = -12353.611389 nChanged 1 SP:Iteration 2Q (13065.330000 sec): 3 clusters Score: Raw -14648.810513 + Penalty 2284.164412 = -12364.646101 nChanged 0 SP:Iteration 3F (13065.520000 sec): 3 clusters Score: Raw -14648.810513 + Penalty 2284.164412 = -12364.646101 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13065.650000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13065.820000 sec): 3 clusters Score: Raw -66362.514346 + Penalty 3046.450553 = -63316.063793 nChanged 88 SP:Iteration 1F (13066.060000 sec): 3 clusters Score: Raw -66686.115178 + Penalty 3046.450553 = -63639.664625 nChanged 34 SP:Iteration 2F (13066.180000 sec): 3 clusters Score: Raw -66895.452367 + Penalty 3046.450553 = -63849.001814 nChanged 23 SP:Iteration 3Q (13066.340000 sec): 3 clusters Score: Raw -67004.316359 + Penalty 3046.450553 = -63957.865806 nChanged 25 SP:Iteration 4F (13066.550000 sec): 3 clusters Score: Raw -67145.018617 + Penalty 3046.450553 = -64098.568064 nChanged 17 SP:Iteration 5Q (13066.740000 sec): 3 clusters Score: Raw -67223.245287 + Penalty 3046.450553 = -64176.794734 nChanged 15 SP:Iteration 6Q (13066.960000 sec): 3 clusters Score: Raw -67298.166720 + Penalty 3046.450553 = -64251.716167 nChanged 10 SP:Iteration 7Q (13067.120000 sec): 3 clusters Score: Raw -67349.949285 + Penalty 3046.450553 = -64303.498731 nChanged 5 SP:Iteration 8Q (13067.350000 sec): 3 clusters Score: Raw -67374.105343 + Penalty 3046.450553 = -64327.654789 nChanged 7 SP:Iteration 9Q (13067.550000 sec): 3 clusters Score: Raw -67411.698519 + Penalty 3046.450553 = -64365.247966 nChanged 6 SP:Iteration 10Q (13067.730000 sec): 3 clusters Score: Raw -67447.922732 + Penalty 3046.450553 = -64401.472179 nChanged 4 SP:Iteration 11Q (13067.880000 sec): 3 clusters Score: Raw -67468.888260 + Penalty 3046.450553 = -64422.437707 nChanged 4 SP:Iteration 12Q (13068.080000 sec): 3 clusters Score: Raw -67508.209363 + Penalty 3046.450553 = -64461.758810 nChanged 3 SP:Iteration 13Q (13068.250000 sec): 3 clusters Score: Raw -67536.848227 + Penalty 3046.450553 = -64490.397674 nChanged 3 SP:Iteration 14Q (13068.430000 sec): 3 clusters Score: Raw -67567.104051 + Penalty 3046.450553 = -64520.653497 nChanged 3 SP:Iteration 15Q (13068.580000 sec): 3 clusters Score: Raw -67601.860586 + Penalty 3046.450553 = -64555.410033 nChanged 1 SP:Iteration 16Q (13068.770000 sec): 3 clusters Score: Raw -67607.941551 + Penalty 3046.450553 = -64561.490997 nChanged 1 SP:Iteration 17Q (13068.950000 sec): 3 clusters Score: Raw -67623.631859 + Penalty 3046.450553 = -64577.181306 nChanged 0 SP:Iteration 18F (13069.120000 sec): 3 clusters Score: Raw -67623.631859 + Penalty 3046.450553 = -64577.181306 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13069.240000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13069.400000 sec): 3 clusters Score: Raw -24558.300277 + Penalty 2553.157260 = -22005.143016 nChanged 11 SP:Iteration 1F (13069.550000 sec): 3 clusters Score: Raw -24626.385479 + Penalty 2553.157260 = -22073.228218 nChanged 2 SP:Iteration 2Q (13069.700000 sec): 3 clusters Score: Raw -24636.714903 + Penalty 2553.157260 = -22083.557643 nChanged 0 SP:Iteration 3F (13069.850000 sec): 3 clusters Score: Raw -24636.714903 + Penalty 2553.157260 = -22083.557643 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13069.930000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13070.100000 sec): 3 clusters Score: Raw -23873.228214 + Penalty 2465.027397 = -21408.200818 nChanged 6 SP:Iteration 1Q (13070.300000 sec): 3 clusters Score: Raw -23908.206002 + Penalty 2465.027397 = -21443.178605 nChanged 3 SP:Iteration 2Q (13070.480000 sec): 3 clusters Score: Raw -23934.979861 + Penalty 2465.027397 = -21469.952465 nChanged 0 SP:Iteration 3F (13070.650000 sec): 3 clusters Score: Raw -23934.979861 + Penalty 2465.027397 = -21469.952465 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (137158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13071.430000 sec): 2 clusters Score: Raw -21845730.909479 + Penalty 2933.564429 = -21842797.345051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13072.270000 sec): 3 clusters Score: Raw -21756842.417766 + Penalty 5867.128857 = -21750975.288909 nChanged 65625 SP:Iteration 1F (13073.150000 sec): 3 clusters Score: Raw -21795352.046311 + Penalty 5867.128857 = -21789484.917454 nChanged 4617 SP:Iteration 2Q (13074.030000 sec): 3 clusters Score: Raw -21796608.740612 + Penalty 5867.128857 = -21790741.611755 nChanged 5079 SP:Iteration 3Q (13074.920000 sec): 3 clusters Score: Raw -21798096.287665 + Penalty 5867.128857 = -21792229.158808 nChanged 5278 SP:Iteration 4Q (13075.800000 sec): 3 clusters Score: Raw -21799742.193351 + Penalty 5867.128857 = -21793875.064493 nChanged 5493 SP:Iteration 5Q (13076.650000 sec): 3 clusters Score: Raw -21801564.789017 + Penalty 5867.128857 = -21795697.660160 nChanged 5591 SP:Iteration 6Q (13077.480000 sec): 3 clusters Score: Raw -21803438.777697 + Penalty 5867.128857 = -21797571.648840 nChanged 5673 SP:Iteration 7Q (13078.300000 sec): 3 clusters Score: Raw -21805300.363245 + Penalty 5867.128857 = -21799433.234388 nChanged 5529 SP:Iteration 8Q (13079.140000 sec): 3 clusters Score: Raw -21807067.282708 + Penalty 5867.128857 = -21801200.153851 nChanged 5316 SP:Iteration 9Q (13079.990000 sec): 3 clusters Score: Raw -21808664.808705 + Penalty 5867.128857 = -21802797.679848 nChanged 4959 SP:Iteration 10Q (13080.850000 sec): 3 clusters Score: Raw -21810086.308422 + Penalty 5867.128857 = -21804219.179564 nChanged 4658 SP:Iteration 11Q (13081.750000 sec): 3 clusters Score: Raw -21811386.580454 + Penalty 5867.128857 = -21805519.451597 nChanged 4322 SP:Iteration 12Q (13082.630000 sec): 3 clusters Score: Raw -21812610.311049 + Penalty 5867.128857 = -21806743.182191 nChanged 4313 SP:Iteration 13Q (13083.590000 sec): 3 clusters Score: Raw -21813905.137844 + Penalty 5867.128857 = -21808038.008987 nChanged 4337 SP:Iteration 14Q (13084.520000 sec): 3 clusters Score: Raw -21815354.818518 + Penalty 5867.128857 = -21809487.689661 nChanged 4607 SP:Iteration 15Q (13085.440000 sec): 3 clusters Score: Raw -21817101.426440 + Penalty 5867.128857 = -21811234.297583 nChanged 4939 SP:Iteration 16Q (13086.380000 sec): 3 clusters Score: Raw -21819261.764669 + Penalty 5867.128857 = -21813394.635811 nChanged 5352 SP:Iteration 17Q (13087.320000 sec): 3 clusters Score: Raw -21822011.832457 + Penalty 5867.128857 = -21816144.703600 nChanged 5695 SP:Iteration 18Q (13088.320000 sec): 3 clusters Score: Raw -21825352.728628 + Penalty 5867.128857 = -21819485.599770 nChanged 5844 SP:Iteration 19Q (13089.290000 sec): 3 clusters Score: Raw -21829317.864069 + Penalty 5867.128857 = -21823450.735212 nChanged 5635 SP:Iteration 20F (13090.150000 sec): 3 clusters Score: Raw -21833594.937035 + Penalty 5867.128857 = -21827727.808178 nChanged 4806 SP:Iteration 21Q (13091.050000 sec): 3 clusters Score: Raw -21837404.254494 + Penalty 5867.128857 = -21831537.125637 nChanged 3543 SP:Iteration 22Q (13091.880000 sec): 3 clusters Score: Raw -21840157.089025 + Penalty 5867.128857 = -21834289.960168 nChanged 2507 SP:Iteration 23Q (13092.690000 sec): 3 clusters Score: Raw -21842047.810504 + Penalty 5867.128857 = -21836180.681647 nChanged 1759 SP:Iteration 24Q (13093.500000 sec): 3 clusters Score: Raw -21843344.614053 + Penalty 5867.128857 = -21837477.485196 nChanged 1239 SP:Iteration 25Q (13094.300000 sec): 3 clusters Score: Raw -21844254.739157 + Penalty 5867.128857 = -21838387.610300 nChanged 856 SP:Iteration 26Q (13095.080000 sec): 3 clusters Score: Raw -21844867.902708 + Penalty 5867.128857 = -21839000.773851 nChanged 580 SP:Iteration 27Q (13095.840000 sec): 3 clusters Score: Raw -21845264.528043 + Penalty 5867.128857 = -21839397.399186 nChanged 354 SP:Iteration 28Q (13096.710000 sec): 3 clusters Score: Raw -21845487.522159 + Penalty 5867.128857 = -21839620.393302 nChanged 241 SP:Iteration 29Q (13097.520000 sec): 3 clusters Score: Raw -21845651.982898 + Penalty 5867.128857 = -21839784.854040 nChanged 174 SP:Iteration 30Q (13098.230000 sec): 3 clusters Score: Raw -21845772.540965 + Penalty 5867.128857 = -21839905.412108 nChanged 131 SP:Iteration 31Q (13099.020000 sec): 3 clusters Score: Raw -21845853.983633 + Penalty 5867.128857 = -21839986.854776 nChanged 88 SP:Iteration 32Q (13099.850000 sec): 3 clusters Score: Raw -21845919.775579 + Penalty 5867.128857 = -21840052.646722 nChanged 67 SP:Iteration 33Q (13100.640000 sec): 3 clusters Score: Raw -21845959.856792 + Penalty 5867.128857 = -21840092.727934 nChanged 42 SP:Iteration 34Q (13101.430000 sec): 3 clusters Score: Raw -21845986.442756 + Penalty 5867.128857 = -21840119.313899 nChanged 37 SP:Iteration 35Q (13102.270000 sec): 3 clusters Score: Raw -21846008.147042 + Penalty 5867.128857 = -21840141.018184 nChanged 18 SP:Iteration 36Q (13103.160000 sec): 3 clusters Score: Raw -21846020.231674 + Penalty 5867.128857 = -21840153.102817 nChanged 20 SP:Iteration 37Q (13103.960000 sec): 3 clusters Score: Raw -21846035.820890 + Penalty 5867.128857 = -21840168.692033 nChanged 24 SP:Iteration 38Q (13104.820000 sec): 3 clusters Score: Raw -21846051.618889 + Penalty 5867.128857 = -21840184.490031 nChanged 19 SP:Iteration 39Q (13105.640000 sec): 3 clusters Score: Raw -21846067.482943 + Penalty 5867.128857 = -21840200.354085 nChanged 17 SP:Iteration 40F (13106.540000 sec): 3 clusters Score: Raw -21846079.400898 + Penalty 5867.128857 = -21840212.272040 nChanged 19 SP:Iteration 41Q (13107.350000 sec): 3 clusters Score: Raw -21846091.455829 + Penalty 5867.128857 = -21840224.326971 nChanged 12 SP:Iteration 42Q (13108.120000 sec): 3 clusters Score: Raw -21846099.850164 + Penalty 5867.128857 = -21840232.721307 nChanged 13 SP:Iteration 43Q (13108.910000 sec): 3 clusters Score: Raw -21846107.878479 + Penalty 5867.128857 = -21840240.749622 nChanged 6 SP:Iteration 44Q (13109.740000 sec): 3 clusters Score: Raw -21846114.149921 + Penalty 5867.128857 = -21840247.021064 nChanged 8 SP:Iteration 45Q (13110.540000 sec): 3 clusters Score: Raw -21846120.492589 + Penalty 5867.128857 = -21840253.363732 nChanged 7 SP:Iteration 46Q (13111.340000 sec): 3 clusters Score: Raw -21846124.293519 + Penalty 5867.128857 = -21840257.164662 nChanged 4 SP:Iteration 47Q (13112.150000 sec): 3 clusters Score: Raw -21846126.739913 + Penalty 5867.128857 = -21840259.611056 nChanged 3 SP:Iteration 48Q (13113.030000 sec): 3 clusters Score: Raw -21846128.836865 + Penalty 5867.128857 = -21840261.708007 nChanged 2 SP:Iteration 49Q (13113.910000 sec): 3 clusters Score: Raw -21846129.948173 + Penalty 5867.128857 = -21840262.819316 nChanged 2 SP:Iteration 50Q (13114.790000 sec): 3 clusters Score: Raw -21846132.123409 + Penalty 5867.128857 = -21840264.994552 nChanged 4 SP:Iteration 51Q (13115.550000 sec): 3 clusters Score: Raw -21846135.023381 + Penalty 5867.128857 = -21840267.894523 nChanged 6 SP:Iteration 52Q (13116.450000 sec): 3 clusters Score: Raw -21846139.398178 + Penalty 5867.128857 = -21840272.269321 nChanged 7 SP:Iteration 53Q (13117.230000 sec): 3 clusters Score: Raw -21846145.124626 + Penalty 5867.128857 = -21840277.995768 nChanged 3 SP:Iteration 54Q (13118.010000 sec): 3 clusters Score: Raw -21846148.128877 + Penalty 5867.128857 = -21840281.000020 nChanged 2 SP:Iteration 55Q (13118.810000 sec): 3 clusters Score: Raw -21846149.446131 + Penalty 5867.128857 = -21840282.317274 nChanged 0 SP:Iteration 56F (13119.590000 sec): 3 clusters Score: Raw -21846149.446131 + Penalty 5867.128857 = -21840282.317274 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13119.770000 sec): 2 clusters Score: Raw -36336.610555 + Penalty 1357.123127 = -34979.487428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13119.960000 sec): 3 clusters Score: Raw -36518.798919 + Penalty 2714.246254 = -33804.552665 nChanged 32 SP:Iteration 1F (13120.110000 sec): 3 clusters Score: Raw -36705.985560 + Penalty 2714.246254 = -33991.739306 nChanged 15 SP:Iteration 2F (13120.270000 sec): 3 clusters Score: Raw -36834.899669 + Penalty 2714.246254 = -34120.653415 nChanged 6 SP:Iteration 3Q (13120.450000 sec): 3 clusters Score: Raw -36909.917671 + Penalty 2714.246254 = -34195.671417 nChanged 4 SP:Iteration 4Q (13120.630000 sec): 3 clusters Score: Raw -36940.690233 + Penalty 2714.246254 = -34226.443979 nChanged 7 SP:Iteration 5Q (13120.830000 sec): 3 clusters Score: Raw -36979.070529 + Penalty 2714.246254 = -34264.824275 nChanged 6 SP:Iteration 6Q (13121.010000 sec): 3 clusters Score: Raw -37049.265723 + Penalty 2714.246254 = -34335.019469 nChanged 3 SP:Iteration 7Q (13121.180000 sec): 3 clusters Score: Raw -37073.364905 + Penalty 2714.246254 = -34359.118650 nChanged 1 SP:Iteration 8Q (13121.340000 sec): 3 clusters Score: Raw -37081.075388 + Penalty 2714.246254 = -34366.829134 nChanged 1 SP:Iteration 9Q (13121.450000 sec): 3 clusters Score: Raw -37089.570506 + Penalty 2714.246254 = -34375.324252 nChanged 2 SP:Iteration 10Q (13121.640000 sec): 3 clusters Score: Raw -37105.985509 + Penalty 2714.246254 = -34391.739255 nChanged 1 SP:Iteration 11Q (13121.830000 sec): 3 clusters Score: Raw -37123.670649 + Penalty 2714.246254 = -34409.424395 nChanged 1 SP:Iteration 12Q (13122.000000 sec): 3 clusters Score: Raw -37134.168599 + Penalty 2714.246254 = -34419.922345 nChanged 1 SP:Iteration 13Q (13122.190000 sec): 3 clusters Score: Raw -37140.496948 + Penalty 2714.246254 = -34426.250694 nChanged 1 SP:Iteration 14Q (13122.350000 sec): 3 clusters Score: Raw -37146.266030 + Penalty 2714.246254 = -34432.019776 nChanged 1 SP:Iteration 15Q (13122.550000 sec): 3 clusters Score: Raw -37151.063358 + Penalty 2714.246254 = -34436.817104 nChanged 1 SP:Iteration 16Q (13122.690000 sec): 3 clusters Score: Raw -37156.216423 + Penalty 2714.246254 = -34441.970169 nChanged 0 SP:Iteration 17F (13122.880000 sec): 3 clusters Score: Raw -37156.216423 + Penalty 2714.246254 = -34441.970169 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13123.020000 sec): 2 clusters Score: Raw -1275648.469503 + Penalty 2230.277548 = -1273418.191955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13123.230000 sec): 3 clusters Score: Raw -1271436.163969 + Penalty 4460.555097 = -1266975.608873 nChanged 3310 SP:Iteration 1F (13123.490000 sec): 3 clusters Score: Raw -1273189.362664 + Penalty 4460.555097 = -1268728.807567 nChanged 546 SP:Iteration 2F (13123.660000 sec): 3 clusters Score: Raw -1273473.212058 + Penalty 4460.555097 = -1269012.656961 nChanged 416 SP:Iteration 3F (13123.860000 sec): 3 clusters Score: Raw -1273675.672037 + Penalty 4460.555097 = -1269215.116940 nChanged 363 SP:Iteration 4Q (13124.090000 sec): 3 clusters Score: Raw -1273870.077623 + Penalty 4460.555097 = -1269409.522527 nChanged 344 SP:Iteration 5Q (13124.310000 sec): 3 clusters Score: Raw -1274049.206325 + Penalty 4460.555097 = -1269588.651229 nChanged 322 SP:Iteration 6Q (13124.550000 sec): 3 clusters Score: Raw -1274222.150562 + Penalty 4460.555097 = -1269761.595465 nChanged 306 SP:Iteration 7Q (13124.770000 sec): 3 clusters Score: Raw -1274380.465957 + Penalty 4460.555097 = -1269919.910861 nChanged 290 SP:Iteration 8Q (13124.970000 sec): 3 clusters Score: Raw -1274542.452460 + Penalty 4460.555097 = -1270081.897363 nChanged 279 SP:Iteration 9Q (13125.220000 sec): 3 clusters Score: Raw -1274700.535361 + Penalty 4460.555097 = -1270239.980265 nChanged 266 SP:Iteration 10Q (13125.480000 sec): 3 clusters Score: Raw -1274874.529035 + Penalty 4460.555097 = -1270413.973938 nChanged 264 SP:Iteration 11Q (13125.650000 sec): 3 clusters Score: Raw -1275039.298407 + Penalty 4460.555097 = -1270578.743310 nChanged 244 SP:Iteration 12Q (13125.910000 sec): 3 clusters Score: Raw -1275193.372287 + Penalty 4460.555097 = -1270732.817190 nChanged 208 SP:Iteration 13Q (13126.120000 sec): 3 clusters Score: Raw -1275330.780873 + Penalty 4460.555097 = -1270870.225776 nChanged 170 SP:Iteration 14Q (13126.310000 sec): 3 clusters Score: Raw -1275442.905155 + Penalty 4460.555097 = -1270982.350058 nChanged 146 SP:Iteration 15Q (13126.530000 sec): 3 clusters Score: Raw -1275540.206835 + Penalty 4460.555097 = -1271079.651738 nChanged 116 SP:Iteration 16Q (13126.770000 sec): 3 clusters Score: Raw -1275606.118307 + Penalty 4460.555097 = -1271145.563210 nChanged 95 SP:Iteration 17Q (13126.960000 sec): 3 clusters Score: Raw -1275659.698442 + Penalty 4460.555097 = -1271199.143346 nChanged 81 SP:Iteration 18Q (13127.200000 sec): 3 clusters Score: Raw -1275706.061883 + Penalty 4460.555097 = -1271245.506786 nChanged 69 SP:Iteration 19Q (13127.410000 sec): 3 clusters Score: Raw -1275746.594380 + Penalty 4460.555097 = -1271286.039283 nChanged 49 SP:Iteration 20F (13127.620000 sec): 3 clusters Score: Raw -1275771.312773 + Penalty 4460.555097 = -1271310.757677 nChanged 51 SP:Iteration 21Q (13127.850000 sec): 3 clusters Score: Raw -1275800.122194 + Penalty 4460.555097 = -1271339.567098 nChanged 47 SP:Iteration 22Q (13128.070000 sec): 3 clusters Score: Raw -1275829.006948 + Penalty 4460.555097 = -1271368.451852 nChanged 38 SP:Iteration 23Q (13128.270000 sec): 3 clusters Score: Raw -1275854.576218 + Penalty 4460.555097 = -1271394.021121 nChanged 37 SP:Iteration 24Q (13128.450000 sec): 3 clusters Score: Raw -1275875.362244 + Penalty 4460.555097 = -1271414.807147 nChanged 31 SP:Iteration 25Q (13128.680000 sec): 3 clusters Score: Raw -1275895.340804 + Penalty 4460.555097 = -1271434.785707 nChanged 30 SP:Iteration 26Q (13128.890000 sec): 3 clusters Score: Raw -1275915.997945 + Penalty 4460.555097 = -1271455.442848 nChanged 23 SP:Iteration 27Q (13129.070000 sec): 3 clusters Score: Raw -1275929.901713 + Penalty 4460.555097 = -1271469.346616 nChanged 14 SP:Iteration 28Q (13129.280000 sec): 3 clusters Score: Raw -1275938.087562 + Penalty 4460.555097 = -1271477.532466 nChanged 14 SP:Iteration 29Q (13129.480000 sec): 3 clusters Score: Raw -1275945.220179 + Penalty 4460.555097 = -1271484.665082 nChanged 12 SP:Iteration 30Q (13129.710000 sec): 3 clusters Score: Raw -1275950.593012 + Penalty 4460.555097 = -1271490.037915 nChanged 5 SP:Iteration 31Q (13129.890000 sec): 3 clusters Score: Raw -1275952.485915 + Penalty 4460.555097 = -1271491.930818 nChanged 0 SP:Iteration 32F (13130.110000 sec): 3 clusters Score: Raw -1275952.485915 + Penalty 4460.555097 = -1271491.930818 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13130.210000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13130.390000 sec): 3 clusters Score: Raw -45275.316719 + Penalty 2850.116783 = -42425.199937 nChanged 43 SP:Iteration 1F (13130.580000 sec): 3 clusters Score: Raw -45453.447427 + Penalty 2850.116783 = -42603.330645 nChanged 16 SP:Iteration 2F (13130.750000 sec): 3 clusters Score: Raw -45536.791167 + Penalty 2850.116783 = -42686.674384 nChanged 8 SP:Iteration 3Q (13130.960000 sec): 3 clusters Score: Raw -45561.071198 + Penalty 2850.116783 = -42710.954416 nChanged 3 SP:Iteration 4Q (13131.130000 sec): 3 clusters Score: Raw -45570.590269 + Penalty 2850.116783 = -42720.473487 nChanged 3 SP:Iteration 5Q (13131.270000 sec): 3 clusters Score: Raw -45579.878892 + Penalty 2850.116783 = -42729.762110 nChanged 3 SP:Iteration 6Q (13131.460000 sec): 3 clusters Score: Raw -45589.238780 + Penalty 2850.116783 = -42739.121998 nChanged 1 SP:Iteration 7Q (13131.620000 sec): 3 clusters Score: Raw -45591.406714 + Penalty 2850.116783 = -42741.289932 nChanged 1 SP:Iteration 8Q (13131.810000 sec): 3 clusters Score: Raw -45594.475050 + Penalty 2850.116783 = -42744.358267 nChanged 0 SP:Iteration 9F (13131.990000 sec): 3 clusters Score: Raw -45594.475050 + Penalty 2850.116783 = -42744.358267 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13132.040000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13132.270000 sec): 3 clusters Score: Raw -46568.305251 + Penalty 2845.339860 = -43722.965391 nChanged 54 SP:Iteration 1F (13132.450000 sec): 3 clusters Score: Raw -46768.863709 + Penalty 2845.339860 = -43923.523849 nChanged 8 SP:Iteration 2Q (13132.600000 sec): 3 clusters Score: Raw -46804.135866 + Penalty 2845.339860 = -43958.796007 nChanged 2 SP:Iteration 3Q (13132.760000 sec): 3 clusters Score: Raw -46818.826282 + Penalty 2845.339860 = -43973.486422 nChanged 1 SP:Iteration 4Q (13132.970000 sec): 3 clusters Score: Raw -46822.941345 + Penalty 2845.339860 = -43977.601485 nChanged 1 SP:Iteration 5Q (13133.150000 sec): 3 clusters Score: Raw -46825.596951 + Penalty 2845.339860 = -43980.257091 nChanged 0 SP:Iteration 6F (13133.350000 sec): 3 clusters Score: Raw -46825.596951 + Penalty 2845.339860 = -43980.257091 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13133.400000 sec): 2 clusters Score: Raw -28067.462823 + Penalty 1327.260817 = -26740.202006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13133.580000 sec): 3 clusters Score: Raw -28249.153857 + Penalty 2654.521634 = -25594.632223 nChanged 19 SP:Iteration 1F (13133.810000 sec): 3 clusters Score: Raw -28364.343164 + Penalty 2654.521634 = -25709.821530 nChanged 6 SP:Iteration 2Q (13133.930000 sec): 3 clusters Score: Raw -28390.866166 + Penalty 2654.521634 = -25736.344532 nChanged 4 SP:Iteration 3Q (13134.140000 sec): 3 clusters Score: Raw -28423.713952 + Penalty 2654.521634 = -25769.192318 nChanged 3 SP:Iteration 4Q (13134.280000 sec): 3 clusters Score: Raw -28462.971697 + Penalty 2654.521634 = -25808.450063 nChanged 1 SP:Iteration 5Q (13134.450000 sec): 3 clusters Score: Raw -28475.770188 + Penalty 2654.521634 = -25821.248554 nChanged 1 SP:Iteration 6Q (13134.640000 sec): 3 clusters Score: Raw -28488.881291 + Penalty 2654.521634 = -25834.359657 nChanged 1 SP:Iteration 7Q (13134.770000 sec): 3 clusters Score: Raw -28515.527389 + Penalty 2654.521634 = -25861.005755 nChanged 1 SP:Iteration 8Q (13134.970000 sec): 3 clusters Score: Raw -28584.794473 + Penalty 2654.521634 = -25930.272839 nChanged 1 SP:Iteration 9Q (13135.110000 sec): 3 clusters Score: Raw -28604.888429 + Penalty 2654.521634 = -25950.366795 nChanged 2 SP:Iteration 10Q (13135.280000 sec): 3 clusters Score: Raw -28616.440539 + Penalty 2654.521634 = -25961.918904 nChanged 1 SP:Iteration 11Q (13135.460000 sec): 3 clusters Score: Raw -28649.802371 + Penalty 2654.521634 = -25995.280737 nChanged 3 SP:Iteration 12Q (13135.650000 sec): 3 clusters Score: Raw -28707.632456 + Penalty 2654.521634 = -26053.110822 nChanged 1 SP:Iteration 13Q (13135.850000 sec): 3 clusters Score: Raw -28714.317099 + Penalty 2654.521634 = -26059.795465 nChanged 1 SP:Iteration 14Q (13136.010000 sec): 3 clusters Score: Raw -28721.190395 + Penalty 2654.521634 = -26066.668761 nChanged 1 SP:Iteration 15Q (13136.160000 sec): 3 clusters Score: Raw -28731.111468 + Penalty 2654.521634 = -26076.589833 nChanged 3 SP:Iteration 16Q (13136.330000 sec): 3 clusters Score: Raw -28746.421357 + Penalty 2654.521634 = -26091.899723 nChanged 0 SP:Iteration 17F (13136.480000 sec): 3 clusters Score: Raw -28746.421357 + Penalty 2654.521634 = -26091.899723 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13136.590000 sec): 2 clusters Score: Raw -33503.684450 + Penalty 1330.762052 = -32172.922399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13136.780000 sec): 3 clusters Score: Raw -33720.159969 + Penalty 2661.524103 = -31058.635866 nChanged 21 SP:Iteration 1F (13136.940000 sec): 3 clusters Score: Raw -33801.804284 + Penalty 2661.524103 = -31140.280181 nChanged 5 SP:Iteration 2Q (13137.090000 sec): 3 clusters Score: Raw -33849.217299 + Penalty 2661.524103 = -31187.693196 nChanged 2 SP:Iteration 3Q (13137.270000 sec): 3 clusters Score: Raw -33861.049947 + Penalty 2661.524103 = -31199.525844 nChanged 2 SP:Iteration 4Q (13137.480000 sec): 3 clusters Score: Raw -33869.021537 + Penalty 2661.524103 = -31207.497433 nChanged 0 SP:Iteration 5F (13137.650000 sec): 3 clusters Score: Raw -33869.021537 + Penalty 2661.524103 = -31207.497433 nChanged 0 Iteration 259Q (13176.130000 sec): 65 clusters Score: Raw -120276663.818566 + Penalty 215263.331877 = -120061400.486689 nChanged 32 Iteration 260F (13275.010000 sec): 65 clusters Score: Raw -120276968.643934 + Penalty 215263.331877 = -120061705.312057 nChanged 37 Iteration 261Q (13313.100000 sec): 65 clusters Score: Raw -120277504.703008 + Penalty 215263.331877 = -120062241.371131 nChanged 22 Iteration 262Q (13353.640000 sec): 65 clusters Score: Raw -120277505.512513 + Penalty 215263.331877 = -120062242.180636 nChanged 23 Iteration 263Q (13396.960000 sec): 65 clusters Score: Raw -120277506.442101 + Penalty 215263.331877 = -120062243.110224 nChanged 34 Iteration 264Q (13435.840000 sec): 65 clusters Score: Raw -120277507.809643 + Penalty 215263.331877 = -120062244.477766 nChanged 23 Iteration 265Q (13479.260000 sec): 65 clusters Score: Raw -120277508.623628 + Penalty 215263.331877 = -120062245.291751 nChanged 25 Iteration 266Q (13521.540000 sec): 65 clusters Score: Raw -120277509.728161 + Penalty 215263.331877 = -120062246.396283 nChanged 27 Iteration 267Q (13558.570000 sec): 65 clusters Score: Raw -120277510.821579 + Penalty 215263.331877 = -120062247.489702 nChanged 28 Iteration 268Q (13596.110000 sec): 65 clusters Score: Raw -120277511.829619 + Penalty 215263.331877 = -120062248.497742 nChanged 25 Iteration 269Q (13634.480000 sec): 65 clusters Score: Raw -120277512.747177 + Penalty 215263.331877 = -120062249.415300 nChanged 28 Iteration 270Q (13672.810000 sec): 65 clusters Score: Raw -120277513.621753 + Penalty 215263.331877 = -120062250.289875 nChanged 27 Iteration 271Q (13712.370000 sec): 65 clusters Score: Raw -120277514.618242 + Penalty 215263.331877 = -120062251.286365 nChanged 28 Iteration 272Q (13749.760000 sec): 65 clusters Score: Raw -120277515.554974 + Penalty 215263.331877 = -120062252.223097 nChanged 21 Iteration 273Q (13791.140000 sec): 65 clusters Score: Raw -120277516.237968 + Penalty 215263.331877 = -120062252.906091 nChanged 19 Iteration 274Q (13831.960000 sec): 65 clusters Score: Raw -120277516.668048 + Penalty 215263.331877 = -120062253.336171 nChanged 16 Iteration 275Q (13873.950000 sec): 65 clusters Score: Raw -120277517.107731 + Penalty 215263.331877 = -120062253.775854 nChanged 19 Iteration 276Q (13912.020000 sec): 65 clusters Score: Raw -120277517.577679 + Penalty 215263.331877 = -120062254.245802 nChanged 17 Iteration 277Q (13947.690000 sec): 65 clusters Score: Raw -120277518.134307 + Penalty 215263.331877 = -120062254.802430 nChanged 22 Iteration 278Q (13990.130000 sec): 65 clusters Score: Raw -120277518.592317 + Penalty 215263.331877 = -120062255.260440 nChanged 18 Iteration 279Q (14027.450000 sec): 65 clusters Score: Raw -120277518.999632 + Penalty 215263.331877 = -120062255.667755 nChanged 25 Iteration 280F (14129.990000 sec): 65 clusters Score: Raw -120278322.551616 + Penalty 215263.331877 = -120063059.219739 nChanged 30 Iteration 281Q (14172.650000 sec): 65 clusters Score: Raw -120278901.864233 + Penalty 215263.331877 = -120063638.532356 nChanged 25 Iteration 282Q (14210.580000 sec): 65 clusters Score: Raw -120278918.326409 + Penalty 215263.331877 = -120063654.994532 nChanged 28 Iteration 283Q (14248.600000 sec): 65 clusters Score: Raw -120278922.937726 + Penalty 215263.331877 = -120063659.605849 nChanged 32 Iteration 284Q (14286.250000 sec): 65 clusters Score: Raw -120278923.844378 + Penalty 215263.331877 = -120063660.512500 nChanged 28 Iteration 285Q (14323.010000 sec): 65 clusters Score: Raw -120278924.799976 + Penalty 215263.331877 = -120063661.468099 nChanged 22 Iteration 286Q (14360.120000 sec): 65 clusters Score: Raw -120278925.572737 + Penalty 215263.331877 = -120063662.240860 nChanged 21 Iteration 287Q (14394.480000 sec): 65 clusters Score: Raw -120278926.173414 + Penalty 215263.331877 = -120063662.841537 nChanged 21 Iteration 288Q (14433.510000 sec): 65 clusters Score: Raw -120278926.605489 + Penalty 215263.331877 = -120063663.273612 nChanged 17 Iteration 289Q (14473.220000 sec): 65 clusters Score: Raw -120278927.124937 + Penalty 215263.331877 = -120063663.793060 nChanged 14 Iteration 290Q (14515.150000 sec): 65 clusters Score: Raw -120278927.581997 + Penalty 215263.331877 = -120063664.250120 nChanged 15 Iteration 291Q (14551.940000 sec): 65 clusters Score: Raw -120278928.219894 + Penalty 215263.331877 = -120063664.888017 nChanged 21 Iteration 292Q (14592.880000 sec): 65 clusters Score: Raw -120278928.777124 + Penalty 215263.331877 = -120063665.445247 nChanged 14 Iteration 293Q (14635.260000 sec): 65 clusters Score: Raw -120278929.057434 + Penalty 215263.331877 = -120063665.725557 nChanged 18 Iteration 294Q (14676.760000 sec): 65 clusters Score: Raw -120278929.551233 + Penalty 215263.331877 = -120063666.219356 nChanged 20 Iteration 295Q (14717.140000 sec): 65 clusters Score: Raw -120278930.193178 + Penalty 215263.331877 = -120063666.861301 nChanged 15 Iteration 296Q (14763.950000 sec): 65 clusters Score: Raw -120278930.480488 + Penalty 215263.331877 = -120063667.148611 nChanged 8 Iteration 297Q (14806.110000 sec): 65 clusters Score: Raw -120278930.651731 + Penalty 215263.331877 = -120063667.319854 nChanged 6 Iteration 298Q (14842.830000 sec): 65 clusters Score: Raw -120278930.723036 + Penalty 215263.331877 = -120063667.391159 nChanged 2 Writing temp clu file Because OldScore, -120063667.319854, is greater than current (better) Score,-120063667.391159 Compute initial score before splitting: Score: Raw -120278930.723036 + Penalty 215263.331877 = -120063667.391159 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14844.190000 sec): 2 clusters Score: Raw -39098856.858603 + Penalty 3079.958144 = -39095776.900460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14845.640000 sec): 3 clusters Score: Raw -38936303.645850 + Penalty 6159.916287 = -38930143.729563 nChanged 119291 SP:Iteration 1F (14847.040000 sec): 3 clusters Score: Raw -39005263.355776 + Penalty 6159.916287 = -38999103.439489 nChanged 6578 SP:Iteration 2Q (14848.490000 sec): 3 clusters Score: Raw -39006721.275888 + Penalty 6159.916287 = -39000561.359601 nChanged 7526 SP:Iteration 3Q (14849.940000 sec): 3 clusters Score: Raw -39008808.659136 + Penalty 6159.916287 = -39002648.742849 nChanged 8891 SP:Iteration 4Q (14851.340000 sec): 3 clusters Score: Raw -39012103.605494 + Penalty 6159.916287 = -39005943.689206 nChanged 11504 SP:Iteration 5Q (14852.840000 sec): 3 clusters Score: Raw -39017779.554097 + Penalty 6159.916287 = -39011619.637810 nChanged 15262 SP:Iteration 6F (14854.260000 sec): 3 clusters Score: Raw -39027698.098246 + Penalty 6159.916287 = -39021538.181959 nChanged 19162 SP:Iteration 7F (14855.650000 sec): 3 clusters Score: Raw -39043105.682730 + Penalty 6159.916287 = -39036945.766442 nChanged 20923 SP:Iteration 8F (14857.020000 sec): 3 clusters Score: Raw -39062186.971255 + Penalty 6159.916287 = -39056027.054968 nChanged 17951 SP:Iteration 9F (14858.400000 sec): 3 clusters Score: Raw -39079195.294555 + Penalty 6159.916287 = -39073035.378268 nChanged 11534 SP:Iteration 10Q (14859.800000 sec): 3 clusters Score: Raw -39090026.630306 + Penalty 6159.916287 = -39083866.714019 nChanged 6069 SP:Iteration 11Q (14861.240000 sec): 3 clusters Score: Raw -39095522.518328 + Penalty 6159.916287 = -39089362.602041 nChanged 2561 SP:Iteration 12Q (14862.650000 sec): 3 clusters Score: Raw -39097739.704209 + Penalty 6159.916287 = -39091579.787922 nChanged 969 SP:Iteration 13Q (14863.940000 sec): 3 clusters Score: Raw -39098574.966226 + Penalty 6159.916287 = -39092415.049939 nChanged 346 SP:Iteration 14Q (14865.080000 sec): 3 clusters Score: Raw -39098883.409442 + Penalty 6159.916287 = -39092723.493155 nChanged 162 SP:Iteration 15Q (14866.280000 sec): 3 clusters Score: Raw -39099031.291158 + Penalty 6159.916287 = -39092871.374870 nChanged 90 SP:Iteration 16Q (14867.430000 sec): 3 clusters Score: Raw -39099119.863461 + Penalty 6159.916287 = -39092959.947174 nChanged 44 SP:Iteration 17Q (14868.660000 sec): 3 clusters Score: Raw -39099171.981137 + Penalty 6159.916287 = -39093012.064850 nChanged 29 SP:Iteration 18Q (14869.770000 sec): 3 clusters Score: Raw -39099205.952958 + Penalty 6159.916287 = -39093046.036671 nChanged 15 SP:Iteration 19Q (14870.890000 sec): 3 clusters Score: Raw -39099222.675000 + Penalty 6159.916287 = -39093062.758713 nChanged 14 SP:Iteration 20F (14872.290000 sec): 3 clusters Score: Raw -39099237.616182 + Penalty 6159.916287 = -39093077.699894 nChanged 15 SP:Iteration 21Q (14873.400000 sec): 3 clusters Score: Raw -39099252.840900 + Penalty 6159.916287 = -39093092.924612 nChanged 11 SP:Iteration 22Q (14874.600000 sec): 3 clusters Score: Raw -39099262.529466 + Penalty 6159.916287 = -39093102.613179 nChanged 11 SP:Iteration 23Q (14875.840000 sec): 3 clusters Score: Raw -39099273.084133 + Penalty 6159.916287 = -39093113.167846 nChanged 5 SP:Iteration 24Q (14877.010000 sec): 3 clusters Score: Raw -39099276.108818 + Penalty 6159.916287 = -39093116.192531 nChanged 2 SP:Iteration 25Q (14878.180000 sec): 3 clusters Score: Raw -39099277.221347 + Penalty 6159.916287 = -39093117.305060 nChanged 3 SP:Iteration 26Q (14879.230000 sec): 3 clusters Score: Raw -39099278.674761 + Penalty 6159.916287 = -39093118.758474 nChanged 1 SP:Iteration 27Q (14880.230000 sec): 3 clusters Score: Raw -39099279.728092 + Penalty 6159.916287 = -39093119.811804 nChanged 2 SP:Iteration 28Q (14881.370000 sec): 3 clusters Score: Raw -39099281.993419 + Penalty 6159.916287 = -39093122.077132 nChanged 5 SP:Iteration 29Q (14882.520000 sec): 3 clusters Score: Raw -39099286.664277 + Penalty 6159.916287 = -39093126.747990 nChanged 2 SP:Iteration 30Q (14883.630000 sec): 3 clusters Score: Raw -39099288.968656 + Penalty 6159.916287 = -39093129.052368 nChanged 0 SP:Iteration 31F (14884.990000 sec): 3 clusters Score: Raw -39099288.968656 + Penalty 6159.916287 = -39093129.052368 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14885.230000 sec): 2 clusters Score: Raw -1951862.512871 + Penalty 2346.506923 = -1949516.005948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14885.520000 sec): 3 clusters Score: Raw -1944783.065306 + Penalty 4693.013846 = -1940090.051459 nChanged 5452 SP:Iteration 1F (14885.770000 sec): 3 clusters Score: Raw -1947895.120774 + Penalty 4693.013846 = -1943202.106927 nChanged 944 SP:Iteration 2F (14886.050000 sec): 3 clusters Score: Raw -1948591.722031 + Penalty 4693.013846 = -1943898.708185 nChanged 906 SP:Iteration 3F (14886.280000 sec): 3 clusters Score: Raw -1949443.179432 + Penalty 4693.013846 = -1944750.165585 nChanged 1036 SP:Iteration 4F (14886.510000 sec): 3 clusters Score: Raw -1950368.586008 + Penalty 4693.013846 = -1945675.572161 nChanged 875 SP:Iteration 5F (14886.790000 sec): 3 clusters Score: Raw -1951065.553803 + Penalty 4693.013846 = -1946372.539956 nChanged 777 SP:Iteration 6F (14887.010000 sec): 3 clusters Score: Raw -1951683.504317 + Penalty 4693.013846 = -1946990.490471 nChanged 639 SP:Iteration 7Q (14887.290000 sec): 3 clusters Score: Raw -1952185.606758 + Penalty 4693.013846 = -1947492.592911 nChanged 562 SP:Iteration 8Q (14887.540000 sec): 3 clusters Score: Raw -1952629.069770 + Penalty 4693.013846 = -1947936.055924 nChanged 449 SP:Iteration 9Q (14887.790000 sec): 3 clusters Score: Raw -1952996.925427 + Penalty 4693.013846 = -1948303.911581 nChanged 386 SP:Iteration 10Q (14888.080000 sec): 3 clusters Score: Raw -1953237.034523 + Penalty 4693.013846 = -1948544.020677 nChanged 310 SP:Iteration 11Q (14888.270000 sec): 3 clusters Score: Raw -1953400.087266 + Penalty 4693.013846 = -1948707.073419 nChanged 234 SP:Iteration 12Q (14888.540000 sec): 3 clusters Score: Raw -1953509.781150 + Penalty 4693.013846 = -1948816.767304 nChanged 157 SP:Iteration 13Q (14888.780000 sec): 3 clusters Score: Raw -1953560.652827 + Penalty 4693.013846 = -1948867.638981 nChanged 95 SP:Iteration 14Q (14888.990000 sec): 3 clusters Score: Raw -1953587.171512 + Penalty 4693.013846 = -1948894.157666 nChanged 83 SP:Iteration 15Q (14889.270000 sec): 3 clusters Score: Raw -1953612.213553 + Penalty 4693.013846 = -1948919.199707 nChanged 56 SP:Iteration 16Q (14889.470000 sec): 3 clusters Score: Raw -1953625.204578 + Penalty 4693.013846 = -1948932.190731 nChanged 47 SP:Iteration 17Q (14889.730000 sec): 3 clusters Score: Raw -1953633.052897 + Penalty 4693.013846 = -1948940.039051 nChanged 24 SP:Iteration 18Q (14890.020000 sec): 3 clusters Score: Raw -1953636.696231 + Penalty 4693.013846 = -1948943.682385 nChanged 24 SP:Iteration 19Q (14890.210000 sec): 3 clusters Score: Raw -1953640.671680 + Penalty 4693.013846 = -1948947.657833 nChanged 20 SP:Iteration 20F (14890.480000 sec): 3 clusters Score: Raw -1953643.772033 + Penalty 4693.013846 = -1948950.758187 nChanged 14 SP:Iteration 21Q (14890.780000 sec): 3 clusters Score: Raw -1953645.236740 + Penalty 4693.013846 = -1948952.222893 nChanged 6 SP:Iteration 22Q (14891.030000 sec): 3 clusters Score: Raw -1953646.217635 + Penalty 4693.013846 = -1948953.203788 nChanged 8 SP:Iteration 23Q (14891.230000 sec): 3 clusters Score: Raw -1953647.559488 + Penalty 4693.013846 = -1948954.545641 nChanged 4 SP:Iteration 24Q (14891.500000 sec): 3 clusters Score: Raw -1953648.061944 + Penalty 4693.013846 = -1948955.048098 nChanged 7 SP:Iteration 25Q (14891.800000 sec): 3 clusters Score: Raw -1953649.119791 + Penalty 4693.013846 = -1948956.105945 nChanged 8 SP:Iteration 26Q (14892.030000 sec): 3 clusters Score: Raw -1953650.233992 + Penalty 4693.013846 = -1948957.220146 nChanged 8 SP:Iteration 27Q (14892.230000 sec): 3 clusters Score: Raw -1953651.216869 + Penalty 4693.013846 = -1948958.203023 nChanged 6 SP:Iteration 28Q (14892.500000 sec): 3 clusters Score: Raw -1953651.790845 + Penalty 4693.013846 = -1948958.776999 nChanged 5 SP:Iteration 29Q (14892.720000 sec): 3 clusters Score: Raw -1953652.136693 + Penalty 4693.013846 = -1948959.122846 nChanged 3 SP:Iteration 30Q (14893.010000 sec): 3 clusters Score: Raw -1953652.501538 + Penalty 4693.013846 = -1948959.487692 nChanged 2 SP:Iteration 31Q (14893.260000 sec): 3 clusters Score: Raw -1953652.641070 + Penalty 4693.013846 = -1948959.627223 nChanged 2 SP:Iteration 32Q (14893.470000 sec): 3 clusters Score: Raw -1953652.946535 + Penalty 4693.013846 = -1948959.932688 nChanged 4 SP:Iteration 33Q (14893.740000 sec): 3 clusters Score: Raw -1953653.723267 + Penalty 4693.013846 = -1948960.709420 nChanged 5 SP:Iteration 34Q (14893.990000 sec): 3 clusters Score: Raw -1953654.229385 + Penalty 4693.013846 = -1948961.215538 nChanged 3 SP:Iteration 35Q (14894.260000 sec): 3 clusters Score: Raw -1953654.768618 + Penalty 4693.013846 = -1948961.754772 nChanged 1 SP:Iteration 36Q (14894.490000 sec): 3 clusters Score: Raw -1953655.297294 + Penalty 4693.013846 = -1948962.283447 nChanged 3 SP:Iteration 37Q (14894.740000 sec): 3 clusters Score: Raw -1953655.745147 + Penalty 4693.013846 = -1948962.731300 nChanged 4 SP:Iteration 38Q (14895.000000 sec): 3 clusters Score: Raw -1953656.078863 + Penalty 4693.013846 = -1948963.065017 nChanged 3 SP:Iteration 39Q (14895.200000 sec): 3 clusters Score: Raw -1953656.425644 + Penalty 4693.013846 = -1948963.411797 nChanged 4 SP:Iteration 40F (14895.430000 sec): 3 clusters Score: Raw -1953656.858961 + Penalty 4693.013846 = -1948963.845114 nChanged 1 SP:Iteration 41Q (14895.660000 sec): 3 clusters Score: Raw -1953656.959119 + Penalty 4693.013846 = -1948963.945272 nChanged 2 SP:Iteration 42Q (14895.880000 sec): 3 clusters Score: Raw -1953657.261563 + Penalty 4693.013846 = -1948964.247716 nChanged 2 SP:Iteration 43Q (14896.110000 sec): 3 clusters Score: Raw -1953657.572047 + Penalty 4693.013846 = -1948964.558200 nChanged 2 SP:Iteration 44Q (14896.360000 sec): 3 clusters Score: Raw -1953657.862662 + Penalty 4693.013846 = -1948964.848816 nChanged 1 SP:Iteration 45Q (14896.630000 sec): 3 clusters Score: Raw -1953657.911320 + Penalty 4693.013846 = -1948964.897473 nChanged 3 SP:Iteration 46Q (14896.820000 sec): 3 clusters Score: Raw -1953658.173575 + Penalty 4693.013846 = -1948965.159728 nChanged 2 SP:Iteration 47Q (14897.070000 sec): 3 clusters Score: Raw -1953658.373125 + Penalty 4693.013846 = -1948965.359279 nChanged 1 SP:Iteration 48Q (14897.300000 sec): 3 clusters Score: Raw -1953658.487521 + Penalty 4693.013846 = -1948965.473675 nChanged 1 SP:Iteration 49Q (14897.520000 sec): 3 clusters Score: Raw -1953658.587774 + Penalty 4693.013846 = -1948965.573927 nChanged 0 SP:Iteration 50F (14897.780000 sec): 3 clusters Score: Raw -1953658.587774 + Penalty 4693.013846 = -1948965.573927 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14897.920000 sec): 2 clusters Score: Raw -749249.662247 + Penalty 2111.469039 = -747138.193208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14898.110000 sec): 3 clusters Score: Raw -746891.278260 + Penalty 4222.938078 = -742668.340182 nChanged 1892 SP:Iteration 1F (14898.310000 sec): 3 clusters Score: Raw -747990.017964 + Penalty 4222.938078 = -743767.079886 nChanged 404 SP:Iteration 2F (14898.500000 sec): 3 clusters Score: Raw -748303.022167 + Penalty 4222.938078 = -744080.084089 nChanged 305 SP:Iteration 3F (14898.680000 sec): 3 clusters Score: Raw -748594.254046 + Penalty 4222.938078 = -744371.315968 nChanged 283 SP:Iteration 4F (14898.900000 sec): 3 clusters Score: Raw -748878.853575 + Penalty 4222.938078 = -744655.915497 nChanged 263 SP:Iteration 5F (14899.070000 sec): 3 clusters Score: Raw -749111.819305 + Penalty 4222.938078 = -744888.881227 nChanged 219 SP:Iteration 6Q (14899.290000 sec): 3 clusters Score: Raw -749271.979270 + Penalty 4222.938078 = -745049.041192 nChanged 186 SP:Iteration 7Q (14899.460000 sec): 3 clusters Score: Raw -749377.753897 + Penalty 4222.938078 = -745154.815819 nChanged 138 SP:Iteration 8Q (14899.690000 sec): 3 clusters Score: Raw -749456.415704 + Penalty 4222.938078 = -745233.477626 nChanged 121 SP:Iteration 9Q (14899.880000 sec): 3 clusters Score: Raw -749515.668331 + Penalty 4222.938078 = -745292.730253 nChanged 100 SP:Iteration 10Q (14900.080000 sec): 3 clusters Score: Raw -749564.883502 + Penalty 4222.938078 = -745341.945424 nChanged 75 SP:Iteration 11Q (14900.320000 sec): 3 clusters Score: Raw -749608.170828 + Penalty 4222.938078 = -745385.232750 nChanged 70 SP:Iteration 12Q (14900.520000 sec): 3 clusters Score: Raw -749645.079214 + Penalty 4222.938078 = -745422.141136 nChanged 67 SP:Iteration 13Q (14900.710000 sec): 3 clusters Score: Raw -749677.299874 + Penalty 4222.938078 = -745454.361796 nChanged 60 SP:Iteration 14Q (14900.940000 sec): 3 clusters Score: Raw -749705.375520 + Penalty 4222.938078 = -745482.437442 nChanged 54 SP:Iteration 15Q (14901.150000 sec): 3 clusters Score: Raw -749729.703300 + Penalty 4222.938078 = -745506.765222 nChanged 44 SP:Iteration 16Q (14901.340000 sec): 3 clusters Score: Raw -749747.577338 + Penalty 4222.938078 = -745524.639260 nChanged 41 SP:Iteration 17Q (14901.560000 sec): 3 clusters Score: Raw -749766.481388 + Penalty 4222.938078 = -745543.543310 nChanged 42 SP:Iteration 18Q (14901.760000 sec): 3 clusters Score: Raw -749784.550630 + Penalty 4222.938078 = -745561.612552 nChanged 45 SP:Iteration 19Q (14901.960000 sec): 3 clusters Score: Raw -749805.835324 + Penalty 4222.938078 = -745582.897246 nChanged 45 SP:Iteration 20F (14902.150000 sec): 3 clusters Score: Raw -749821.139720 + Penalty 4222.938078 = -745598.201642 nChanged 27 SP:Iteration 21Q (14902.350000 sec): 3 clusters Score: Raw -749832.353095 + Penalty 4222.938078 = -745609.415017 nChanged 32 SP:Iteration 22Q (14902.590000 sec): 3 clusters Score: Raw -749844.205409 + Penalty 4222.938078 = -745621.267331 nChanged 28 SP:Iteration 23Q (14902.800000 sec): 3 clusters Score: Raw -749852.744534 + Penalty 4222.938078 = -745629.806456 nChanged 24 SP:Iteration 24Q (14903.000000 sec): 3 clusters Score: Raw -749862.752954 + Penalty 4222.938078 = -745639.814876 nChanged 26 SP:Iteration 25Q (14903.190000 sec): 3 clusters Score: Raw -749872.539776 + Penalty 4222.938078 = -745649.601698 nChanged 29 SP:Iteration 26Q (14903.360000 sec): 3 clusters Score: Raw -749884.710183 + Penalty 4222.938078 = -745661.772105 nChanged 26 SP:Iteration 27Q (14903.550000 sec): 3 clusters Score: Raw -749897.110409 + Penalty 4222.938078 = -745674.172331 nChanged 36 SP:Iteration 28Q (14903.740000 sec): 3 clusters Score: Raw -749912.442541 + Penalty 4222.938078 = -745689.504464 nChanged 32 SP:Iteration 29Q (14903.940000 sec): 3 clusters Score: Raw -749924.044600 + Penalty 4222.938078 = -745701.106522 nChanged 35 SP:Iteration 30Q (14904.100000 sec): 3 clusters Score: Raw -749938.530819 + Penalty 4222.938078 = -745715.592741 nChanged 30 SP:Iteration 31Q (14904.310000 sec): 3 clusters Score: Raw -749951.006763 + Penalty 4222.938078 = -745728.068685 nChanged 29 SP:Iteration 32Q (14904.530000 sec): 3 clusters Score: Raw -749966.330763 + Penalty 4222.938078 = -745743.392685 nChanged 42 SP:Iteration 33Q (14904.730000 sec): 3 clusters Score: Raw -749987.600592 + Penalty 4222.938078 = -745764.662514 nChanged 43 SP:Iteration 34Q (14904.910000 sec): 3 clusters Score: Raw -750012.435615 + Penalty 4222.938078 = -745789.497537 nChanged 54 SP:Iteration 35Q (14905.120000 sec): 3 clusters Score: Raw -750041.817686 + Penalty 4222.938078 = -745818.879608 nChanged 57 SP:Iteration 36Q (14905.320000 sec): 3 clusters Score: Raw -750069.308683 + Penalty 4222.938078 = -745846.370605 nChanged 43 SP:Iteration 37Q (14905.500000 sec): 3 clusters Score: Raw -750088.154078 + Penalty 4222.938078 = -745865.216000 nChanged 38 SP:Iteration 38Q (14905.700000 sec): 3 clusters Score: Raw -750105.966018 + Penalty 4222.938078 = -745883.027940 nChanged 37 SP:Iteration 39Q (14905.890000 sec): 3 clusters Score: Raw -750122.589526 + Penalty 4222.938078 = -745899.651448 nChanged 37 SP:Iteration 40F (14906.150000 sec): 3 clusters Score: Raw -750140.464895 + Penalty 4222.938078 = -745917.526817 nChanged 46 SP:Iteration 41Q (14906.370000 sec): 3 clusters Score: Raw -750159.206111 + Penalty 4222.938078 = -745936.268033 nChanged 31 SP:Iteration 42Q (14906.610000 sec): 3 clusters Score: Raw -750169.659335 + Penalty 4222.938078 = -745946.721257 nChanged 36 SP:Iteration 43Q (14906.780000 sec): 3 clusters Score: Raw -750182.319433 + Penalty 4222.938078 = -745959.381355 nChanged 34 SP:Iteration 44Q (14906.970000 sec): 3 clusters Score: Raw -750196.419405 + Penalty 4222.938078 = -745973.481327 nChanged 41 SP:Iteration 45Q (14907.200000 sec): 3 clusters Score: Raw -750213.002122 + Penalty 4222.938078 = -745990.064044 nChanged 33 SP:Iteration 46Q (14907.420000 sec): 3 clusters Score: Raw -750227.781594 + Penalty 4222.938078 = -746004.843516 nChanged 26 SP:Iteration 47Q (14907.610000 sec): 3 clusters Score: Raw -750239.505042 + Penalty 4222.938078 = -746016.566964 nChanged 17 SP:Iteration 48Q (14907.800000 sec): 3 clusters Score: Raw -750243.960728 + Penalty 4222.938078 = -746021.022650 nChanged 13 SP:Iteration 49Q (14908.020000 sec): 3 clusters Score: Raw -750249.702036 + Penalty 4222.938078 = -746026.763958 nChanged 12 SP:Iteration 50Q (14908.240000 sec): 3 clusters Score: Raw -750254.361247 + Penalty 4222.938078 = -746031.423169 nChanged 8 SP:Iteration 51Q (14908.430000 sec): 3 clusters Score: Raw -750256.802163 + Penalty 4222.938078 = -746033.864085 nChanged 7 SP:Iteration 52Q (14908.660000 sec): 3 clusters Score: Raw -750259.602621 + Penalty 4222.938078 = -746036.664543 nChanged 6 SP:Iteration 53Q (14908.860000 sec): 3 clusters Score: Raw -750261.281035 + Penalty 4222.938078 = -746038.342957 nChanged 3 SP:Iteration 54Q (14909.080000 sec): 3 clusters Score: Raw -750262.229071 + Penalty 4222.938078 = -746039.290993 nChanged 4 SP:Iteration 55Q (14909.280000 sec): 3 clusters Score: Raw -750263.436941 + Penalty 4222.938078 = -746040.498863 nChanged 6 SP:Iteration 56Q (14909.510000 sec): 3 clusters Score: Raw -750264.842023 + Penalty 4222.938078 = -746041.903945 nChanged 3 SP:Iteration 57Q (14909.690000 sec): 3 clusters Score: Raw -750265.510072 + Penalty 4222.938078 = -746042.571994 nChanged 0 SP:Iteration 58F (14909.890000 sec): 3 clusters Score: Raw -750265.510072 + Penalty 4222.938078 = -746042.571994 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14910.000000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14910.150000 sec): 3 clusters Score: Raw -57829.148395 + Penalty 3012.230089 = -54816.918306 nChanged 80 SP:Iteration 1F (14910.330000 sec): 3 clusters Score: Raw -58052.685394 + Penalty 3012.230089 = -55040.455305 nChanged 23 SP:Iteration 2F (14910.500000 sec): 3 clusters Score: Raw -58167.969308 + Penalty 3012.230089 = -55155.739219 nChanged 23 SP:Iteration 3F (14910.670000 sec): 3 clusters Score: Raw -58252.540270 + Penalty 3012.230089 = -55240.310182 nChanged 16 SP:Iteration 4Q (14910.840000 sec): 3 clusters Score: Raw -58332.901407 + Penalty 3012.230089 = -55320.671318 nChanged 18 SP:Iteration 5Q (14910.980000 sec): 3 clusters Score: Raw -58436.980789 + Penalty 3012.230089 = -55424.750700 nChanged 12 SP:Iteration 6Q (14911.150000 sec): 3 clusters Score: Raw -58486.146588 + Penalty 3012.230089 = -55473.916499 nChanged 7 SP:Iteration 7Q (14911.370000 sec): 3 clusters Score: Raw -58513.973061 + Penalty 3012.230089 = -55501.742973 nChanged 9 SP:Iteration 8Q (14911.550000 sec): 3 clusters Score: Raw -58544.367135 + Penalty 3012.230089 = -55532.137046 nChanged 6 SP:Iteration 9Q (14911.710000 sec): 3 clusters Score: Raw -58569.096201 + Penalty 3012.230089 = -55556.866112 nChanged 9 SP:Iteration 10Q (14911.830000 sec): 3 clusters Score: Raw -58597.301835 + Penalty 3012.230089 = -55585.071746 nChanged 6 SP:Iteration 11Q (14912.050000 sec): 3 clusters Score: Raw -58624.283388 + Penalty 3012.230089 = -55612.053299 nChanged 4 SP:Iteration 12Q (14912.190000 sec): 3 clusters Score: Raw -58633.943527 + Penalty 3012.230089 = -55621.713438 nChanged 2 SP:Iteration 13Q (14912.390000 sec): 3 clusters Score: Raw -58637.929739 + Penalty 3012.230089 = -55625.699650 nChanged 2 SP:Iteration 14Q (14912.550000 sec): 3 clusters Score: Raw -58646.708052 + Penalty 3012.230089 = -55634.477963 nChanged 1 SP:Iteration 15Q (14912.730000 sec): 3 clusters Score: Raw -58650.353277 + Penalty 3012.230089 = -55638.123188 nChanged 1 SP:Iteration 16Q (14912.950000 sec): 3 clusters Score: Raw -58652.335567 + Penalty 3012.230089 = -55640.105478 nChanged 0 SP:Iteration 17F (14913.110000 sec): 3 clusters Score: Raw -58654.881959 + Penalty 3012.230089 = -55642.651870 nChanged 1 SP:Iteration 18Q (14913.290000 sec): 3 clusters Score: Raw -58659.950159 + Penalty 3012.230089 = -55647.720070 nChanged 1 SP:Iteration 19Q (14913.460000 sec): 3 clusters Score: Raw -58664.605564 + Penalty 3012.230089 = -55652.375475 nChanged 1 SP:Iteration 20F (14913.650000 sec): 3 clusters Score: Raw -58670.440497 + Penalty 3012.230089 = -55658.210408 nChanged 2 SP:Iteration 21Q (14913.820000 sec): 3 clusters Score: Raw -58676.327282 + Penalty 3012.230089 = -55664.097193 nChanged 3 SP:Iteration 22Q (14913.970000 sec): 3 clusters Score: Raw -58689.913978 + Penalty 3012.230089 = -55677.683889 nChanged 2 SP:Iteration 23Q (14914.170000 sec): 3 clusters Score: Raw -58710.015348 + Penalty 3012.230089 = -55697.785259 nChanged 4 SP:Iteration 24Q (14914.330000 sec): 3 clusters Score: Raw -58757.633921 + Penalty 3012.230089 = -55745.403832 nChanged 4 SP:Iteration 25Q (14914.460000 sec): 3 clusters Score: Raw -58781.718875 + Penalty 3012.230089 = -55769.488786 nChanged 1 SP:Iteration 26Q (14914.650000 sec): 3 clusters Score: Raw -58794.506799 + Penalty 3012.230089 = -55782.276710 nChanged 1 SP:Iteration 27Q (14914.790000 sec): 3 clusters Score: Raw -58801.601374 + Penalty 3012.230089 = -55789.371285 nChanged 0 SP:Iteration 28F (14914.930000 sec): 3 clusters Score: Raw -58801.601374 + Penalty 3012.230089 = -55789.371285 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14915.090000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14915.280000 sec): 3 clusters Score: Raw -911701.518791 + Penalty 4295.657925 = -907405.860867 nChanged 2241 SP:Iteration 1F (14915.470000 sec): 3 clusters Score: Raw -912956.559424 + Penalty 4295.657925 = -908660.901499 nChanged 439 SP:Iteration 2F (14915.720000 sec): 3 clusters Score: Raw -913205.081967 + Penalty 4295.657925 = -908909.424042 nChanged 288 SP:Iteration 3Q (14915.910000 sec): 3 clusters Score: Raw -913351.479018 + Penalty 4295.657925 = -909055.821093 nChanged 213 SP:Iteration 4Q (14916.130000 sec): 3 clusters Score: Raw -913444.107636 + Penalty 4295.657925 = -909148.449711 nChanged 147 SP:Iteration 5Q (14916.320000 sec): 3 clusters Score: Raw -913516.616925 + Penalty 4295.657925 = -909220.959000 nChanged 158 SP:Iteration 6Q (14916.510000 sec): 3 clusters Score: Raw -913596.457466 + Penalty 4295.657925 = -909300.799541 nChanged 147 SP:Iteration 7Q (14916.760000 sec): 3 clusters Score: Raw -913657.687875 + Penalty 4295.657925 = -909362.029950 nChanged 122 SP:Iteration 8Q (14917.000000 sec): 3 clusters Score: Raw -913708.709277 + Penalty 4295.657925 = -909413.051352 nChanged 122 SP:Iteration 9Q (14917.210000 sec): 3 clusters Score: Raw -913762.711491 + Penalty 4295.657925 = -909467.053567 nChanged 138 SP:Iteration 10Q (14917.410000 sec): 3 clusters Score: Raw -913831.939061 + Penalty 4295.657925 = -909536.281136 nChanged 123 SP:Iteration 11Q (14917.570000 sec): 3 clusters Score: Raw -913891.438885 + Penalty 4295.657925 = -909595.780960 nChanged 121 SP:Iteration 12Q (14917.780000 sec): 3 clusters Score: Raw -913948.551566 + Penalty 4295.657925 = -909652.893641 nChanged 122 SP:Iteration 13Q (14917.970000 sec): 3 clusters Score: Raw -914004.795337 + Penalty 4295.657925 = -909709.137412 nChanged 96 SP:Iteration 14Q (14918.180000 sec): 3 clusters Score: Raw -914046.780126 + Penalty 4295.657925 = -909751.122201 nChanged 87 SP:Iteration 15Q (14918.400000 sec): 3 clusters Score: Raw -914084.381140 + Penalty 4295.657925 = -909788.723215 nChanged 84 SP:Iteration 16Q (14918.610000 sec): 3 clusters Score: Raw -914121.464902 + Penalty 4295.657925 = -909825.806977 nChanged 75 SP:Iteration 17Q (14918.810000 sec): 3 clusters Score: Raw -914149.654875 + Penalty 4295.657925 = -909853.996950 nChanged 59 SP:Iteration 18Q (14919.030000 sec): 3 clusters Score: Raw -914173.423114 + Penalty 4295.657925 = -909877.765189 nChanged 71 SP:Iteration 19Q (14919.210000 sec): 3 clusters Score: Raw -914202.090020 + Penalty 4295.657925 = -909906.432096 nChanged 59 SP:Iteration 20F (14919.430000 sec): 3 clusters Score: Raw -914228.080620 + Penalty 4295.657925 = -909932.422695 nChanged 61 SP:Iteration 21Q (14919.620000 sec): 3 clusters Score: Raw -914259.929815 + Penalty 4295.657925 = -909964.271890 nChanged 74 SP:Iteration 22Q (14919.800000 sec): 3 clusters Score: Raw -914298.892887 + Penalty 4295.657925 = -910003.234962 nChanged 81 SP:Iteration 23Q (14920.000000 sec): 3 clusters Score: Raw -914344.482823 + Penalty 4295.657925 = -910048.824898 nChanged 89 SP:Iteration 24Q (14920.220000 sec): 3 clusters Score: Raw -914388.605177 + Penalty 4295.657925 = -910092.947252 nChanged 76 SP:Iteration 25Q (14920.410000 sec): 3 clusters Score: Raw -914421.320697 + Penalty 4295.657925 = -910125.662773 nChanged 62 SP:Iteration 26Q (14920.650000 sec): 3 clusters Score: Raw -914450.472697 + Penalty 4295.657925 = -910154.814773 nChanged 65 SP:Iteration 27Q (14920.830000 sec): 3 clusters Score: Raw -914482.980407 + Penalty 4295.657925 = -910187.322482 nChanged 68 SP:Iteration 28Q (14921.020000 sec): 3 clusters Score: Raw -914514.503721 + Penalty 4295.657925 = -910218.845796 nChanged 64 SP:Iteration 29Q (14921.230000 sec): 3 clusters Score: Raw -914544.044760 + Penalty 4295.657925 = -910248.386835 nChanged 50 SP:Iteration 30Q (14921.440000 sec): 3 clusters Score: Raw -914567.045610 + Penalty 4295.657925 = -910271.387685 nChanged 52 SP:Iteration 31Q (14921.630000 sec): 3 clusters Score: Raw -914589.942825 + Penalty 4295.657925 = -910294.284900 nChanged 54 SP:Iteration 32Q (14921.840000 sec): 3 clusters Score: Raw -914618.369021 + Penalty 4295.657925 = -910322.711096 nChanged 57 SP:Iteration 33Q (14922.050000 sec): 3 clusters Score: Raw -914650.773536 + Penalty 4295.657925 = -910355.115611 nChanged 64 SP:Iteration 34Q (14922.300000 sec): 3 clusters Score: Raw -914683.005541 + Penalty 4295.657925 = -910387.347616 nChanged 58 SP:Iteration 35Q (14922.470000 sec): 3 clusters Score: Raw -914720.446638 + Penalty 4295.657925 = -910424.788713 nChanged 49 SP:Iteration 36Q (14922.730000 sec): 3 clusters Score: Raw -914746.197733 + Penalty 4295.657925 = -910450.539808 nChanged 39 SP:Iteration 37Q (14922.910000 sec): 3 clusters Score: Raw -914771.118279 + Penalty 4295.657925 = -910475.460354 nChanged 44 SP:Iteration 38Q (14923.130000 sec): 3 clusters Score: Raw -914795.366499 + Penalty 4295.657925 = -910499.708574 nChanged 38 SP:Iteration 39Q (14923.340000 sec): 3 clusters Score: Raw -914818.320770 + Penalty 4295.657925 = -910522.662845 nChanged 22 SP:Iteration 40F (14923.560000 sec): 3 clusters Score: Raw -914831.309279 + Penalty 4295.657925 = -910535.651354 nChanged 23 SP:Iteration 41Q (14923.750000 sec): 3 clusters Score: Raw -914847.567608 + Penalty 4295.657925 = -910551.909683 nChanged 22 SP:Iteration 42Q (14923.960000 sec): 3 clusters Score: Raw -914862.164981 + Penalty 4295.657925 = -910566.507056 nChanged 20 SP:Iteration 43Q (14924.170000 sec): 3 clusters Score: Raw -914875.120395 + Penalty 4295.657925 = -910579.462470 nChanged 23 SP:Iteration 44Q (14924.410000 sec): 3 clusters Score: Raw -914891.373532 + Penalty 4295.657925 = -910595.715607 nChanged 20 SP:Iteration 45Q (14924.630000 sec): 3 clusters Score: Raw -914902.751082 + Penalty 4295.657925 = -910607.093158 nChanged 17 SP:Iteration 46Q (14924.850000 sec): 3 clusters Score: Raw -914915.315019 + Penalty 4295.657925 = -910619.657094 nChanged 13 SP:Iteration 47Q (14925.010000 sec): 3 clusters Score: Raw -914924.431446 + Penalty 4295.657925 = -910628.773521 nChanged 11 SP:Iteration 48Q (14925.210000 sec): 3 clusters Score: Raw -914932.356904 + Penalty 4295.657925 = -910636.698979 nChanged 10 SP:Iteration 49Q (14925.400000 sec): 3 clusters Score: Raw -914941.558030 + Penalty 4295.657925 = -910645.900106 nChanged 12 SP:Iteration 50Q (14925.550000 sec): 3 clusters Score: Raw -914946.434461 + Penalty 4295.657925 = -910650.776536 nChanged 3 SP:Iteration 51Q (14925.790000 sec): 3 clusters Score: Raw -914947.811073 + Penalty 4295.657925 = -910652.153149 nChanged 4 SP:Iteration 52Q (14925.970000 sec): 3 clusters Score: Raw -914950.228610 + Penalty 4295.657925 = -910654.570686 nChanged 5 SP:Iteration 53Q (14926.170000 sec): 3 clusters Score: Raw -914952.994271 + Penalty 4295.657925 = -910657.336346 nChanged 7 SP:Iteration 54Q (14926.410000 sec): 3 clusters Score: Raw -914956.600977 + Penalty 4295.657925 = -910660.943052 nChanged 1 SP:Iteration 55Q (14926.600000 sec): 3 clusters Score: Raw -914957.062372 + Penalty 4295.657925 = -910661.404447 nChanged 2 SP:Iteration 56Q (14926.810000 sec): 3 clusters Score: Raw -914957.733984 + Penalty 4295.657925 = -910662.076059 nChanged 0 SP:Iteration 57F (14927.040000 sec): 3 clusters Score: Raw -914957.733984 + Penalty 4295.657925 = -910662.076059 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14927.190000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14927.350000 sec): 3 clusters Score: Raw -171048.877879 + Penalty 3483.784442 = -167565.093437 nChanged 307 SP:Iteration 1F (14927.560000 sec): 3 clusters Score: Raw -171326.135228 + Penalty 3483.784442 = -167842.350787 nChanged 61 SP:Iteration 2F (14927.760000 sec): 3 clusters Score: Raw -171384.910902 + Penalty 3483.784442 = -167901.126461 nChanged 20 SP:Iteration 3Q (14927.920000 sec): 3 clusters Score: Raw -171409.703769 + Penalty 3483.784442 = -167925.919328 nChanged 22 SP:Iteration 4Q (14928.080000 sec): 3 clusters Score: Raw -171439.084908 + Penalty 3483.784442 = -167955.300466 nChanged 18 SP:Iteration 5Q (14928.270000 sec): 3 clusters Score: Raw -171461.657170 + Penalty 3483.784442 = -167977.872729 nChanged 12 SP:Iteration 6Q (14928.460000 sec): 3 clusters Score: Raw -171472.490611 + Penalty 3483.784442 = -167988.706169 nChanged 5 SP:Iteration 7Q (14928.640000 sec): 3 clusters Score: Raw -171476.211777 + Penalty 3483.784442 = -167992.427336 nChanged 1 SP:Iteration 8Q (14928.830000 sec): 3 clusters Score: Raw -171476.745597 + Penalty 3483.784442 = -167992.961156 nChanged 0 SP:Iteration 9F (14928.960000 sec): 3 clusters Score: Raw -171476.745597 + Penalty 3483.784442 = -167992.961156 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14929.050000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14929.240000 sec): 3 clusters Score: Raw -39496.389198 + Penalty 2742.596827 = -36753.792370 nChanged 31 SP:Iteration 1F (14929.360000 sec): 3 clusters Score: Raw -39637.698242 + Penalty 2742.596827 = -36895.101415 nChanged 13 SP:Iteration 2F (14929.540000 sec): 3 clusters Score: Raw -39702.648798 + Penalty 2742.596827 = -36960.051970 nChanged 7 SP:Iteration 3Q (14929.680000 sec): 3 clusters Score: Raw -39752.844274 + Penalty 2742.596827 = -37010.247447 nChanged 5 SP:Iteration 4Q (14929.880000 sec): 3 clusters Score: Raw -39803.658956 + Penalty 2742.596827 = -37061.062129 nChanged 7 SP:Iteration 5Q (14930.030000 sec): 3 clusters Score: Raw -39847.617376 + Penalty 2742.596827 = -37105.020549 nChanged 6 SP:Iteration 6Q (14930.220000 sec): 3 clusters Score: Raw -39904.763368 + Penalty 2742.596827 = -37162.166540 nChanged 4 SP:Iteration 7Q (14930.350000 sec): 3 clusters Score: Raw -39933.067835 + Penalty 2742.596827 = -37190.471007 nChanged 3 SP:Iteration 8Q (14930.540000 sec): 3 clusters Score: Raw -39959.013404 + Penalty 2742.596827 = -37216.416577 nChanged 3 SP:Iteration 9Q (14930.690000 sec): 3 clusters Score: Raw -39986.609290 + Penalty 2742.596827 = -37244.012463 nChanged 3 SP:Iteration 10Q (14930.830000 sec): 3 clusters Score: Raw -40002.233900 + Penalty 2742.596827 = -37259.637073 nChanged 0 SP:Iteration 11F (14930.980000 sec): 3 clusters Score: Raw -40002.233900 + Penalty 2742.596827 = -37259.637073 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14931.100000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14931.290000 sec): 3 clusters Score: Raw -988085.861453 + Penalty 4352.519268 = -983733.342186 nChanged 2522 SP:Iteration 1F (14931.520000 sec): 3 clusters Score: Raw -989500.700796 + Penalty 4352.519268 = -985148.181529 nChanged 521 SP:Iteration 2F (14931.690000 sec): 3 clusters Score: Raw -989874.694508 + Penalty 4352.519268 = -985522.175240 nChanged 415 SP:Iteration 3F (14931.950000 sec): 3 clusters Score: Raw -990198.690297 + Penalty 4352.519268 = -985846.171029 nChanged 359 SP:Iteration 4F (14932.110000 sec): 3 clusters Score: Raw -990500.413161 + Penalty 4352.519268 = -986147.893893 nChanged 374 SP:Iteration 5F (14932.340000 sec): 3 clusters Score: Raw -990802.430527 + Penalty 4352.519268 = -986449.911260 nChanged 376 SP:Iteration 6F (14932.540000 sec): 3 clusters Score: Raw -991115.325938 + Penalty 4352.519268 = -986762.806670 nChanged 354 SP:Iteration 7F (14932.780000 sec): 3 clusters Score: Raw -991390.658365 + Penalty 4352.519268 = -987038.139098 nChanged 309 SP:Iteration 8Q (14933.010000 sec): 3 clusters Score: Raw -991587.204404 + Penalty 4352.519268 = -987234.685137 nChanged 212 SP:Iteration 9Q (14933.240000 sec): 3 clusters Score: Raw -991705.323243 + Penalty 4352.519268 = -987352.803976 nChanged 172 SP:Iteration 10Q (14933.450000 sec): 3 clusters Score: Raw -991796.427926 + Penalty 4352.519268 = -987443.908658 nChanged 142 SP:Iteration 11Q (14933.710000 sec): 3 clusters Score: Raw -991865.178417 + Penalty 4352.519268 = -987512.659150 nChanged 118 SP:Iteration 12Q (14933.930000 sec): 3 clusters Score: Raw -991926.675212 + Penalty 4352.519268 = -987574.155945 nChanged 104 SP:Iteration 13Q (14934.170000 sec): 3 clusters Score: Raw -991978.268160 + Penalty 4352.519268 = -987625.748893 nChanged 79 SP:Iteration 14Q (14934.420000 sec): 3 clusters Score: Raw -992010.931518 + Penalty 4352.519268 = -987658.412250 nChanged 57 SP:Iteration 15Q (14934.630000 sec): 3 clusters Score: Raw -992031.517528 + Penalty 4352.519268 = -987678.998260 nChanged 56 SP:Iteration 16Q (14934.870000 sec): 3 clusters Score: Raw -992052.744252 + Penalty 4352.519268 = -987700.224985 nChanged 45 SP:Iteration 17Q (14935.140000 sec): 3 clusters Score: Raw -992070.536937 + Penalty 4352.519268 = -987718.017670 nChanged 33 SP:Iteration 18Q (14935.340000 sec): 3 clusters Score: Raw -992083.816543 + Penalty 4352.519268 = -987731.297276 nChanged 37 SP:Iteration 19Q (14935.580000 sec): 3 clusters Score: Raw -992100.049872 + Penalty 4352.519268 = -987747.530604 nChanged 36 SP:Iteration 20F (14935.830000 sec): 3 clusters Score: Raw -992115.540163 + Penalty 4352.519268 = -987763.020896 nChanged 39 SP:Iteration 21Q (14936.080000 sec): 3 clusters Score: Raw -992133.070206 + Penalty 4352.519268 = -987780.550938 nChanged 42 SP:Iteration 22Q (14936.320000 sec): 3 clusters Score: Raw -992147.963823 + Penalty 4352.519268 = -987795.444555 nChanged 30 SP:Iteration 23Q (14936.530000 sec): 3 clusters Score: Raw -992158.785286 + Penalty 4352.519268 = -987806.266018 nChanged 24 SP:Iteration 24Q (14936.790000 sec): 3 clusters Score: Raw -992167.668862 + Penalty 4352.519268 = -987815.149594 nChanged 30 SP:Iteration 25Q (14937.010000 sec): 3 clusters Score: Raw -992176.862058 + Penalty 4352.519268 = -987824.342791 nChanged 22 SP:Iteration 26Q (14937.270000 sec): 3 clusters Score: Raw -992183.300641 + Penalty 4352.519268 = -987830.781374 nChanged 16 SP:Iteration 27Q (14937.500000 sec): 3 clusters Score: Raw -992188.208166 + Penalty 4352.519268 = -987835.688899 nChanged 15 SP:Iteration 28Q (14937.790000 sec): 3 clusters Score: Raw -992193.098359 + Penalty 4352.519268 = -987840.579092 nChanged 13 SP:Iteration 29Q (14938.040000 sec): 3 clusters Score: Raw -992196.867067 + Penalty 4352.519268 = -987844.347799 nChanged 9 SP:Iteration 30Q (14938.370000 sec): 3 clusters Score: Raw -992199.373532 + Penalty 4352.519268 = -987846.854264 nChanged 14 SP:Iteration 31Q (14938.600000 sec): 3 clusters Score: Raw -992203.492315 + Penalty 4352.519268 = -987850.973048 nChanged 14 SP:Iteration 32Q (14938.830000 sec): 3 clusters Score: Raw -992207.543046 + Penalty 4352.519268 = -987855.023779 nChanged 17 SP:Iteration 33Q (14939.130000 sec): 3 clusters Score: Raw -992212.913395 + Penalty 4352.519268 = -987860.394127 nChanged 19 SP:Iteration 34Q (14939.350000 sec): 3 clusters Score: Raw -992218.535483 + Penalty 4352.519268 = -987866.016216 nChanged 26 SP:Iteration 35Q (14939.630000 sec): 3 clusters Score: Raw -992225.356585 + Penalty 4352.519268 = -987872.837318 nChanged 20 SP:Iteration 36Q (14939.860000 sec): 3 clusters Score: Raw -992230.011019 + Penalty 4352.519268 = -987877.491751 nChanged 8 SP:Iteration 37Q (14940.100000 sec): 3 clusters Score: Raw -992232.500120 + Penalty 4352.519268 = -987879.980853 nChanged 10 SP:Iteration 38Q (14940.390000 sec): 3 clusters Score: Raw -992235.622193 + Penalty 4352.519268 = -987883.102925 nChanged 8 SP:Iteration 39Q (14940.590000 sec): 3 clusters Score: Raw -992238.501251 + Penalty 4352.519268 = -987885.981984 nChanged 8 SP:Iteration 40F (14940.820000 sec): 3 clusters Score: Raw -992241.072085 + Penalty 4352.519268 = -987888.552817 nChanged 14 SP:Iteration 41Q (14941.020000 sec): 3 clusters Score: Raw -992245.423146 + Penalty 4352.519268 = -987892.903879 nChanged 7 SP:Iteration 42Q (14941.240000 sec): 3 clusters Score: Raw -992248.819223 + Penalty 4352.519268 = -987896.299955 nChanged 8 SP:Iteration 43Q (14941.470000 sec): 3 clusters Score: Raw -992250.958278 + Penalty 4352.519268 = -987898.439011 nChanged 8 SP:Iteration 44Q (14941.750000 sec): 3 clusters Score: Raw -992253.309553 + Penalty 4352.519268 = -987900.790286 nChanged 2 SP:Iteration 45Q (14941.970000 sec): 3 clusters Score: Raw -992254.925191 + Penalty 4352.519268 = -987902.405924 nChanged 4 SP:Iteration 46Q (14942.170000 sec): 3 clusters Score: Raw -992256.529883 + Penalty 4352.519268 = -987904.010615 nChanged 8 SP:Iteration 47Q (14942.410000 sec): 3 clusters Score: Raw -992259.164542 + Penalty 4352.519268 = -987906.645275 nChanged 14 SP:Iteration 48Q (14942.640000 sec): 3 clusters Score: Raw -992263.560057 + Penalty 4352.519268 = -987911.040790 nChanged 15 SP:Iteration 49Q (14942.860000 sec): 3 clusters Score: Raw -992268.508235 + Penalty 4352.519268 = -987915.988967 nChanged 9 SP:Iteration 50Q (14943.060000 sec): 3 clusters Score: Raw -992271.080459 + Penalty 4352.519268 = -987918.561192 nChanged 6 SP:Iteration 51Q (14943.360000 sec): 3 clusters Score: Raw -992273.851173 + Penalty 4352.519268 = -987921.331905 nChanged 9 SP:Iteration 52Q (14943.530000 sec): 3 clusters Score: Raw -992276.835347 + Penalty 4352.519268 = -987924.316080 nChanged 5 SP:Iteration 53Q (14943.790000 sec): 3 clusters Score: Raw -992278.294135 + Penalty 4352.519268 = -987925.774868 nChanged 4 SP:Iteration 54Q (14944.000000 sec): 3 clusters Score: Raw -992279.743730 + Penalty 4352.519268 = -987927.224462 nChanged 5 SP:Iteration 55Q (14944.240000 sec): 3 clusters Score: Raw -992281.399107 + Penalty 4352.519268 = -987928.879839 nChanged 8 SP:Iteration 56Q (14944.460000 sec): 3 clusters Score: Raw -992283.790238 + Penalty 4352.519268 = -987931.270971 nChanged 3 SP:Iteration 57Q (14944.630000 sec): 3 clusters Score: Raw -992284.334168 + Penalty 4352.519268 = -987931.814900 nChanged 2 SP:Iteration 58Q (14944.880000 sec): 3 clusters Score: Raw -992284.596013 + Penalty 4352.519268 = -987932.076746 nChanged 0 SP:Iteration 59F (14945.130000 sec): 3 clusters Score: Raw -992284.596013 + Penalty 4352.519268 = -987932.076746 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14945.200000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14945.420000 sec): 3 clusters Score: Raw -30326.687890 + Penalty 2724.558476 = -27602.129414 nChanged 32 SP:Iteration 1F (14945.580000 sec): 3 clusters Score: Raw -30489.256721 + Penalty 2724.558476 = -27764.698245 nChanged 13 SP:Iteration 2F (14945.740000 sec): 3 clusters Score: Raw -30574.119570 + Penalty 2724.558476 = -27849.561094 nChanged 3 SP:Iteration 3Q (14945.960000 sec): 3 clusters Score: Raw -30617.217281 + Penalty 2724.558476 = -27892.658805 nChanged 2 SP:Iteration 4Q (14946.120000 sec): 3 clusters Score: Raw -30667.206331 + Penalty 2724.558476 = -27942.647855 nChanged 3 SP:Iteration 5Q (14946.320000 sec): 3 clusters Score: Raw -30727.541779 + Penalty 2724.558476 = -28002.983303 nChanged 3 SP:Iteration 6Q (14946.510000 sec): 3 clusters Score: Raw -30749.989115 + Penalty 2724.558476 = -28025.430639 nChanged 1 SP:Iteration 7Q (14946.690000 sec): 3 clusters Score: Raw -30754.566264 + Penalty 2724.558476 = -28030.007788 nChanged 1 SP:Iteration 8Q (14946.810000 sec): 3 clusters Score: Raw -30757.423768 + Penalty 2724.558476 = -28032.865292 nChanged 1 SP:Iteration 9Q (14947.020000 sec): 3 clusters Score: Raw -30761.466425 + Penalty 2724.558476 = -28036.907949 nChanged 1 SP:Iteration 10Q (14947.140000 sec): 3 clusters Score: Raw -30770.529031 + Penalty 2724.558476 = -28045.970555 nChanged 1 SP:Iteration 11Q (14947.320000 sec): 3 clusters Score: Raw -30787.519045 + Penalty 2724.558476 = -28062.960569 nChanged 1 SP:Iteration 12Q (14947.510000 sec): 3 clusters Score: Raw -30792.432300 + Penalty 2724.558476 = -28067.873824 nChanged 0 SP:Iteration 13F (14947.670000 sec): 3 clusters Score: Raw -30792.432300 + Penalty 2724.558476 = -28067.873824 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14947.750000 sec): 2 clusters Score: Raw -43656.498354 + Penalty 1429.767393 = -42226.730961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14947.930000 sec): 3 clusters Score: Raw -43826.436933 + Penalty 2859.534787 = -40966.902146 nChanged 42 SP:Iteration 1F (14948.110000 sec): 3 clusters Score: Raw -43927.564610 + Penalty 2859.534787 = -41068.029823 nChanged 10 SP:Iteration 2Q (14948.340000 sec): 3 clusters Score: Raw -43947.478142 + Penalty 2859.534787 = -41087.943355 nChanged 6 SP:Iteration 3Q (14948.510000 sec): 3 clusters Score: Raw -43963.283325 + Penalty 2859.534787 = -41103.748538 nChanged 2 SP:Iteration 4Q (14948.680000 sec): 3 clusters Score: Raw -43968.103517 + Penalty 2859.534787 = -41108.568730 nChanged 0 SP:Iteration 5F (14948.860000 sec): 3 clusters Score: Raw -43968.103517 + Penalty 2859.534787 = -41108.568730 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14948.960000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14949.120000 sec): 3 clusters Score: Raw -89104.429572 + Penalty 3167.892142 = -85936.537430 nChanged 118 SP:Iteration 1F (14949.280000 sec): 3 clusters Score: Raw -89294.075008 + Penalty 3167.892142 = -86126.182865 nChanged 22 SP:Iteration 2Q (14949.450000 sec): 3 clusters Score: Raw -89341.697935 + Penalty 3167.892142 = -86173.805793 nChanged 15 SP:Iteration 3Q (14949.620000 sec): 3 clusters Score: Raw -89377.780779 + Penalty 3167.892142 = -86209.888636 nChanged 10 SP:Iteration 4Q (14949.830000 sec): 3 clusters Score: Raw -89399.184552 + Penalty 3167.892142 = -86231.292410 nChanged 5 SP:Iteration 5Q (14950.000000 sec): 3 clusters Score: Raw -89410.303615 + Penalty 3167.892142 = -86242.411472 nChanged 4 SP:Iteration 6Q (14950.160000 sec): 3 clusters Score: Raw -89417.677068 + Penalty 3167.892142 = -86249.784926 nChanged 5 SP:Iteration 7Q (14950.300000 sec): 3 clusters Score: Raw -89432.332243 + Penalty 3167.892142 = -86264.440101 nChanged 3 SP:Iteration 8Q (14950.470000 sec): 3 clusters Score: Raw -89436.983856 + Penalty 3167.892142 = -86269.091714 nChanged 0 SP:Iteration 9F (14950.660000 sec): 3 clusters Score: Raw -89436.983856 + Penalty 3167.892142 = -86269.091714 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14950.760000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14950.920000 sec): 3 clusters Score: Raw -100916.936589 + Penalty 3244.350880 = -97672.585710 nChanged 154 SP:Iteration 1F (14951.160000 sec): 3 clusters Score: Raw -101202.546470 + Penalty 3244.350880 = -97958.195591 nChanged 53 SP:Iteration 2F (14951.370000 sec): 3 clusters Score: Raw -101317.246506 + Penalty 3244.350880 = -98072.895626 nChanged 27 SP:Iteration 3Q (14951.550000 sec): 3 clusters Score: Raw -101411.521944 + Penalty 3244.350880 = -98167.171065 nChanged 27 SP:Iteration 4Q (14951.770000 sec): 3 clusters Score: Raw -101495.325866 + Penalty 3244.350880 = -98250.974986 nChanged 29 SP:Iteration 5Q (14951.990000 sec): 3 clusters Score: Raw -101584.462919 + Penalty 3244.350880 = -98340.112040 nChanged 28 SP:Iteration 6Q (14952.160000 sec): 3 clusters Score: Raw -101689.631005 + Penalty 3244.350880 = -98445.280125 nChanged 37 SP:Iteration 7F (14952.330000 sec): 3 clusters Score: Raw -101822.216634 + Penalty 3244.350880 = -98577.865755 nChanged 33 SP:Iteration 8Q (14952.560000 sec): 3 clusters Score: Raw -101933.906214 + Penalty 3244.350880 = -98689.555334 nChanged 22 SP:Iteration 9Q (14952.750000 sec): 3 clusters Score: Raw -102014.723784 + Penalty 3244.350880 = -98770.372904 nChanged 18 SP:Iteration 10Q (14952.900000 sec): 3 clusters Score: Raw -102072.708443 + Penalty 3244.350880 = -98828.357563 nChanged 13 SP:Iteration 11Q (14953.120000 sec): 3 clusters Score: Raw -102121.229293 + Penalty 3244.350880 = -98876.878413 nChanged 15 SP:Iteration 12Q (14953.260000 sec): 3 clusters Score: Raw -102189.616448 + Penalty 3244.350880 = -98945.265568 nChanged 18 SP:Iteration 13Q (14953.460000 sec): 3 clusters Score: Raw -102277.089594 + Penalty 3244.350880 = -99032.738715 nChanged 15 SP:Iteration 14Q (14953.640000 sec): 3 clusters Score: Raw -102338.738128 + Penalty 3244.350880 = -99094.387249 nChanged 10 SP:Iteration 15Q (14953.800000 sec): 3 clusters Score: Raw -102376.472057 + Penalty 3244.350880 = -99132.121178 nChanged 3 SP:Iteration 16Q (14954.010000 sec): 3 clusters Score: Raw -102392.060330 + Penalty 3244.350880 = -99147.709450 nChanged 3 SP:Iteration 17Q (14954.200000 sec): 3 clusters Score: Raw -102397.986412 + Penalty 3244.350880 = -99153.635532 nChanged 3 SP:Iteration 18Q (14954.400000 sec): 3 clusters Score: Raw -102403.943923 + Penalty 3244.350880 = -99159.593043 nChanged 1 SP:Iteration 19Q (14954.590000 sec): 3 clusters Score: Raw -102404.869340 + Penalty 3244.350880 = -99160.518461 nChanged 2 SP:Iteration 20F (14954.810000 sec): 3 clusters Score: Raw -102406.489400 + Penalty 3244.350880 = -99162.138520 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14954.930000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14955.110000 sec): 3 clusters Score: Raw -729746.648873 + Penalty 4206.856743 = -725539.792130 nChanged 1866 SP:Iteration 1F (14955.340000 sec): 3 clusters Score: Raw -730951.334896 + Penalty 4206.856743 = -726744.478153 nChanged 391 SP:Iteration 2F (14955.540000 sec): 3 clusters Score: Raw -731207.351499 + Penalty 4206.856743 = -727000.494757 nChanged 261 SP:Iteration 3F (14955.740000 sec): 3 clusters Score: Raw -731356.488941 + Penalty 4206.856743 = -727149.632198 nChanged 193 SP:Iteration 4Q (14955.970000 sec): 3 clusters Score: Raw -731454.816651 + Penalty 4206.856743 = -727247.959908 nChanged 139 SP:Iteration 5Q (14956.150000 sec): 3 clusters Score: Raw -731527.385663 + Penalty 4206.856743 = -727320.528920 nChanged 99 SP:Iteration 6Q (14956.390000 sec): 3 clusters Score: Raw -731569.009176 + Penalty 4206.856743 = -727362.152433 nChanged 78 SP:Iteration 7Q (14956.590000 sec): 3 clusters Score: Raw -731602.225669 + Penalty 4206.856743 = -727395.368926 nChanged 58 SP:Iteration 8Q (14956.820000 sec): 3 clusters Score: Raw -731623.953515 + Penalty 4206.856743 = -727417.096772 nChanged 59 SP:Iteration 9Q (14957.050000 sec): 3 clusters Score: Raw -731642.024865 + Penalty 4206.856743 = -727435.168122 nChanged 35 SP:Iteration 10Q (14957.260000 sec): 3 clusters Score: Raw -731654.726480 + Penalty 4206.856743 = -727447.869737 nChanged 37 SP:Iteration 11Q (14957.460000 sec): 3 clusters Score: Raw -731670.050722 + Penalty 4206.856743 = -727463.193979 nChanged 33 SP:Iteration 12Q (14957.700000 sec): 3 clusters Score: Raw -731682.773067 + Penalty 4206.856743 = -727475.916324 nChanged 40 SP:Iteration 13Q (14957.860000 sec): 3 clusters Score: Raw -731698.092838 + Penalty 4206.856743 = -727491.236095 nChanged 40 SP:Iteration 14Q (14958.080000 sec): 3 clusters Score: Raw -731710.768448 + Penalty 4206.856743 = -727503.911705 nChanged 35 SP:Iteration 15Q (14958.320000 sec): 3 clusters Score: Raw -731722.686221 + Penalty 4206.856743 = -727515.829478 nChanged 33 SP:Iteration 16Q (14958.490000 sec): 3 clusters Score: Raw -731734.488904 + Penalty 4206.856743 = -727527.632161 nChanged 32 SP:Iteration 17Q (14958.710000 sec): 3 clusters Score: Raw -731746.292386 + Penalty 4206.856743 = -727539.435644 nChanged 32 SP:Iteration 18Q (14958.880000 sec): 3 clusters Score: Raw -731760.780099 + Penalty 4206.856743 = -727553.923356 nChanged 38 SP:Iteration 19Q (14959.080000 sec): 3 clusters Score: Raw -731776.226771 + Penalty 4206.856743 = -727569.370028 nChanged 30 SP:Iteration 20F (14959.300000 sec): 3 clusters Score: Raw -731787.959163 + Penalty 4206.856743 = -727581.102420 nChanged 30 SP:Iteration 21Q (14959.490000 sec): 3 clusters Score: Raw -731797.506635 + Penalty 4206.856743 = -727590.649892 nChanged 25 SP:Iteration 22Q (14959.740000 sec): 3 clusters Score: Raw -731806.149773 + Penalty 4206.856743 = -727599.293030 nChanged 24 SP:Iteration 23Q (14959.900000 sec): 3 clusters Score: Raw -731813.533459 + Penalty 4206.856743 = -727606.676716 nChanged 22 SP:Iteration 24Q (14960.100000 sec): 3 clusters Score: Raw -731820.894390 + Penalty 4206.856743 = -727614.037648 nChanged 26 SP:Iteration 25Q (14960.350000 sec): 3 clusters Score: Raw -731829.827399 + Penalty 4206.856743 = -727622.970656 nChanged 28 SP:Iteration 26Q (14960.580000 sec): 3 clusters Score: Raw -731841.176474 + Penalty 4206.856743 = -727634.319732 nChanged 33 SP:Iteration 27Q (14960.750000 sec): 3 clusters Score: Raw -731854.623526 + Penalty 4206.856743 = -727647.766783 nChanged 40 SP:Iteration 28Q (14961.010000 sec): 3 clusters Score: Raw -731870.274076 + Penalty 4206.856743 = -727663.417334 nChanged 53 SP:Iteration 29Q (14961.210000 sec): 3 clusters Score: Raw -731892.329557 + Penalty 4206.856743 = -727685.472815 nChanged 57 SP:Iteration 30Q (14961.400000 sec): 3 clusters Score: Raw -731919.472804 + Penalty 4206.856743 = -727712.616061 nChanged 49 SP:Iteration 31Q (14961.600000 sec): 3 clusters Score: Raw -731936.659780 + Penalty 4206.856743 = -727729.803037 nChanged 53 SP:Iteration 32Q (14961.800000 sec): 3 clusters Score: Raw -731958.257822 + Penalty 4206.856743 = -727751.401080 nChanged 37 SP:Iteration 33Q (14962.030000 sec): 3 clusters Score: Raw -731973.136966 + Penalty 4206.856743 = -727766.280223 nChanged 37 SP:Iteration 34Q (14962.260000 sec): 3 clusters Score: Raw -731989.125052 + Penalty 4206.856743 = -727782.268310 nChanged 40 SP:Iteration 35Q (14962.480000 sec): 3 clusters Score: Raw -732005.712662 + Penalty 4206.856743 = -727798.855920 nChanged 48 SP:Iteration 36Q (14962.740000 sec): 3 clusters Score: Raw -732024.826600 + Penalty 4206.856743 = -727817.969857 nChanged 54 SP:Iteration 37Q (14962.960000 sec): 3 clusters Score: Raw -732049.112918 + Penalty 4206.856743 = -727842.256175 nChanged 43 SP:Iteration 38Q (14963.210000 sec): 3 clusters Score: Raw -732066.406579 + Penalty 4206.856743 = -727859.549836 nChanged 54 SP:Iteration 39Q (14963.470000 sec): 3 clusters Score: Raw -732092.328178 + Penalty 4206.856743 = -727885.471436 nChanged 50 SP:Iteration 40F (14963.700000 sec): 3 clusters Score: Raw -732113.082581 + Penalty 4206.856743 = -727906.225838 nChanged 59 SP:Iteration 41Q (14963.900000 sec): 3 clusters Score: Raw -732139.336684 + Penalty 4206.856743 = -727932.479941 nChanged 52 SP:Iteration 42Q (14964.120000 sec): 3 clusters Score: Raw -732161.998272 + Penalty 4206.856743 = -727955.141529 nChanged 47 SP:Iteration 43Q (14964.370000 sec): 3 clusters Score: Raw -732181.966187 + Penalty 4206.856743 = -727975.109444 nChanged 39 SP:Iteration 44Q (14964.580000 sec): 3 clusters Score: Raw -732200.750912 + Penalty 4206.856743 = -727993.894169 nChanged 33 SP:Iteration 45Q (14964.790000 sec): 3 clusters Score: Raw -732218.035998 + Penalty 4206.856743 = -728011.179255 nChanged 45 SP:Iteration 46Q (14964.970000 sec): 3 clusters Score: Raw -732240.641631 + Penalty 4206.856743 = -728033.784888 nChanged 43 SP:Iteration 47Q (14965.180000 sec): 3 clusters Score: Raw -732264.880634 + Penalty 4206.856743 = -728058.023891 nChanged 46 SP:Iteration 48Q (14965.430000 sec): 3 clusters Score: Raw -732288.113245 + Penalty 4206.856743 = -728081.256502 nChanged 47 SP:Iteration 49Q (14965.650000 sec): 3 clusters Score: Raw -732311.930491 + Penalty 4206.856743 = -728105.073748 nChanged 38 SP:Iteration 50Q (14965.830000 sec): 3 clusters Score: Raw -732330.332664 + Penalty 4206.856743 = -728123.475921 nChanged 33 SP:Iteration 51Q (14966.040000 sec): 3 clusters Score: Raw -732344.946073 + Penalty 4206.856743 = -728138.089331 nChanged 34 SP:Iteration 52Q (14966.230000 sec): 3 clusters Score: Raw -732360.434795 + Penalty 4206.856743 = -728153.578052 nChanged 31 SP:Iteration 53Q (14966.440000 sec): 3 clusters Score: Raw -732376.739151 + Penalty 4206.856743 = -728169.882408 nChanged 34 SP:Iteration 54Q (14966.640000 sec): 3 clusters Score: Raw -732397.920823 + Penalty 4206.856743 = -728191.064080 nChanged 32 SP:Iteration 55Q (14966.840000 sec): 3 clusters Score: Raw -732413.951883 + Penalty 4206.856743 = -728207.095140 nChanged 30 SP:Iteration 56Q (14967.020000 sec): 3 clusters Score: Raw -732430.668883 + Penalty 4206.856743 = -728223.812141 nChanged 30 SP:Iteration 57Q (14967.230000 sec): 3 clusters Score: Raw -732446.161280 + Penalty 4206.856743 = -728239.304537 nChanged 27 SP:Iteration 58Q (14967.380000 sec): 3 clusters Score: Raw -732460.288916 + Penalty 4206.856743 = -728253.432173 nChanged 20 SP:Iteration 59Q (14967.590000 sec): 3 clusters Score: Raw -732469.546541 + Penalty 4206.856743 = -728262.689798 nChanged 19 SP:Iteration 60F (14967.790000 sec): 3 clusters Score: Raw -732479.201765 + Penalty 4206.856743 = -728272.345022 nChanged 24 SP:Iteration 61Q (14968.010000 sec): 3 clusters Score: Raw -732492.287790 + Penalty 4206.856743 = -728285.431047 nChanged 13 SP:Iteration 62Q (14968.210000 sec): 3 clusters Score: Raw -732497.669669 + Penalty 4206.856743 = -728290.812926 nChanged 11 SP:Iteration 63Q (14968.430000 sec): 3 clusters Score: Raw -732503.709781 + Penalty 4206.856743 = -728296.853038 nChanged 13 SP:Iteration 64Q (14968.660000 sec): 3 clusters Score: Raw -732508.714980 + Penalty 4206.856743 = -728301.858238 nChanged 6 SP:Iteration 65Q (14968.860000 sec): 3 clusters Score: Raw -732511.070156 + Penalty 4206.856743 = -728304.213413 nChanged 7 SP:Iteration 66Q (14969.090000 sec): 3 clusters Score: Raw -732513.109484 + Penalty 4206.856743 = -728306.252741 nChanged 4 SP:Iteration 67Q (14969.280000 sec): 3 clusters Score: Raw -732515.582121 + Penalty 4206.856743 = -728308.725378 nChanged 4 SP:Iteration 68Q (14969.480000 sec): 3 clusters Score: Raw -732517.152644 + Penalty 4206.856743 = -728310.295901 nChanged 2 SP:Iteration 69Q (14969.700000 sec): 3 clusters Score: Raw -732518.147767 + Penalty 4206.856743 = -728311.291024 nChanged 4 SP:Iteration 70Q (14969.920000 sec): 3 clusters Score: Raw -732519.443691 + Penalty 4206.856743 = -728312.586949 nChanged 1 SP:Iteration 71Q (14970.150000 sec): 3 clusters Score: Raw -732520.045548 + Penalty 4206.856743 = -728313.188806 nChanged 3 SP:Iteration 72Q (14970.330000 sec): 3 clusters Score: Raw -732521.345610 + Penalty 4206.856743 = -728314.488867 nChanged 1 SP:Iteration 73Q (14970.520000 sec): 3 clusters Score: Raw -732521.979123 + Penalty 4206.856743 = -728315.122380 nChanged 0 SP:Iteration 74F (14970.730000 sec): 3 clusters Score: Raw -732521.979123 + Penalty 4206.856743 = -728315.122380 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14971.060000 sec): 2 clusters Score: Raw -6932996.875553 + Penalty 2649.672852 = -6930347.202701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14971.500000 sec): 3 clusters Score: Raw -6906283.917235 + Penalty 5299.345704 = -6900984.571531 nChanged 19893 SP:Iteration 1F (14971.900000 sec): 3 clusters Score: Raw -6917029.601002 + Penalty 5299.345704 = -6911730.255298 nChanged 1795 SP:Iteration 2Q (14972.350000 sec): 3 clusters Score: Raw -6917563.258503 + Penalty 5299.345704 = -6912263.912799 nChanged 1691 SP:Iteration 3Q (14972.810000 sec): 3 clusters Score: Raw -6918081.600787 + Penalty 5299.345704 = -6912782.255083 nChanged 1591 SP:Iteration 4Q (14973.230000 sec): 3 clusters Score: Raw -6918589.448735 + Penalty 5299.345704 = -6913290.103031 nChanged 1616 SP:Iteration 5Q (14973.670000 sec): 3 clusters Score: Raw -6919098.087427 + Penalty 5299.345704 = -6913798.741724 nChanged 1612 SP:Iteration 6Q (14974.140000 sec): 3 clusters Score: Raw -6919649.941250 + Penalty 5299.345704 = -6914350.595546 nChanged 1666 SP:Iteration 7Q (14974.530000 sec): 3 clusters Score: Raw -6920264.442298 + Penalty 5299.345704 = -6914965.096594 nChanged 1679 SP:Iteration 8Q (14974.960000 sec): 3 clusters Score: Raw -6920942.183331 + Penalty 5299.345704 = -6915642.837627 nChanged 1785 SP:Iteration 9Q (14975.390000 sec): 3 clusters Score: Raw -6921746.106595 + Penalty 5299.345704 = -6916446.760891 nChanged 1880 SP:Iteration 10Q (14975.800000 sec): 3 clusters Score: Raw -6922694.654571 + Penalty 5299.345704 = -6917395.308867 nChanged 1982 SP:Iteration 11Q (14976.230000 sec): 3 clusters Score: Raw -6923797.831536 + Penalty 5299.345704 = -6918498.485832 nChanged 2050 SP:Iteration 12Q (14976.680000 sec): 3 clusters Score: Raw -6925086.891955 + Penalty 5299.345704 = -6919787.546251 nChanged 1992 SP:Iteration 13Q (14977.110000 sec): 3 clusters Score: Raw -6926420.423405 + Penalty 5299.345704 = -6921121.077701 nChanged 1949 SP:Iteration 14Q (14977.570000 sec): 3 clusters Score: Raw -6927710.919521 + Penalty 5299.345704 = -6922411.573817 nChanged 1622 SP:Iteration 15Q (14978.020000 sec): 3 clusters Score: Raw -6928736.262763 + Penalty 5299.345704 = -6923436.917059 nChanged 1360 SP:Iteration 16Q (14978.400000 sec): 3 clusters Score: Raw -6929518.798957 + Penalty 5299.345704 = -6924219.453253 nChanged 1076 SP:Iteration 17Q (14978.840000 sec): 3 clusters Score: Raw -6930089.970761 + Penalty 5299.345704 = -6924790.625057 nChanged 920 SP:Iteration 18Q (14979.230000 sec): 3 clusters Score: Raw -6930558.395324 + Penalty 5299.345704 = -6925259.049620 nChanged 800 SP:Iteration 19Q (14979.630000 sec): 3 clusters Score: Raw -6930960.962741 + Penalty 5299.345704 = -6925661.617037 nChanged 682 SP:Iteration 20F (14980.030000 sec): 3 clusters Score: Raw -6931293.157053 + Penalty 5299.345704 = -6925993.811349 nChanged 584 SP:Iteration 21Q (14980.430000 sec): 3 clusters Score: Raw -6931572.387905 + Penalty 5299.345704 = -6926273.042201 nChanged 519 SP:Iteration 22Q (14980.830000 sec): 3 clusters Score: Raw -6931824.162937 + Penalty 5299.345704 = -6926524.817233 nChanged 487 SP:Iteration 23Q (14981.210000 sec): 3 clusters Score: Raw -6932063.157345 + Penalty 5299.345704 = -6926763.811642 nChanged 447 SP:Iteration 24Q (14981.630000 sec): 3 clusters Score: Raw -6932288.564693 + Penalty 5299.345704 = -6926989.218989 nChanged 397 SP:Iteration 25Q (14982.030000 sec): 3 clusters Score: Raw -6932482.054770 + Penalty 5299.345704 = -6927182.709066 nChanged 319 SP:Iteration 26Q (14982.380000 sec): 3 clusters Score: Raw -6932645.172646 + Penalty 5299.345704 = -6927345.826942 nChanged 257 SP:Iteration 27Q (14982.810000 sec): 3 clusters Score: Raw -6932774.531594 + Penalty 5299.345704 = -6927475.185891 nChanged 207 SP:Iteration 28Q (14983.210000 sec): 3 clusters Score: Raw -6932879.366385 + Penalty 5299.345704 = -6927580.020681 nChanged 167 SP:Iteration 29Q (14983.570000 sec): 3 clusters Score: Raw -6932959.904648 + Penalty 5299.345704 = -6927660.558944 nChanged 130 SP:Iteration 30Q (14984.030000 sec): 3 clusters Score: Raw -6933025.018182 + Penalty 5299.345704 = -6927725.672478 nChanged 108 SP:Iteration 31Q (14984.450000 sec): 3 clusters Score: Raw -6933075.335371 + Penalty 5299.345704 = -6927775.989667 nChanged 86 SP:Iteration 32Q (14984.830000 sec): 3 clusters Score: Raw -6933119.792828 + Penalty 5299.345704 = -6927820.447124 nChanged 77 SP:Iteration 33Q (14985.270000 sec): 3 clusters Score: Raw -6933157.983509 + Penalty 5299.345704 = -6927858.637805 nChanged 69 SP:Iteration 34Q (14985.640000 sec): 3 clusters Score: Raw -6933189.976420 + Penalty 5299.345704 = -6927890.630716 nChanged 49 SP:Iteration 35Q (14986.040000 sec): 3 clusters Score: Raw -6933211.244063 + Penalty 5299.345704 = -6927911.898360 nChanged 36 SP:Iteration 36Q (14986.430000 sec): 3 clusters Score: Raw -6933232.453689 + Penalty 5299.345704 = -6927933.107985 nChanged 39 SP:Iteration 37Q (14986.910000 sec): 3 clusters Score: Raw -6933252.546450 + Penalty 5299.345704 = -6927953.200746 nChanged 32 SP:Iteration 38Q (14987.290000 sec): 3 clusters Score: Raw -6933267.537883 + Penalty 5299.345704 = -6927968.192179 nChanged 19 SP:Iteration 39Q (14987.700000 sec): 3 clusters Score: Raw -6933276.027327 + Penalty 5299.345704 = -6927976.681623 nChanged 21 SP:Iteration 40F (14988.110000 sec): 3 clusters Score: Raw -6933285.500716 + Penalty 5299.345704 = -6927986.155012 nChanged 20 SP:Iteration 41Q (14988.500000 sec): 3 clusters Score: Raw -6933295.631672 + Penalty 5299.345704 = -6927996.285968 nChanged 20 SP:Iteration 42Q (14988.880000 sec): 3 clusters Score: Raw -6933304.027249 + Penalty 5299.345704 = -6928004.681545 nChanged 15 SP:Iteration 43Q (14989.290000 sec): 3 clusters Score: Raw -6933310.058201 + Penalty 5299.345704 = -6928010.712497 nChanged 9 SP:Iteration 44Q (14989.720000 sec): 3 clusters Score: Raw -6933315.642907 + Penalty 5299.345704 = -6928016.297203 nChanged 15 SP:Iteration 45Q (14990.100000 sec): 3 clusters Score: Raw -6933324.525681 + Penalty 5299.345704 = -6928025.179977 nChanged 10 SP:Iteration 46Q (14990.490000 sec): 3 clusters Score: Raw -6933330.481549 + Penalty 5299.345704 = -6928031.135845 nChanged 8 SP:Iteration 47Q (14990.880000 sec): 3 clusters Score: Raw -6933336.256385 + Penalty 5299.345704 = -6928036.910681 nChanged 12 SP:Iteration 48Q (14991.270000 sec): 3 clusters Score: Raw -6933340.907440 + Penalty 5299.345704 = -6928041.561736 nChanged 8 SP:Iteration 49Q (14991.630000 sec): 3 clusters Score: Raw -6933344.421463 + Penalty 5299.345704 = -6928045.075759 nChanged 7 SP:Iteration 50Q (14992.060000 sec): 3 clusters Score: Raw -6933347.971576 + Penalty 5299.345704 = -6928048.625872 nChanged 6 SP:Iteration 51Q (14992.470000 sec): 3 clusters Score: Raw -6933351.051199 + Penalty 5299.345704 = -6928051.705495 nChanged 10 SP:Iteration 52Q (14992.860000 sec): 3 clusters Score: Raw -6933357.182846 + Penalty 5299.345704 = -6928057.837142 nChanged 4 SP:Iteration 53Q (14993.260000 sec): 3 clusters Score: Raw -6933360.301607 + Penalty 5299.345704 = -6928060.955903 nChanged 5 SP:Iteration 54Q (14993.630000 sec): 3 clusters Score: Raw -6933362.561583 + Penalty 5299.345704 = -6928063.215880 nChanged 5 SP:Iteration 55Q (14994.000000 sec): 3 clusters Score: Raw -6933363.920451 + Penalty 5299.345704 = -6928064.574747 nChanged 3 SP:Iteration 56Q (14994.360000 sec): 3 clusters Score: Raw -6933365.080550 + Penalty 5299.345704 = -6928065.734846 nChanged 1 SP:Iteration 57Q (14994.730000 sec): 3 clusters Score: Raw -6933365.764024 + Penalty 5299.345704 = -6928066.418320 nChanged 3 SP:Iteration 58Q (14995.100000 sec): 3 clusters Score: Raw -6933367.248379 + Penalty 5299.345704 = -6928067.902675 nChanged 1 SP:Iteration 59Q (14995.460000 sec): 3 clusters Score: Raw -6933367.993458 + Penalty 5299.345704 = -6928068.647754 nChanged 2 SP:Iteration 60F (14995.840000 sec): 3 clusters Score: Raw -6933369.380993 + Penalty 5299.345704 = -6928070.035289 nChanged 2 SP:Iteration 61Q (14996.230000 sec): 3 clusters Score: Raw -6933370.784950 + Penalty 5299.345704 = -6928071.439246 nChanged 0 SP:Iteration 62F (14996.620000 sec): 3 clusters Score: Raw -6933370.784950 + Penalty 5299.345704 = -6928071.439246 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (14996.740000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (14996.880000 sec): 3 clusters Score: Raw -1447151.360399 + Penalty 4520.076892 = -1442631.283507 nChanged 3777 SP:Iteration 1F (14997.130000 sec): 3 clusters Score: Raw -1449206.809305 + Penalty 4520.076892 = -1444686.732414 nChanged 607 SP:Iteration 2F (14997.380000 sec): 3 clusters Score: Raw -1449519.122341 + Penalty 4520.076892 = -1444999.045449 nChanged 479 SP:Iteration 3F (14997.560000 sec): 3 clusters Score: Raw -1449730.414201 + Penalty 4520.076892 = -1445210.337309 nChanged 398 SP:Iteration 4Q (14997.840000 sec): 3 clusters Score: Raw -1449904.432203 + Penalty 4520.076892 = -1445384.355311 nChanged 319 SP:Iteration 5Q (14998.070000 sec): 3 clusters Score: Raw -1450033.688269 + Penalty 4520.076892 = -1445513.611377 nChanged 293 SP:Iteration 6Q (14998.260000 sec): 3 clusters Score: Raw -1450151.841723 + Penalty 4520.076892 = -1445631.764831 nChanged 292 SP:Iteration 7Q (14998.500000 sec): 3 clusters Score: Raw -1450284.672004 + Penalty 4520.076892 = -1445764.595112 nChanged 308 SP:Iteration 8Q (14998.740000 sec): 3 clusters Score: Raw -1450432.973838 + Penalty 4520.076892 = -1445912.896946 nChanged 311 SP:Iteration 9Q (14998.940000 sec): 3 clusters Score: Raw -1450591.506563 + Penalty 4520.076892 = -1446071.429671 nChanged 301 SP:Iteration 10Q (14999.220000 sec): 3 clusters Score: Raw -1450739.604483 + Penalty 4520.076892 = -1446219.527591 nChanged 310 SP:Iteration 11Q (14999.430000 sec): 3 clusters Score: Raw -1450905.738162 + Penalty 4520.076892 = -1446385.661271 nChanged 293 SP:Iteration 12Q (14999.640000 sec): 3 clusters Score: Raw -1451060.696856 + Penalty 4520.076892 = -1446540.619965 nChanged 276 SP:Iteration 13Q (14999.910000 sec): 3 clusters Score: Raw -1451203.722003 + Penalty 4520.076892 = -1446683.645111 nChanged 236 SP:Iteration 14Q (15000.150000 sec): 3 clusters Score: Raw -1451337.562244 + Penalty 4520.076892 = -1446817.485353 nChanged 250 SP:Iteration 15Q (15000.360000 sec): 3 clusters Score: Raw -1451498.114849 + Penalty 4520.076892 = -1446978.037958 nChanged 233 SP:Iteration 16Q (15000.600000 sec): 3 clusters Score: Raw -1451640.108121 + Penalty 4520.076892 = -1447120.031230 nChanged 219 SP:Iteration 17Q (15000.830000 sec): 3 clusters Score: Raw -1451780.603488 + Penalty 4520.076892 = -1447260.526596 nChanged 202 SP:Iteration 18Q (15001.080000 sec): 3 clusters Score: Raw -1451914.174744 + Penalty 4520.076892 = -1447394.097852 nChanged 156 SP:Iteration 19Q (15001.280000 sec): 3 clusters Score: Raw -1452011.845823 + Penalty 4520.076892 = -1447491.768931 nChanged 129 SP:Iteration 20F (15001.550000 sec): 3 clusters Score: Raw -1452085.455905 + Penalty 4520.076892 = -1447565.379014 nChanged 97 SP:Iteration 21Q (15001.800000 sec): 3 clusters Score: Raw -1452140.958668 + Penalty 4520.076892 = -1447620.881776 nChanged 76 SP:Iteration 22Q (15002.040000 sec): 3 clusters Score: Raw -1452179.317358 + Penalty 4520.076892 = -1447659.240467 nChanged 60 SP:Iteration 23Q (15002.290000 sec): 3 clusters Score: Raw -1452213.094007 + Penalty 4520.076892 = -1447693.017115 nChanged 55 SP:Iteration 24Q (15002.510000 sec): 3 clusters Score: Raw -1452246.336768 + Penalty 4520.076892 = -1447726.259877 nChanged 45 SP:Iteration 25Q (15002.730000 sec): 3 clusters Score: Raw -1452273.571556 + Penalty 4520.076892 = -1447753.494665 nChanged 37 SP:Iteration 26Q (15002.970000 sec): 3 clusters Score: Raw -1452293.972150 + Penalty 4520.076892 = -1447773.895259 nChanged 24 SP:Iteration 27Q (15003.230000 sec): 3 clusters Score: Raw -1452309.337340 + Penalty 4520.076892 = -1447789.260449 nChanged 29 SP:Iteration 28Q (15003.470000 sec): 3 clusters Score: Raw -1452325.187330 + Penalty 4520.076892 = -1447805.110438 nChanged 27 SP:Iteration 29Q (15003.670000 sec): 3 clusters Score: Raw -1452339.874519 + Penalty 4520.076892 = -1447819.797628 nChanged 30 SP:Iteration 30Q (15003.880000 sec): 3 clusters Score: Raw -1452357.302520 + Penalty 4520.076892 = -1447837.225628 nChanged 23 SP:Iteration 31Q (15004.100000 sec): 3 clusters Score: Raw -1452370.454632 + Penalty 4520.076892 = -1447850.377740 nChanged 19 SP:Iteration 32Q (15004.310000 sec): 3 clusters Score: Raw -1452381.606633 + Penalty 4520.076892 = -1447861.529741 nChanged 10 SP:Iteration 33Q (15004.520000 sec): 3 clusters Score: Raw -1452387.367093 + Penalty 4520.076892 = -1447867.290201 nChanged 8 SP:Iteration 34Q (15004.750000 sec): 3 clusters Score: Raw -1452391.598925 + Penalty 4520.076892 = -1447871.522033 nChanged 7 SP:Iteration 35Q (15004.950000 sec): 3 clusters Score: Raw -1452396.352286 + Penalty 4520.076892 = -1447876.275394 nChanged 7 SP:Iteration 36Q (15005.160000 sec): 3 clusters Score: Raw -1452399.420797 + Penalty 4520.076892 = -1447879.343906 nChanged 3 SP:Iteration 37Q (15005.350000 sec): 3 clusters Score: Raw -1452400.379091 + Penalty 4520.076892 = -1447880.302200 nChanged 1 SP:Iteration 38Q (15005.570000 sec): 3 clusters Score: Raw -1452401.390363 + Penalty 4520.076892 = -1447881.313472 nChanged 3 SP:Iteration 39Q (15005.800000 sec): 3 clusters Score: Raw -1452402.807804 + Penalty 4520.076892 = -1447882.730912 nChanged 2 SP:Iteration 40F (15006.070000 sec): 3 clusters Score: Raw -1452403.756615 + Penalty 4520.076892 = -1447883.679724 nChanged 3 SP:Iteration 41Q (15006.250000 sec): 3 clusters Score: Raw -1452404.600666 + Penalty 4520.076892 = -1447884.523774 nChanged 4 SP:Iteration 42Q (15006.460000 sec): 3 clusters Score: Raw -1452406.047783 + Penalty 4520.076892 = -1447885.970891 nChanged 3 SP:Iteration 43Q (15006.670000 sec): 3 clusters Score: Raw -1452407.714849 + Penalty 4520.076892 = -1447887.637957 nChanged 5 SP:Iteration 44Q (15006.950000 sec): 3 clusters Score: Raw -1452412.691787 + Penalty 4520.076892 = -1447892.614895 nChanged 3 SP:Iteration 45Q (15007.130000 sec): 3 clusters Score: Raw -1452414.508264 + Penalty 4520.076892 = -1447894.431373 nChanged 6 SP:Iteration 46Q (15007.350000 sec): 3 clusters Score: Raw -1452416.481335 + Penalty 4520.076892 = -1447896.404443 nChanged 6 SP:Iteration 47Q (15007.590000 sec): 3 clusters Score: Raw -1452419.608429 + Penalty 4520.076892 = -1447899.531537 nChanged 5 SP:Iteration 48Q (15007.820000 sec): 3 clusters Score: Raw -1452421.798091 + Penalty 4520.076892 = -1447901.721200 nChanged 4 SP:Iteration 49Q (15008.020000 sec): 3 clusters Score: Raw -1452423.296783 + Penalty 4520.076892 = -1447903.219892 nChanged 1 SP:Iteration 50Q (15008.260000 sec): 3 clusters Score: Raw -1452423.566163 + Penalty 4520.076892 = -1447903.489271 nChanged 0 SP:Iteration 51F (15008.510000 sec): 3 clusters Score: Raw -1452423.566163 + Penalty 4520.076892 = -1447903.489271 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15008.640000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15008.830000 sec): 3 clusters Score: Raw -110345.129038 + Penalty 3261.237617 = -107083.891421 nChanged 173 SP:Iteration 1F (15009.000000 sec): 3 clusters Score: Raw -110621.124602 + Penalty 3261.237617 = -107359.886985 nChanged 47 SP:Iteration 2F (15009.220000 sec): 3 clusters Score: Raw -110732.085898 + Penalty 3261.237617 = -107470.848281 nChanged 40 SP:Iteration 3F (15009.390000 sec): 3 clusters Score: Raw -110833.966522 + Penalty 3261.237617 = -107572.728905 nChanged 20 SP:Iteration 4Q (15009.600000 sec): 3 clusters Score: Raw -110881.644722 + Penalty 3261.237617 = -107620.407106 nChanged 13 SP:Iteration 5Q (15009.810000 sec): 3 clusters Score: Raw -110908.472361 + Penalty 3261.237617 = -107647.234744 nChanged 11 SP:Iteration 6Q (15010.010000 sec): 3 clusters Score: Raw -110931.607514 + Penalty 3261.237617 = -107670.369897 nChanged 5 SP:Iteration 7Q (15010.150000 sec): 3 clusters Score: Raw -110952.728292 + Penalty 3261.237617 = -107691.490675 nChanged 9 SP:Iteration 8Q (15010.340000 sec): 3 clusters Score: Raw -110978.683110 + Penalty 3261.237617 = -107717.445493 nChanged 4 SP:Iteration 9Q (15010.530000 sec): 3 clusters Score: Raw -110988.700569 + Penalty 3261.237617 = -107727.462952 nChanged 6 SP:Iteration 10Q (15010.690000 sec): 3 clusters Score: Raw -111005.737454 + Penalty 3261.237617 = -107744.499837 nChanged 3 SP:Iteration 11Q (15010.890000 sec): 3 clusters Score: Raw -111013.025094 + Penalty 3261.237617 = -107751.787477 nChanged 0 SP:Iteration 12F (15011.060000 sec): 3 clusters Score: Raw -111013.025094 + Penalty 3261.237617 = -107751.787477 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15011.180000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15011.380000 sec): 3 clusters Score: Raw -1477645.943500 + Penalty 4530.517105 = -1473115.426396 nChanged 3852 SP:Iteration 1F (15011.610000 sec): 3 clusters Score: Raw -1479841.357881 + Penalty 4530.517105 = -1475310.840776 nChanged 650 SP:Iteration 2F (15011.800000 sec): 3 clusters Score: Raw -1480156.548799 + Penalty 4530.517105 = -1475626.031694 nChanged 496 SP:Iteration 3F (15012.040000 sec): 3 clusters Score: Raw -1480399.734276 + Penalty 4530.517105 = -1475869.217172 nChanged 414 SP:Iteration 4Q (15012.330000 sec): 3 clusters Score: Raw -1480614.917081 + Penalty 4530.517105 = -1476084.399976 nChanged 406 SP:Iteration 5Q (15012.590000 sec): 3 clusters Score: Raw -1480837.438697 + Penalty 4530.517105 = -1476306.921592 nChanged 372 SP:Iteration 6Q (15012.800000 sec): 3 clusters Score: Raw -1481036.659817 + Penalty 4530.517105 = -1476506.142712 nChanged 353 SP:Iteration 7Q (15013.100000 sec): 3 clusters Score: Raw -1481231.930545 + Penalty 4530.517105 = -1476701.413440 nChanged 346 SP:Iteration 8Q (15013.370000 sec): 3 clusters Score: Raw -1481428.588513 + Penalty 4530.517105 = -1476898.071409 nChanged 306 SP:Iteration 9Q (15013.640000 sec): 3 clusters Score: Raw -1481624.686393 + Penalty 4530.517105 = -1477094.169288 nChanged 292 SP:Iteration 10Q (15013.900000 sec): 3 clusters Score: Raw -1481818.917164 + Penalty 4530.517105 = -1477288.400059 nChanged 260 SP:Iteration 11Q (15014.150000 sec): 3 clusters Score: Raw -1481997.734669 + Penalty 4530.517105 = -1477467.217564 nChanged 211 SP:Iteration 12Q (15014.350000 sec): 3 clusters Score: Raw -1482138.589903 + Penalty 4530.517105 = -1477608.072798 nChanged 170 SP:Iteration 13Q (15014.570000 sec): 3 clusters Score: Raw -1482253.225954 + Penalty 4530.517105 = -1477722.708849 nChanged 160 SP:Iteration 14Q (15014.840000 sec): 3 clusters Score: Raw -1482374.241034 + Penalty 4530.517105 = -1477843.723930 nChanged 138 SP:Iteration 15Q (15015.100000 sec): 3 clusters Score: Raw -1482485.771217 + Penalty 4530.517105 = -1477955.254112 nChanged 124 SP:Iteration 16Q (15015.320000 sec): 3 clusters Score: Raw -1482593.704399 + Penalty 4530.517105 = -1478063.187294 nChanged 99 SP:Iteration 17Q (15015.550000 sec): 3 clusters Score: Raw -1482670.191454 + Penalty 4530.517105 = -1478139.674349 nChanged 89 SP:Iteration 18Q (15015.840000 sec): 3 clusters Score: Raw -1482737.454594 + Penalty 4530.517105 = -1478206.937489 nChanged 63 SP:Iteration 19Q (15016.050000 sec): 3 clusters Score: Raw -1482774.344639 + Penalty 4530.517105 = -1478243.827534 nChanged 46 SP:Iteration 20F (15016.280000 sec): 3 clusters Score: Raw -1482795.115877 + Penalty 4530.517105 = -1478264.598772 nChanged 32 SP:Iteration 21Q (15016.520000 sec): 3 clusters Score: Raw -1482809.314145 + Penalty 4530.517105 = -1478278.797040 nChanged 12 SP:Iteration 22Q (15016.760000 sec): 3 clusters Score: Raw -1482814.862317 + Penalty 4530.517105 = -1478284.345212 nChanged 10 SP:Iteration 23Q (15016.980000 sec): 3 clusters Score: Raw -1482820.091173 + Penalty 4530.517105 = -1478289.574068 nChanged 15 SP:Iteration 24Q (15017.180000 sec): 3 clusters Score: Raw -1482828.179210 + Penalty 4530.517105 = -1478297.662105 nChanged 21 SP:Iteration 25Q (15017.420000 sec): 3 clusters Score: Raw -1482837.943499 + Penalty 4530.517105 = -1478307.426394 nChanged 19 SP:Iteration 26Q (15017.660000 sec): 3 clusters Score: Raw -1482848.514799 + Penalty 4530.517105 = -1478317.997694 nChanged 20 SP:Iteration 27Q (15017.940000 sec): 3 clusters Score: Raw -1482857.949829 + Penalty 4530.517105 = -1478327.432724 nChanged 11 SP:Iteration 28Q (15018.140000 sec): 3 clusters Score: Raw -1482861.348852 + Penalty 4530.517105 = -1478330.831747 nChanged 8 SP:Iteration 29Q (15018.380000 sec): 3 clusters Score: Raw -1482865.150943 + Penalty 4530.517105 = -1478334.633838 nChanged 7 SP:Iteration 30Q (15018.600000 sec): 3 clusters Score: Raw -1482867.840439 + Penalty 4530.517105 = -1478337.323334 nChanged 8 SP:Iteration 31Q (15018.840000 sec): 3 clusters Score: Raw -1482871.253754 + Penalty 4530.517105 = -1478340.736649 nChanged 6 SP:Iteration 32Q (15019.040000 sec): 3 clusters Score: Raw -1482872.661258 + Penalty 4530.517105 = -1478342.144153 nChanged 2 SP:Iteration 33Q (15019.300000 sec): 3 clusters Score: Raw -1482873.277393 + Penalty 4530.517105 = -1478342.760288 nChanged 0 SP:Iteration 34F (15019.520000 sec): 3 clusters Score: Raw -1482873.277393 + Penalty 4530.517105 = -1478342.760288 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15019.980000 sec): 2 clusters Score: Raw -12228281.679673 + Penalty 2785.409645 = -12225496.270028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15020.530000 sec): 3 clusters Score: Raw -12180383.131586 + Penalty 5570.819291 = -12174812.312296 nChanged 35672 SP:Iteration 1F (15021.050000 sec): 3 clusters Score: Raw -12200200.559695 + Penalty 5570.819291 = -12194629.740405 nChanged 2458 SP:Iteration 2Q (15021.620000 sec): 3 clusters Score: Raw -12200725.010658 + Penalty 5570.819291 = -12195154.191367 nChanged 2281 SP:Iteration 3Q (15022.210000 sec): 3 clusters Score: Raw -12201226.464475 + Penalty 5570.819291 = -12195655.645184 nChanged 2208 SP:Iteration 4Q (15022.810000 sec): 3 clusters Score: Raw -12201769.414373 + Penalty 5570.819291 = -12196198.595082 nChanged 2326 SP:Iteration 5Q (15023.460000 sec): 3 clusters Score: Raw -12202442.384937 + Penalty 5570.819291 = -12196871.565646 nChanged 2458 SP:Iteration 6Q (15024.090000 sec): 3 clusters Score: Raw -12203260.701118 + Penalty 5570.819291 = -12197689.881828 nChanged 2710 SP:Iteration 7Q (15024.700000 sec): 3 clusters Score: Raw -12204305.204661 + Penalty 5570.819291 = -12198734.385371 nChanged 2952 SP:Iteration 8Q (15025.320000 sec): 3 clusters Score: Raw -12205576.335470 + Penalty 5570.819291 = -12200005.516180 nChanged 3235 SP:Iteration 9Q (15025.890000 sec): 3 clusters Score: Raw -12207071.979179 + Penalty 5570.819291 = -12201501.159889 nChanged 3412 SP:Iteration 10Q (15026.500000 sec): 3 clusters Score: Raw -12208779.128375 + Penalty 5570.819291 = -12203208.309084 nChanged 3588 SP:Iteration 11Q (15027.120000 sec): 3 clusters Score: Raw -12210623.795299 + Penalty 5570.819291 = -12205052.976009 nChanged 3549 SP:Iteration 12Q (15027.790000 sec): 3 clusters Score: Raw -12212604.186963 + Penalty 5570.819291 = -12207033.367672 nChanged 3459 SP:Iteration 13Q (15028.400000 sec): 3 clusters Score: Raw -12214632.279150 + Penalty 5570.819291 = -12209061.459860 nChanged 3344 SP:Iteration 14Q (15029.050000 sec): 3 clusters Score: Raw -12216608.165101 + Penalty 5570.819291 = -12211037.345810 nChanged 3283 SP:Iteration 15Q (15029.620000 sec): 3 clusters Score: Raw -12218600.228828 + Penalty 5570.819291 = -12213029.409537 nChanged 3071 SP:Iteration 16Q (15030.250000 sec): 3 clusters Score: Raw -12220506.869040 + Penalty 5570.819291 = -12214936.049749 nChanged 2784 SP:Iteration 17Q (15030.840000 sec): 3 clusters Score: Raw -12222296.063907 + Penalty 5570.819291 = -12216725.244616 nChanged 2522 SP:Iteration 18Q (15031.370000 sec): 3 clusters Score: Raw -12224004.662410 + Penalty 5570.819291 = -12218433.843119 nChanged 2099 SP:Iteration 19Q (15031.970000 sec): 3 clusters Score: Raw -12225423.085995 + Penalty 5570.819291 = -12219852.266704 nChanged 1580 SP:Iteration 20F (15032.550000 sec): 3 clusters Score: Raw -12226541.585181 + Penalty 5570.819291 = -12220970.765890 nChanged 1141 SP:Iteration 21Q (15033.080000 sec): 3 clusters Score: Raw -12227377.266985 + Penalty 5570.819291 = -12221806.447694 nChanged 661 SP:Iteration 22Q (15033.600000 sec): 3 clusters Score: Raw -12227868.420650 + Penalty 5570.819291 = -12222297.601359 nChanged 348 SP:Iteration 23Q (15034.200000 sec): 3 clusters Score: Raw -12228121.623149 + Penalty 5570.819291 = -12222550.803859 nChanged 207 SP:Iteration 24Q (15034.770000 sec): 3 clusters Score: Raw -12228301.461089 + Penalty 5570.819291 = -12222730.641798 nChanged 129 SP:Iteration 25Q (15035.320000 sec): 3 clusters Score: Raw -12228412.459155 + Penalty 5570.819291 = -12222841.639865 nChanged 76 SP:Iteration 26Q (15035.860000 sec): 3 clusters Score: Raw -12228477.749870 + Penalty 5570.819291 = -12222906.930579 nChanged 43 SP:Iteration 27Q (15036.390000 sec): 3 clusters Score: Raw -12228510.909675 + Penalty 5570.819291 = -12222940.090385 nChanged 29 SP:Iteration 28Q (15036.900000 sec): 3 clusters Score: Raw -12228530.148811 + Penalty 5570.819291 = -12222959.329520 nChanged 21 SP:Iteration 29Q (15037.420000 sec): 3 clusters Score: Raw -12228548.363610 + Penalty 5570.819291 = -12222977.544319 nChanged 22 SP:Iteration 30Q (15037.940000 sec): 3 clusters Score: Raw -12228564.647005 + Penalty 5570.819291 = -12222993.827715 nChanged 15 SP:Iteration 31Q (15038.470000 sec): 3 clusters Score: Raw -12228578.402127 + Penalty 5570.819291 = -12223007.582836 nChanged 11 SP:Iteration 32Q (15039.020000 sec): 3 clusters Score: Raw -12228589.425433 + Penalty 5570.819291 = -12223018.606142 nChanged 17 SP:Iteration 33Q (15039.540000 sec): 3 clusters Score: Raw -12228602.790205 + Penalty 5570.819291 = -12223031.970914 nChanged 12 SP:Iteration 34Q (15040.130000 sec): 3 clusters Score: Raw -12228611.450527 + Penalty 5570.819291 = -12223040.631236 nChanged 8 SP:Iteration 35Q (15040.730000 sec): 3 clusters Score: Raw -12228617.967147 + Penalty 5570.819291 = -12223047.147857 nChanged 5 SP:Iteration 36Q (15041.380000 sec): 3 clusters Score: Raw -12228621.310384 + Penalty 5570.819291 = -12223050.491094 nChanged 1 SP:Iteration 37Q (15041.970000 sec): 3 clusters Score: Raw -12228621.593800 + Penalty 5570.819291 = -12223050.774510 nChanged 1 SP:Iteration 38Q (15042.560000 sec): 3 clusters Score: Raw -12228622.533241 + Penalty 5570.819291 = -12223051.713951 nChanged 4 SP:Iteration 39Q (15043.160000 sec): 3 clusters Score: Raw -12228626.204555 + Penalty 5570.819291 = -12223055.385265 nChanged 2 SP:Iteration 40F (15043.740000 sec): 3 clusters Score: Raw -12228627.083955 + Penalty 5570.819291 = -12223056.264664 nChanged 2 SP:Iteration 41Q (15044.240000 sec): 3 clusters Score: Raw -12228628.565475 + Penalty 5570.819291 = -12223057.746184 nChanged 1 SP:Iteration 42Q (15044.720000 sec): 3 clusters Score: Raw -12228629.396518 + Penalty 5570.819291 = -12223058.577227 nChanged 1 SP:Iteration 43Q (15045.180000 sec): 3 clusters Score: Raw -12228630.202153 + Penalty 5570.819291 = -12223059.382862 nChanged 1 SP:Iteration 44Q (15045.740000 sec): 3 clusters Score: Raw -12228630.573739 + Penalty 5570.819291 = -12223059.754448 nChanged 0 SP:Iteration 45F (15046.320000 sec): 3 clusters Score: Raw -12228630.573739 + Penalty 5570.819291 = -12223059.754448 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15046.490000 sec): 2 clusters Score: Raw -2294972.963438 + Penalty 2385.512092 = -2292587.451346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15046.810000 sec): 3 clusters Score: Raw -2286413.629041 + Penalty 4771.024184 = -2281642.604857 nChanged 6516 SP:Iteration 1F (15047.090000 sec): 3 clusters Score: Raw -2289938.171663 + Penalty 4771.024184 = -2285167.147479 nChanged 887 SP:Iteration 2F (15047.350000 sec): 3 clusters Score: Raw -2290366.903125 + Penalty 4771.024184 = -2285595.878941 nChanged 779 SP:Iteration 3F (15047.640000 sec): 3 clusters Score: Raw -2290743.815044 + Penalty 4771.024184 = -2285972.790860 nChanged 721 SP:Iteration 4Q (15047.940000 sec): 3 clusters Score: Raw -2291085.499064 + Penalty 4771.024184 = -2286314.474880 nChanged 701 SP:Iteration 5Q (15048.220000 sec): 3 clusters Score: Raw -2291435.665778 + Penalty 4771.024184 = -2286664.641594 nChanged 682 SP:Iteration 6Q (15048.490000 sec): 3 clusters Score: Raw -2291825.199924 + Penalty 4771.024184 = -2287054.175740 nChanged 694 SP:Iteration 7Q (15048.770000 sec): 3 clusters Score: Raw -2292253.954141 + Penalty 4771.024184 = -2287482.929957 nChanged 745 SP:Iteration 8Q (15049.040000 sec): 3 clusters Score: Raw -2292754.212769 + Penalty 4771.024184 = -2287983.188585 nChanged 788 SP:Iteration 9F (15049.320000 sec): 3 clusters Score: Raw -2293352.930500 + Penalty 4771.024184 = -2288581.906316 nChanged 780 SP:Iteration 10F (15049.560000 sec): 3 clusters Score: Raw -2293940.543230 + Penalty 4771.024184 = -2289169.519046 nChanged 740 SP:Iteration 11Q (15049.830000 sec): 3 clusters Score: Raw -2294560.014402 + Penalty 4771.024184 = -2289788.990218 nChanged 672 SP:Iteration 12Q (15050.150000 sec): 3 clusters Score: Raw -2295118.973592 + Penalty 4771.024184 = -2290347.949408 nChanged 525 SP:Iteration 13Q (15050.410000 sec): 3 clusters Score: Raw -2295537.237202 + Penalty 4771.024184 = -2290766.213018 nChanged 326 SP:Iteration 14Q (15050.650000 sec): 3 clusters Score: Raw -2295760.969584 + Penalty 4771.024184 = -2290989.945400 nChanged 216 SP:Iteration 15Q (15050.930000 sec): 3 clusters Score: Raw -2295869.337760 + Penalty 4771.024184 = -2291098.313576 nChanged 141 SP:Iteration 16Q (15051.180000 sec): 3 clusters Score: Raw -2295930.246232 + Penalty 4771.024184 = -2291159.222048 nChanged 81 SP:Iteration 17Q (15051.490000 sec): 3 clusters Score: Raw -2295964.060130 + Penalty 4771.024184 = -2291193.035946 nChanged 71 SP:Iteration 18Q (15051.720000 sec): 3 clusters Score: Raw -2295990.258667 + Penalty 4771.024184 = -2291219.234483 nChanged 59 SP:Iteration 19Q (15051.970000 sec): 3 clusters Score: Raw -2296011.413066 + Penalty 4771.024184 = -2291240.388882 nChanged 48 SP:Iteration 20F (15052.240000 sec): 3 clusters Score: Raw -2296033.933796 + Penalty 4771.024184 = -2291262.909612 nChanged 38 SP:Iteration 21Q (15052.500000 sec): 3 clusters Score: Raw -2296053.041042 + Penalty 4771.024184 = -2291282.016858 nChanged 44 SP:Iteration 22Q (15052.780000 sec): 3 clusters Score: Raw -2296080.418150 + Penalty 4771.024184 = -2291309.393966 nChanged 45 SP:Iteration 23Q (15053.110000 sec): 3 clusters Score: Raw -2296102.725819 + Penalty 4771.024184 = -2291331.701635 nChanged 38 SP:Iteration 24Q (15053.350000 sec): 3 clusters Score: Raw -2296129.263950 + Penalty 4771.024184 = -2291358.239766 nChanged 42 SP:Iteration 25Q (15053.600000 sec): 3 clusters Score: Raw -2296163.083386 + Penalty 4771.024184 = -2291392.059202 nChanged 49 SP:Iteration 26Q (15053.880000 sec): 3 clusters Score: Raw -2296197.999370 + Penalty 4771.024184 = -2291426.975186 nChanged 46 SP:Iteration 27Q (15054.140000 sec): 3 clusters Score: Raw -2296219.348934 + Penalty 4771.024184 = -2291448.324750 nChanged 35 SP:Iteration 28Q (15054.460000 sec): 3 clusters Score: Raw -2296235.394827 + Penalty 4771.024184 = -2291464.370643 nChanged 31 SP:Iteration 29Q (15054.740000 sec): 3 clusters Score: Raw -2296251.105168 + Penalty 4771.024184 = -2291480.080984 nChanged 26 SP:Iteration 30Q (15055.020000 sec): 3 clusters Score: Raw -2296258.379795 + Penalty 4771.024184 = -2291487.355611 nChanged 9 SP:Iteration 31Q (15055.240000 sec): 3 clusters Score: Raw -2296262.141720 + Penalty 4771.024184 = -2291491.117536 nChanged 13 SP:Iteration 32Q (15055.560000 sec): 3 clusters Score: Raw -2296267.358885 + Penalty 4771.024184 = -2291496.334701 nChanged 15 SP:Iteration 33Q (15055.820000 sec): 3 clusters Score: Raw -2296275.096947 + Penalty 4771.024184 = -2291504.072763 nChanged 21 SP:Iteration 34Q (15056.110000 sec): 3 clusters Score: Raw -2296282.352732 + Penalty 4771.024184 = -2291511.328548 nChanged 19 SP:Iteration 35Q (15056.380000 sec): 3 clusters Score: Raw -2296287.599287 + Penalty 4771.024184 = -2291516.575103 nChanged 13 SP:Iteration 36Q (15056.640000 sec): 3 clusters Score: Raw -2296292.570879 + Penalty 4771.024184 = -2291521.546695 nChanged 14 SP:Iteration 37Q (15056.900000 sec): 3 clusters Score: Raw -2296296.992623 + Penalty 4771.024184 = -2291525.968439 nChanged 13 SP:Iteration 38Q (15057.220000 sec): 3 clusters Score: Raw -2296300.567299 + Penalty 4771.024184 = -2291529.543115 nChanged 12 SP:Iteration 39Q (15057.520000 sec): 3 clusters Score: Raw -2296304.717602 + Penalty 4771.024184 = -2291533.693418 nChanged 10 SP:Iteration 40F (15057.750000 sec): 3 clusters Score: Raw -2296342.492199 + Penalty 4771.024184 = -2291571.468015 nChanged 19 SP:Iteration 41Q (15058.050000 sec): 3 clusters Score: Raw -2296370.570100 + Penalty 4771.024184 = -2291599.545916 nChanged 21 SP:Iteration 42Q (15058.370000 sec): 3 clusters Score: Raw -2296391.053453 + Penalty 4771.024184 = -2291620.029269 nChanged 34 SP:Iteration 43Q (15058.600000 sec): 3 clusters Score: Raw -2296416.202244 + Penalty 4771.024184 = -2291645.178060 nChanged 42 SP:Iteration 44Q (15058.860000 sec): 3 clusters Score: Raw -2296457.889357 + Penalty 4771.024184 = -2291686.865173 nChanged 47 SP:Iteration 45Q (15059.120000 sec): 3 clusters Score: Raw -2296481.397540 + Penalty 4771.024184 = -2291710.373356 nChanged 42 SP:Iteration 46Q (15059.400000 sec): 3 clusters Score: Raw -2296506.477605 + Penalty 4771.024184 = -2291735.453421 nChanged 48 SP:Iteration 47Q (15059.690000 sec): 3 clusters Score: Raw -2296533.191984 + Penalty 4771.024184 = -2291762.167800 nChanged 34 SP:Iteration 48Q (15059.900000 sec): 3 clusters Score: Raw -2296552.973310 + Penalty 4771.024184 = -2291781.949126 nChanged 40 SP:Iteration 49Q (15060.190000 sec): 3 clusters Score: Raw -2296573.293726 + Penalty 4771.024184 = -2291802.269542 nChanged 30 SP:Iteration 50Q (15060.420000 sec): 3 clusters Score: Raw -2296584.519418 + Penalty 4771.024184 = -2291813.495234 nChanged 27 SP:Iteration 51Q (15060.770000 sec): 3 clusters Score: Raw -2296594.905675 + Penalty 4771.024184 = -2291823.881491 nChanged 24 SP:Iteration 52Q (15060.990000 sec): 3 clusters Score: Raw -2296604.428533 + Penalty 4771.024184 = -2291833.404349 nChanged 25 SP:Iteration 53Q (15061.260000 sec): 3 clusters Score: Raw -2296612.723661 + Penalty 4771.024184 = -2291841.699477 nChanged 18 SP:Iteration 54Q (15061.500000 sec): 3 clusters Score: Raw -2296618.880742 + Penalty 4771.024184 = -2291847.856558 nChanged 14 SP:Iteration 55Q (15061.780000 sec): 3 clusters Score: Raw -2296623.977652 + Penalty 4771.024184 = -2291852.953468 nChanged 16 SP:Iteration 56Q (15062.040000 sec): 3 clusters Score: Raw -2296629.092977 + Penalty 4771.024184 = -2291858.068793 nChanged 13 SP:Iteration 57Q (15062.290000 sec): 3 clusters Score: Raw -2296633.015407 + Penalty 4771.024184 = -2291861.991223 nChanged 14 SP:Iteration 58Q (15062.580000 sec): 3 clusters Score: Raw -2296637.916365 + Penalty 4771.024184 = -2291866.892181 nChanged 11 SP:Iteration 59Q (15062.830000 sec): 3 clusters Score: Raw -2296641.368333 + Penalty 4771.024184 = -2291870.344149 nChanged 7 SP:Iteration 60F (15063.130000 sec): 3 clusters Score: Raw -2296645.803882 + Penalty 4771.024184 = -2291874.779698 nChanged 9 SP:Iteration 61Q (15063.370000 sec): 3 clusters Score: Raw -2296650.780601 + Penalty 4771.024184 = -2291879.756417 nChanged 14 SP:Iteration 62Q (15063.670000 sec): 3 clusters Score: Raw -2296657.938483 + Penalty 4771.024184 = -2291886.914299 nChanged 11 SP:Iteration 63Q (15063.900000 sec): 3 clusters Score: Raw -2296663.105057 + Penalty 4771.024184 = -2291892.080873 nChanged 9 SP:Iteration 64Q (15064.160000 sec): 3 clusters Score: Raw -2296667.024512 + Penalty 4771.024184 = -2291896.000328 nChanged 6 SP:Iteration 65Q (15064.380000 sec): 3 clusters Score: Raw -2296669.578177 + Penalty 4771.024184 = -2291898.553993 nChanged 6 SP:Iteration 66Q (15064.620000 sec): 3 clusters Score: Raw -2296671.095657 + Penalty 4771.024184 = -2291900.071473 nChanged 5 SP:Iteration 67Q (15064.910000 sec): 3 clusters Score: Raw -2296672.261283 + Penalty 4771.024184 = -2291901.237099 nChanged 6 SP:Iteration 68Q (15065.170000 sec): 3 clusters Score: Raw -2296673.989370 + Penalty 4771.024184 = -2291902.965186 nChanged 7 SP:Iteration 69Q (15065.420000 sec): 3 clusters Score: Raw -2296676.679017 + Penalty 4771.024184 = -2291905.654833 nChanged 4 SP:Iteration 70Q (15065.690000 sec): 3 clusters Score: Raw -2296678.340953 + Penalty 4771.024184 = -2291907.316769 nChanged 11 SP:Iteration 71Q (15065.940000 sec): 3 clusters Score: Raw -2296683.507328 + Penalty 4771.024184 = -2291912.483144 nChanged 8 SP:Iteration 72Q (15066.260000 sec): 3 clusters Score: Raw -2296687.337858 + Penalty 4771.024184 = -2291916.313674 nChanged 18 SP:Iteration 73Q (15066.520000 sec): 3 clusters Score: Raw -2296696.737903 + Penalty 4771.024184 = -2291925.713719 nChanged 18 SP:Iteration 74Q (15066.780000 sec): 3 clusters Score: Raw -2296704.977721 + Penalty 4771.024184 = -2291933.953537 nChanged 19 SP:Iteration 75Q (15067.050000 sec): 3 clusters Score: Raw -2296713.917369 + Penalty 4771.024184 = -2291942.893185 nChanged 25 SP:Iteration 76Q (15067.260000 sec): 3 clusters Score: Raw -2296726.146068 + Penalty 4771.024184 = -2291955.121884 nChanged 22 SP:Iteration 77Q (15067.540000 sec): 3 clusters Score: Raw -2296735.624186 + Penalty 4771.024184 = -2291964.600002 nChanged 21 SP:Iteration 78Q (15067.830000 sec): 3 clusters Score: Raw -2296747.195157 + Penalty 4771.024184 = -2291976.170973 nChanged 26 SP:Iteration 79Q (15068.080000 sec): 3 clusters Score: Raw -2296758.058982 + Penalty 4771.024184 = -2291987.034798 nChanged 19 SP:Iteration 80F (15068.340000 sec): 3 clusters Score: Raw -2296767.549533 + Penalty 4771.024184 = -2291996.525349 nChanged 16 SP:Iteration 81Q (15068.620000 sec): 3 clusters Score: Raw -2296777.683169 + Penalty 4771.024184 = -2292006.658985 nChanged 12 SP:Iteration 82Q (15068.870000 sec): 3 clusters Score: Raw -2296784.068779 + Penalty 4771.024184 = -2292013.044595 nChanged 13 SP:Iteration 83Q (15069.130000 sec): 3 clusters Score: Raw -2296788.355922 + Penalty 4771.024184 = -2292017.331738 nChanged 16 SP:Iteration 84Q (15069.440000 sec): 3 clusters Score: Raw -2296793.981321 + Penalty 4771.024184 = -2292022.957137 nChanged 19 SP:Iteration 85Q (15069.640000 sec): 3 clusters Score: Raw -2296804.650371 + Penalty 4771.024184 = -2292033.626187 nChanged 22 SP:Iteration 86Q (15069.910000 sec): 3 clusters Score: Raw -2296814.774095 + Penalty 4771.024184 = -2292043.749911 nChanged 23 SP:Iteration 87Q (15070.200000 sec): 3 clusters Score: Raw -2296828.717862 + Penalty 4771.024184 = -2292057.693678 nChanged 18 SP:Iteration 88Q (15070.440000 sec): 3 clusters Score: Raw -2296834.418606 + Penalty 4771.024184 = -2292063.394422 nChanged 12 SP:Iteration 89Q (15070.710000 sec): 3 clusters Score: Raw -2296838.606606 + Penalty 4771.024184 = -2292067.582422 nChanged 8 SP:Iteration 90Q (15070.960000 sec): 3 clusters Score: Raw -2296840.974627 + Penalty 4771.024184 = -2292069.950443 nChanged 9 SP:Iteration 91Q (15071.220000 sec): 3 clusters Score: Raw -2296846.009605 + Penalty 4771.024184 = -2292074.985421 nChanged 18 SP:Iteration 92Q (15071.460000 sec): 3 clusters Score: Raw -2296855.386295 + Penalty 4771.024184 = -2292084.362111 nChanged 16 SP:Iteration 93Q (15071.700000 sec): 3 clusters Score: Raw -2296863.055278 + Penalty 4771.024184 = -2292092.031094 nChanged 8 SP:Iteration 94Q (15072.010000 sec): 3 clusters Score: Raw -2296865.630547 + Penalty 4771.024184 = -2292094.606363 nChanged 10 SP:Iteration 95Q (15072.270000 sec): 3 clusters Score: Raw -2296870.097551 + Penalty 4771.024184 = -2292099.073367 nChanged 8 SP:Iteration 96Q (15072.510000 sec): 3 clusters Score: Raw -2296881.694347 + Penalty 4771.024184 = -2292110.670163 nChanged 8 SP:Iteration 97Q (15072.790000 sec): 3 clusters Score: Raw -2296888.944531 + Penalty 4771.024184 = -2292117.920347 nChanged 8 SP:Iteration 98Q (15073.060000 sec): 3 clusters Score: Raw -2296893.641680 + Penalty 4771.024184 = -2292122.617496 nChanged 6 SP:Iteration 99Q (15073.310000 sec): 3 clusters Score: Raw -2296896.692534 + Penalty 4771.024184 = -2292125.668350 nChanged 4 SP:Iteration 100F (15073.560000 sec): 3 clusters Score: Raw -2296897.572121 + Penalty 4771.024184 = -2292126.547937 nChanged 5 SP:Iteration 101Q (15073.790000 sec): 3 clusters Score: Raw -2296898.909017 + Penalty 4771.024184 = -2292127.884833 nChanged 0 SP:Iteration 102F (15074.070000 sec): 3 clusters Score: Raw -2296898.909017 + Penalty 4771.024184 = -2292127.884833 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15074.150000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15074.340000 sec): 3 clusters Score: Raw -135202.027485 + Penalty 3391.848980 = -131810.178505 nChanged 261 SP:Iteration 1F (15074.550000 sec): 3 clusters Score: Raw -135871.713651 + Penalty 3391.848980 = -132479.864672 nChanged 122 SP:Iteration 2F (15074.700000 sec): 3 clusters Score: Raw -136301.275314 + Penalty 3391.848980 = -132909.426334 nChanged 75 SP:Iteration 3F (15074.900000 sec): 3 clusters Score: Raw -136520.249027 + Penalty 3391.848980 = -133128.400048 nChanged 56 SP:Iteration 4F (15075.080000 sec): 3 clusters Score: Raw -136676.239987 + Penalty 3391.848980 = -133284.391007 nChanged 22 SP:Iteration 5Q (15075.260000 sec): 3 clusters Score: Raw -136726.426123 + Penalty 3391.848980 = -133334.577143 nChanged 8 SP:Iteration 6Q (15075.410000 sec): 3 clusters Score: Raw -136741.167067 + Penalty 3391.848980 = -133349.318087 nChanged 1 SP:Iteration 7Q (15075.600000 sec): 3 clusters Score: Raw -136742.542537 + Penalty 3391.848980 = -133350.693558 nChanged 0 SP:Iteration 8F (15075.800000 sec): 3 clusters Score: Raw -136742.542537 + Penalty 3391.848980 = -133350.693558 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15075.850000 sec): 2 clusters Score: Raw -29271.129719 + Penalty 1318.893758 = -27952.235960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15076.040000 sec): 3 clusters Score: Raw -29585.720276 + Penalty 2637.787517 = -26947.932759 nChanged 21 SP:Iteration 1F (15076.220000 sec): 3 clusters Score: Raw -29699.281945 + Penalty 2637.787517 = -27061.494428 nChanged 5 SP:Iteration 2Q (15076.400000 sec): 3 clusters Score: Raw -29734.825524 + Penalty 2637.787517 = -27097.038007 nChanged 6 SP:Iteration 3Q (15076.600000 sec): 3 clusters Score: Raw -29797.576213 + Penalty 2637.787517 = -27159.788696 nChanged 6 SP:Iteration 4Q (15076.790000 sec): 3 clusters Score: Raw -29868.320391 + Penalty 2637.787517 = -27230.532874 nChanged 4 SP:Iteration 5Q (15076.970000 sec): 3 clusters Score: Raw -29891.143957 + Penalty 2637.787517 = -27253.356440 nChanged 2 SP:Iteration 6Q (15077.160000 sec): 3 clusters Score: Raw -29903.857300 + Penalty 2637.787517 = -27266.069783 nChanged 4 SP:Iteration 7Q (15077.370000 sec): 3 clusters Score: Raw -29928.472384 + Penalty 2637.787517 = -27290.684867 nChanged 1 SP:Iteration 8Q (15077.540000 sec): 3 clusters Score: Raw -29929.864170 + Penalty 2637.787517 = -27292.076653 nChanged 2 SP:Iteration 9Q (15077.740000 sec): 3 clusters Score: Raw -29936.289813 + Penalty 2637.787517 = -27298.502296 nChanged 0 SP:Iteration 10F (15077.900000 sec): 3 clusters Score: Raw -29936.289813 + Penalty 2637.787517 = -27298.502296 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15078.020000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15078.220000 sec): 3 clusters Score: Raw -379940.125938 + Penalty 3887.231186 = -376052.894752 nChanged 807 SP:Iteration 1F (15078.480000 sec): 3 clusters Score: Raw -380460.311094 + Penalty 3887.231186 = -376573.079908 nChanged 209 SP:Iteration 2F (15078.640000 sec): 3 clusters Score: Raw -380640.776377 + Penalty 3887.231186 = -376753.545191 nChanged 153 SP:Iteration 3F (15078.810000 sec): 3 clusters Score: Raw -380777.455111 + Penalty 3887.231186 = -376890.223924 nChanged 117 SP:Iteration 4Q (15078.980000 sec): 3 clusters Score: Raw -380870.980523 + Penalty 3887.231186 = -376983.749337 nChanged 86 SP:Iteration 5Q (15079.140000 sec): 3 clusters Score: Raw -380959.205494 + Penalty 3887.231186 = -377071.974307 nChanged 88 SP:Iteration 6Q (15079.380000 sec): 3 clusters Score: Raw -381030.868243 + Penalty 3887.231186 = -377143.637057 nChanged 81 SP:Iteration 7Q (15079.520000 sec): 3 clusters Score: Raw -381105.554165 + Penalty 3887.231186 = -377218.322979 nChanged 66 SP:Iteration 8Q (15079.720000 sec): 3 clusters Score: Raw -381169.788785 + Penalty 3887.231186 = -377282.557598 nChanged 61 SP:Iteration 9Q (15079.900000 sec): 3 clusters Score: Raw -381229.214799 + Penalty 3887.231186 = -377341.983612 nChanged 53 SP:Iteration 10Q (15080.070000 sec): 3 clusters Score: Raw -381275.390947 + Penalty 3887.231186 = -377388.159761 nChanged 40 SP:Iteration 11Q (15080.290000 sec): 3 clusters Score: Raw -381302.303361 + Penalty 3887.231186 = -377415.072175 nChanged 36 SP:Iteration 12Q (15080.460000 sec): 3 clusters Score: Raw -381327.689834 + Penalty 3887.231186 = -377440.458647 nChanged 29 SP:Iteration 13Q (15080.630000 sec): 3 clusters Score: Raw -381346.516101 + Penalty 3887.231186 = -377459.284914 nChanged 27 SP:Iteration 14Q (15080.820000 sec): 3 clusters Score: Raw -381364.151018 + Penalty 3887.231186 = -377476.919831 nChanged 28 SP:Iteration 15Q (15080.970000 sec): 3 clusters Score: Raw -381383.557666 + Penalty 3887.231186 = -377496.326480 nChanged 24 SP:Iteration 16Q (15081.120000 sec): 3 clusters Score: Raw -381399.960605 + Penalty 3887.231186 = -377512.729418 nChanged 29 SP:Iteration 17Q (15081.320000 sec): 3 clusters Score: Raw -381421.662688 + Penalty 3887.231186 = -377534.431501 nChanged 24 SP:Iteration 18Q (15081.550000 sec): 3 clusters Score: Raw -381440.836915 + Penalty 3887.231186 = -377553.605729 nChanged 24 SP:Iteration 19Q (15081.720000 sec): 3 clusters Score: Raw -381460.777738 + Penalty 3887.231186 = -377573.546552 nChanged 18 SP:Iteration 20F (15081.910000 sec): 3 clusters Score: Raw -381470.156389 + Penalty 3887.231186 = -377582.925202 nChanged 9 SP:Iteration 21Q (15082.080000 sec): 3 clusters Score: Raw -381476.177261 + Penalty 3887.231186 = -377588.946075 nChanged 11 SP:Iteration 22Q (15082.240000 sec): 3 clusters Score: Raw -381482.456042 + Penalty 3887.231186 = -377595.224856 nChanged 5 SP:Iteration 23Q (15082.450000 sec): 3 clusters Score: Raw -381485.798703 + Penalty 3887.231186 = -377598.567516 nChanged 7 SP:Iteration 24Q (15082.620000 sec): 3 clusters Score: Raw -381489.955072 + Penalty 3887.231186 = -377602.723885 nChanged 6 SP:Iteration 25Q (15082.850000 sec): 3 clusters Score: Raw -381493.622019 + Penalty 3887.231186 = -377606.390832 nChanged 4 SP:Iteration 26Q (15083.030000 sec): 3 clusters Score: Raw -381495.770736 + Penalty 3887.231186 = -377608.539550 nChanged 4 SP:Iteration 27Q (15083.190000 sec): 3 clusters Score: Raw -381498.296709 + Penalty 3887.231186 = -377611.065522 nChanged 4 SP:Iteration 28Q (15083.350000 sec): 3 clusters Score: Raw -381501.367715 + Penalty 3887.231186 = -377614.136529 nChanged 3 SP:Iteration 29Q (15083.550000 sec): 3 clusters Score: Raw -381503.036698 + Penalty 3887.231186 = -377615.805512 nChanged 2 SP:Iteration 30Q (15083.730000 sec): 3 clusters Score: Raw -381504.380878 + Penalty 3887.231186 = -377617.149692 nChanged 1 SP:Iteration 31Q (15083.890000 sec): 3 clusters Score: Raw -381505.068129 + Penalty 3887.231186 = -377617.836943 nChanged 3 SP:Iteration 32Q (15084.080000 sec): 3 clusters Score: Raw -381506.871661 + Penalty 3887.231186 = -377619.640474 nChanged 0 SP:Iteration 33F (15084.270000 sec): 3 clusters Score: Raw -381506.871661 + Penalty 3887.231186 = -377619.640474 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15084.370000 sec): 2 clusters Score: Raw -20911.870573 + Penalty 1287.853299 = -19624.017274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15084.580000 sec): 3 clusters Score: Raw -21425.195780 + Penalty 2575.706598 = -18849.489182 nChanged 29 SP:Iteration 1F (15084.780000 sec): 3 clusters Score: Raw -21627.481293 + Penalty 2575.706598 = -19051.774695 nChanged 18 SP:Iteration 2F (15084.990000 sec): 3 clusters Score: Raw -21812.781353 + Penalty 2575.706598 = -19237.074755 nChanged 5 SP:Iteration 3Q (15085.200000 sec): 3 clusters Score: Raw -21874.026106 + Penalty 2575.706598 = -19298.319508 nChanged 2 SP:Iteration 4Q (15085.380000 sec): 3 clusters Score: Raw -21906.036381 + Penalty 2575.706598 = -19330.329783 nChanged 0 SP:Iteration 5F (15085.560000 sec): 3 clusters Score: Raw -21906.036381 + Penalty 2575.706598 = -19330.329783 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15085.640000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15085.820000 sec): 3 clusters Score: Raw -29467.941468 + Penalty 2744.561186 = -26723.380281 nChanged 46 SP:Iteration 1F (15086.000000 sec): 3 clusters Score: Raw -29813.265769 + Penalty 2744.561186 = -27068.704583 nChanged 18 SP:Iteration 2F (15086.170000 sec): 3 clusters Score: Raw -29996.361090 + Penalty 2744.561186 = -27251.799903 nChanged 11 SP:Iteration 3Q (15086.350000 sec): 3 clusters Score: Raw -30128.127893 + Penalty 2744.561186 = -27383.566707 nChanged 9 SP:Iteration 4Q (15086.550000 sec): 3 clusters Score: Raw -30219.481881 + Penalty 2744.561186 = -27474.920695 nChanged 3 SP:Iteration 5Q (15086.740000 sec): 3 clusters Score: Raw -30243.768063 + Penalty 2744.561186 = -27499.206877 nChanged 3 SP:Iteration 6Q (15086.910000 sec): 3 clusters Score: Raw -30261.669129 + Penalty 2744.561186 = -27517.107942 nChanged 0 SP:Iteration 7F (15087.080000 sec): 3 clusters Score: Raw -30263.270543 + Penalty 2744.561186 = -27518.709357 nChanged 1 SP:Iteration 8Q (15087.270000 sec): 3 clusters Score: Raw -30272.233895 + Penalty 2744.561186 = -27527.672708 nChanged 0 SP:Iteration 9F (15087.440000 sec): 3 clusters Score: Raw -30272.233895 + Penalty 2744.561186 = -27527.672708 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15087.560000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15087.710000 sec): 3 clusters Score: Raw -160260.227723 + Penalty 3453.742233 = -156806.485490 nChanged 248 SP:Iteration 1F (15087.870000 sec): 3 clusters Score: Raw -160542.371609 + Penalty 3453.742233 = -157088.629376 nChanged 63 SP:Iteration 2F (15088.030000 sec): 3 clusters Score: Raw -160627.720169 + Penalty 3453.742233 = -157173.977936 nChanged 33 SP:Iteration 3Q (15088.210000 sec): 3 clusters Score: Raw -160674.619527 + Penalty 3453.742233 = -157220.877294 nChanged 24 SP:Iteration 4Q (15088.380000 sec): 3 clusters Score: Raw -160704.432394 + Penalty 3453.742233 = -157250.690161 nChanged 13 SP:Iteration 5Q (15088.570000 sec): 3 clusters Score: Raw -160724.850435 + Penalty 3453.742233 = -157271.108202 nChanged 9 SP:Iteration 6Q (15088.760000 sec): 3 clusters Score: Raw -160737.517934 + Penalty 3453.742233 = -157283.775701 nChanged 7 SP:Iteration 7Q (15089.010000 sec): 3 clusters Score: Raw -160749.509857 + Penalty 3453.742233 = -157295.767624 nChanged 7 SP:Iteration 8Q (15089.190000 sec): 3 clusters Score: Raw -160758.615215 + Penalty 3453.742233 = -157304.872982 nChanged 12 SP:Iteration 9Q (15089.410000 sec): 3 clusters Score: Raw -160772.234295 + Penalty 3453.742233 = -157318.492062 nChanged 4 SP:Iteration 10Q (15089.570000 sec): 3 clusters Score: Raw -160777.608309 + Penalty 3453.742233 = -157323.866076 nChanged 4 SP:Iteration 11Q (15089.750000 sec): 3 clusters Score: Raw -160781.900978 + Penalty 3453.742233 = -157328.158745 nChanged 2 SP:Iteration 12Q (15089.940000 sec): 3 clusters Score: Raw -160785.664326 + Penalty 3453.742233 = -157331.922093 nChanged 1 SP:Iteration 13Q (15090.150000 sec): 3 clusters Score: Raw -160786.451995 + Penalty 3453.742233 = -157332.709762 nChanged 0 SP:Iteration 14F (15090.300000 sec): 3 clusters Score: Raw -160786.451995 + Penalty 3453.742233 = -157332.709762 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15090.550000 sec): 2 clusters Score: Raw -3890539.721982 + Penalty 2505.999152 = -3888033.722830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15090.880000 sec): 3 clusters Score: Raw -3876172.729537 + Penalty 5011.998305 = -3871160.731233 nChanged 10858 SP:Iteration 1F (15091.170000 sec): 3 clusters Score: Raw -3882131.211069 + Penalty 5011.998305 = -3877119.212765 nChanged 1186 SP:Iteration 2Q (15091.470000 sec): 3 clusters Score: Raw -3882534.363841 + Penalty 5011.998305 = -3877522.365537 nChanged 1049 SP:Iteration 3Q (15091.830000 sec): 3 clusters Score: Raw -3882895.673480 + Penalty 5011.998305 = -3877883.675175 nChanged 946 SP:Iteration 4Q (15092.170000 sec): 3 clusters Score: Raw -3883255.611915 + Penalty 5011.998305 = -3878243.613610 nChanged 978 SP:Iteration 5Q (15092.500000 sec): 3 clusters Score: Raw -3883645.386987 + Penalty 5011.998305 = -3878633.388682 nChanged 1029 SP:Iteration 6Q (15092.860000 sec): 3 clusters Score: Raw -3884125.839259 + Penalty 5011.998305 = -3879113.840955 nChanged 1151 SP:Iteration 7Q (15093.210000 sec): 3 clusters Score: Raw -3884724.267784 + Penalty 5011.998305 = -3879712.269480 nChanged 1255 SP:Iteration 8F (15093.530000 sec): 3 clusters Score: Raw -3885460.362856 + Penalty 5011.998305 = -3880448.364552 nChanged 1292 SP:Iteration 9F (15093.820000 sec): 3 clusters Score: Raw -3886359.557824 + Penalty 5011.998305 = -3881347.559519 nChanged 1384 SP:Iteration 10F (15094.160000 sec): 3 clusters Score: Raw -3887432.116356 + Penalty 5011.998305 = -3882420.118052 nChanged 1327 SP:Iteration 11F (15094.480000 sec): 3 clusters Score: Raw -3888438.431071 + Penalty 5011.998305 = -3883426.432766 nChanged 1141 SP:Iteration 12Q (15094.800000 sec): 3 clusters Score: Raw -3889167.742092 + Penalty 5011.998305 = -3884155.743787 nChanged 856 SP:Iteration 13Q (15095.180000 sec): 3 clusters Score: Raw -3889603.850419 + Penalty 5011.998305 = -3884591.852114 nChanged 587 SP:Iteration 14Q (15095.490000 sec): 3 clusters Score: Raw -3889871.290115 + Penalty 5011.998305 = -3884859.291811 nChanged 436 SP:Iteration 15Q (15095.810000 sec): 3 clusters Score: Raw -3890108.204818 + Penalty 5011.998305 = -3885096.206513 nChanged 349 SP:Iteration 16Q (15096.130000 sec): 3 clusters Score: Raw -3890348.956783 + Penalty 5011.998305 = -3885336.958478 nChanged 317 SP:Iteration 17Q (15096.410000 sec): 3 clusters Score: Raw -3890571.424448 + Penalty 5011.998305 = -3885559.426144 nChanged 256 SP:Iteration 18Q (15096.720000 sec): 3 clusters Score: Raw -3890734.301280 + Penalty 5011.998305 = -3885722.302975 nChanged 228 SP:Iteration 19Q (15097.020000 sec): 3 clusters Score: Raw -3890842.951857 + Penalty 5011.998305 = -3885830.953553 nChanged 178 SP:Iteration 20F (15097.320000 sec): 3 clusters Score: Raw -3890911.565225 + Penalty 5011.998305 = -3885899.566920 nChanged 165 SP:Iteration 21Q (15097.640000 sec): 3 clusters Score: Raw -3890962.034385 + Penalty 5011.998305 = -3885950.036080 nChanged 129 SP:Iteration 22Q (15097.920000 sec): 3 clusters Score: Raw -3890995.884815 + Penalty 5011.998305 = -3885983.886511 nChanged 113 SP:Iteration 23Q (15098.240000 sec): 3 clusters Score: Raw -3891024.073868 + Penalty 5011.998305 = -3886012.075563 nChanged 93 SP:Iteration 24Q (15098.530000 sec): 3 clusters Score: Raw -3891049.184587 + Penalty 5011.998305 = -3886037.186282 nChanged 90 SP:Iteration 25Q (15098.850000 sec): 3 clusters Score: Raw -3891068.348609 + Penalty 5011.998305 = -3886056.350305 nChanged 71 SP:Iteration 26Q (15099.140000 sec): 3 clusters Score: Raw -3891082.853536 + Penalty 5011.998305 = -3886070.855232 nChanged 61 SP:Iteration 27Q (15099.430000 sec): 3 clusters Score: Raw -3891091.379058 + Penalty 5011.998305 = -3886079.380754 nChanged 47 SP:Iteration 28Q (15099.780000 sec): 3 clusters Score: Raw -3891097.267189 + Penalty 5011.998305 = -3886085.268885 nChanged 38 SP:Iteration 29Q (15100.120000 sec): 3 clusters Score: Raw -3891101.674246 + Penalty 5011.998305 = -3886089.675942 nChanged 27 SP:Iteration 30Q (15100.470000 sec): 3 clusters Score: Raw -3891104.396337 + Penalty 5011.998305 = -3886092.398032 nChanged 23 SP:Iteration 31Q (15100.810000 sec): 3 clusters Score: Raw -3891106.765443 + Penalty 5011.998305 = -3886094.767139 nChanged 19 SP:Iteration 32Q (15101.150000 sec): 3 clusters Score: Raw -3891109.110640 + Penalty 5011.998305 = -3886097.112336 nChanged 19 SP:Iteration 33Q (15101.490000 sec): 3 clusters Score: Raw -3891111.208904 + Penalty 5011.998305 = -3886099.210600 nChanged 16 SP:Iteration 34Q (15101.790000 sec): 3 clusters Score: Raw -3891112.929926 + Penalty 5011.998305 = -3886100.931621 nChanged 17 SP:Iteration 35Q (15102.110000 sec): 3 clusters Score: Raw -3891115.001656 + Penalty 5011.998305 = -3886103.003351 nChanged 13 SP:Iteration 36Q (15102.410000 sec): 3 clusters Score: Raw -3891116.076331 + Penalty 5011.998305 = -3886104.078026 nChanged 10 SP:Iteration 37Q (15102.720000 sec): 3 clusters Score: Raw -3891117.044555 + Penalty 5011.998305 = -3886105.046251 nChanged 11 SP:Iteration 38Q (15103.030000 sec): 3 clusters Score: Raw -3891117.828479 + Penalty 5011.998305 = -3886105.830174 nChanged 8 SP:Iteration 39Q (15103.330000 sec): 3 clusters Score: Raw -3891118.551308 + Penalty 5011.998305 = -3886106.553004 nChanged 6 SP:Iteration 40F (15103.670000 sec): 3 clusters Score: Raw -3891118.986780 + Penalty 5011.998305 = -3886106.988475 nChanged 7 SP:Iteration 41Q (15103.990000 sec): 3 clusters Score: Raw -3891119.496693 + Penalty 5011.998305 = -3886107.498388 nChanged 6 SP:Iteration 42Q (15104.350000 sec): 3 clusters Score: Raw -3891119.915964 + Penalty 5011.998305 = -3886107.917660 nChanged 5 SP:Iteration 43Q (15104.640000 sec): 3 clusters Score: Raw -3891120.238704 + Penalty 5011.998305 = -3886108.240400 nChanged 4 SP:Iteration 44Q (15104.940000 sec): 3 clusters Score: Raw -3891120.446533 + Penalty 5011.998305 = -3886108.448228 nChanged 2 SP:Iteration 45Q (15105.260000 sec): 3 clusters Score: Raw -3891120.584561 + Penalty 5011.998305 = -3886108.586256 nChanged 3 SP:Iteration 46Q (15105.530000 sec): 3 clusters Score: Raw -3891120.766448 + Penalty 5011.998305 = -3886108.768144 nChanged 2 SP:Iteration 47Q (15105.870000 sec): 3 clusters Score: Raw -3891120.885765 + Penalty 5011.998305 = -3886108.887460 nChanged 0 SP:Iteration 48F (15106.150000 sec): 3 clusters Score: Raw -3891120.885765 + Penalty 5011.998305 = -3886108.887460 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15106.290000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15106.490000 sec): 3 clusters Score: Raw -71861.224173 + Penalty 3004.164871 = -68857.059303 nChanged 82 SP:Iteration 1F (15106.680000 sec): 3 clusters Score: Raw -72035.843376 + Penalty 3004.164871 = -69031.678506 nChanged 23 SP:Iteration 2F (15106.890000 sec): 3 clusters Score: Raw -72092.111668 + Penalty 3004.164871 = -69087.946797 nChanged 8 SP:Iteration 3Q (15107.050000 sec): 3 clusters Score: Raw -72105.205282 + Penalty 3004.164871 = -69101.040412 nChanged 4 SP:Iteration 4Q (15107.270000 sec): 3 clusters Score: Raw -72112.721460 + Penalty 3004.164871 = -69108.556589 nChanged 2 SP:Iteration 5Q (15107.450000 sec): 3 clusters Score: Raw -72119.714204 + Penalty 3004.164871 = -69115.549333 nChanged 4 SP:Iteration 6Q (15107.630000 sec): 3 clusters Score: Raw -72127.724301 + Penalty 3004.164871 = -69123.559430 nChanged 0 SP:Iteration 7F (15107.830000 sec): 3 clusters Score: Raw -72127.724301 + Penalty 3004.164871 = -69123.559430 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15107.950000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15108.250000 sec): 3 clusters Score: Raw -2665916.593206 + Penalty 4830.235008 = -2661086.358198 nChanged 7429 SP:Iteration 1F (15108.510000 sec): 3 clusters Score: Raw -2669856.454655 + Penalty 4830.235008 = -2665026.219647 nChanged 931 SP:Iteration 2F (15108.790000 sec): 3 clusters Score: Raw -2670186.043015 + Penalty 4830.235008 = -2665355.808006 nChanged 758 SP:Iteration 3Q (15109.080000 sec): 3 clusters Score: Raw -2670437.800872 + Penalty 4830.235008 = -2665607.565864 nChanged 635 SP:Iteration 4Q (15109.350000 sec): 3 clusters Score: Raw -2670657.438210 + Penalty 4830.235008 = -2665827.203202 nChanged 616 SP:Iteration 5Q (15109.600000 sec): 3 clusters Score: Raw -2670880.812647 + Penalty 4830.235008 = -2666050.577639 nChanged 584 SP:Iteration 6Q (15109.850000 sec): 3 clusters Score: Raw -2671086.554898 + Penalty 4830.235008 = -2666256.319890 nChanged 570 SP:Iteration 7Q (15110.170000 sec): 3 clusters Score: Raw -2671313.794199 + Penalty 4830.235008 = -2666483.559191 nChanged 612 SP:Iteration 8Q (15110.450000 sec): 3 clusters Score: Raw -2671557.597686 + Penalty 4830.235008 = -2666727.362678 nChanged 584 SP:Iteration 9Q (15110.750000 sec): 3 clusters Score: Raw -2671770.836079 + Penalty 4830.235008 = -2666940.601071 nChanged 579 SP:Iteration 10Q (15111.080000 sec): 3 clusters Score: Raw -2671992.441097 + Penalty 4830.235008 = -2667162.206089 nChanged 598 SP:Iteration 11Q (15111.350000 sec): 3 clusters Score: Raw -2672233.593884 + Penalty 4830.235008 = -2667403.358876 nChanged 608 SP:Iteration 12Q (15111.610000 sec): 3 clusters Score: Raw -2672468.740244 + Penalty 4830.235008 = -2667638.505236 nChanged 573 SP:Iteration 13Q (15111.860000 sec): 3 clusters Score: Raw -2672686.776551 + Penalty 4830.235008 = -2667856.541542 nChanged 551 SP:Iteration 14Q (15112.130000 sec): 3 clusters Score: Raw -2672921.825718 + Penalty 4830.235008 = -2668091.590710 nChanged 553 SP:Iteration 15Q (15112.400000 sec): 3 clusters Score: Raw -2673161.419463 + Penalty 4830.235008 = -2668331.184455 nChanged 577 SP:Iteration 16Q (15112.650000 sec): 3 clusters Score: Raw -2673418.985160 + Penalty 4830.235008 = -2668588.750152 nChanged 573 SP:Iteration 17Q (15112.940000 sec): 3 clusters Score: Raw -2673695.640235 + Penalty 4830.235008 = -2668865.405227 nChanged 556 SP:Iteration 18Q (15113.270000 sec): 3 clusters Score: Raw -2673976.007915 + Penalty 4830.235008 = -2669145.772907 nChanged 509 SP:Iteration 19Q (15113.500000 sec): 3 clusters Score: Raw -2674249.519039 + Penalty 4830.235008 = -2669419.284031 nChanged 477 SP:Iteration 20F (15113.810000 sec): 3 clusters Score: Raw -2674515.523575 + Penalty 4830.235008 = -2669685.288567 nChanged 434 SP:Iteration 21Q (15114.050000 sec): 3 clusters Score: Raw -2674763.683038 + Penalty 4830.235008 = -2669933.448030 nChanged 365 SP:Iteration 22Q (15114.350000 sec): 3 clusters Score: Raw -2674980.996865 + Penalty 4830.235008 = -2670150.761857 nChanged 332 SP:Iteration 23Q (15114.600000 sec): 3 clusters Score: Raw -2675182.001481 + Penalty 4830.235008 = -2670351.766472 nChanged 291 SP:Iteration 24Q (15114.910000 sec): 3 clusters Score: Raw -2675374.395847 + Penalty 4830.235008 = -2670544.160839 nChanged 228 SP:Iteration 25Q (15115.200000 sec): 3 clusters Score: Raw -2675530.365518 + Penalty 4830.235008 = -2670700.130510 nChanged 186 SP:Iteration 26Q (15115.460000 sec): 3 clusters Score: Raw -2675662.274101 + Penalty 4830.235008 = -2670832.039093 nChanged 143 SP:Iteration 27Q (15115.710000 sec): 3 clusters Score: Raw -2675764.658453 + Penalty 4830.235008 = -2670934.423445 nChanged 96 SP:Iteration 28Q (15116.010000 sec): 3 clusters Score: Raw -2675833.068589 + Penalty 4830.235008 = -2671002.833581 nChanged 68 SP:Iteration 29Q (15116.260000 sec): 3 clusters Score: Raw -2675879.171857 + Penalty 4830.235008 = -2671048.936849 nChanged 55 SP:Iteration 30Q (15116.530000 sec): 3 clusters Score: Raw -2675912.433273 + Penalty 4830.235008 = -2671082.198264 nChanged 45 SP:Iteration 31Q (15116.830000 sec): 3 clusters Score: Raw -2675953.670816 + Penalty 4830.235008 = -2671123.435808 nChanged 40 SP:Iteration 32Q (15117.090000 sec): 3 clusters Score: Raw -2675980.185850 + Penalty 4830.235008 = -2671149.950842 nChanged 21 SP:Iteration 33Q (15117.370000 sec): 3 clusters Score: Raw -2675995.681662 + Penalty 4830.235008 = -2671165.446654 nChanged 18 SP:Iteration 34Q (15117.660000 sec): 3 clusters Score: Raw -2676008.511595 + Penalty 4830.235008 = -2671178.276587 nChanged 14 SP:Iteration 35Q (15117.880000 sec): 3 clusters Score: Raw -2676016.984923 + Penalty 4830.235008 = -2671186.749915 nChanged 10 SP:Iteration 36Q (15118.130000 sec): 3 clusters Score: Raw -2676026.072344 + Penalty 4830.235008 = -2671195.837335 nChanged 5 SP:Iteration 37Q (15118.390000 sec): 3 clusters Score: Raw -2676030.927979 + Penalty 4830.235008 = -2671200.692971 nChanged 11 SP:Iteration 38Q (15118.660000 sec): 3 clusters Score: Raw -2676040.238609 + Penalty 4830.235008 = -2671210.003601 nChanged 8 SP:Iteration 39Q (15118.950000 sec): 3 clusters Score: Raw -2676046.217625 + Penalty 4830.235008 = -2671215.982617 nChanged 5 SP:Iteration 40F (15119.240000 sec): 3 clusters Score: Raw -2676048.347468 + Penalty 4830.235008 = -2671218.112459 nChanged 1 SP:Iteration 41Q (15119.460000 sec): 3 clusters Score: Raw -2676048.982567 + Penalty 4830.235008 = -2671218.747559 nChanged 1 SP:Iteration 42Q (15119.730000 sec): 3 clusters Score: Raw -2676049.607862 + Penalty 4830.235008 = -2671219.372854 nChanged 1 SP:Iteration 43Q (15120.010000 sec): 3 clusters Score: Raw -2676050.276611 + Penalty 4830.235008 = -2671220.041603 nChanged 1 SP:Iteration 44Q (15120.240000 sec): 3 clusters Score: Raw -2676050.754073 + Penalty 4830.235008 = -2671220.519064 nChanged 3 SP:Iteration 45Q (15120.540000 sec): 3 clusters Score: Raw -2676052.383893 + Penalty 4830.235008 = -2671222.148885 nChanged 2 SP:Iteration 46Q (15120.750000 sec): 3 clusters Score: Raw -2676053.600273 + Penalty 4830.235008 = -2671223.365265 nChanged 1 SP:Iteration 47Q (15121.050000 sec): 3 clusters Score: Raw -2676053.978363 + Penalty 4830.235008 = -2671223.743355 nChanged 1 SP:Iteration 48Q (15121.290000 sec): 3 clusters Score: Raw -2676054.494519 + Penalty 4830.235008 = -2671224.259511 nChanged 0 SP:Iteration 49F (15121.570000 sec): 3 clusters Score: Raw -2676054.494519 + Penalty 4830.235008 = -2671224.259511 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15122.010000 sec): 2 clusters Score: Raw -12685618.824288 + Penalty 2797.592526 = -12682821.231762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15122.680000 sec): 3 clusters Score: Raw -12635097.014122 + Penalty 5595.185053 = -12629501.829070 nChanged 37295 SP:Iteration 1F (15123.280000 sec): 3 clusters Score: Raw -12656134.482225 + Penalty 5595.185053 = -12650539.297172 nChanged 2707 SP:Iteration 2Q (15123.880000 sec): 3 clusters Score: Raw -12656809.438526 + Penalty 5595.185053 = -12651214.253473 nChanged 2696 SP:Iteration 3Q (15124.510000 sec): 3 clusters Score: Raw -12657649.657645 + Penalty 5595.185053 = -12652054.472592 nChanged 3129 SP:Iteration 4Q (15125.150000 sec): 3 clusters Score: Raw -12658885.477949 + Penalty 5595.185053 = -12653290.292897 nChanged 4000 SP:Iteration 5F (15125.770000 sec): 3 clusters Score: Raw -12660956.071053 + Penalty 5595.185053 = -12655360.886000 nChanged 5360 SP:Iteration 6F (15126.370000 sec): 3 clusters Score: Raw -12664520.412332 + Penalty 5595.185053 = -12658925.227279 nChanged 6692 SP:Iteration 7F (15127.010000 sec): 3 clusters Score: Raw -12670055.640074 + Penalty 5595.185053 = -12664460.455021 nChanged 7063 SP:Iteration 8F (15127.610000 sec): 3 clusters Score: Raw -12676771.725052 + Penalty 5595.185053 = -12671176.539999 nChanged 5309 SP:Iteration 9F (15128.220000 sec): 3 clusters Score: Raw -12681972.796139 + Penalty 5595.185053 = -12676377.611086 nChanged 2715 SP:Iteration 10Q (15128.860000 sec): 3 clusters Score: Raw -12684544.160304 + Penalty 5595.185053 = -12678948.975252 nChanged 966 SP:Iteration 11Q (15129.440000 sec): 3 clusters Score: Raw -12685431.437483 + Penalty 5595.185053 = -12679836.252430 nChanged 275 SP:Iteration 12Q (15130.020000 sec): 3 clusters Score: Raw -12685709.074107 + Penalty 5595.185053 = -12680113.889055 nChanged 92 SP:Iteration 13Q (15130.570000 sec): 3 clusters Score: Raw -12685806.613141 + Penalty 5595.185053 = -12680211.428088 nChanged 38 SP:Iteration 14Q (15131.120000 sec): 3 clusters Score: Raw -12685858.158891 + Penalty 5595.185053 = -12680262.973838 nChanged 25 SP:Iteration 15Q (15131.660000 sec): 3 clusters Score: Raw -12685888.320441 + Penalty 5595.185053 = -12680293.135388 nChanged 16 SP:Iteration 16Q (15132.170000 sec): 3 clusters Score: Raw -12685912.086169 + Penalty 5595.185053 = -12680316.901116 nChanged 9 SP:Iteration 17Q (15132.680000 sec): 3 clusters Score: Raw -12685932.180678 + Penalty 5595.185053 = -12680336.995626 nChanged 10 SP:Iteration 18Q (15133.250000 sec): 3 clusters Score: Raw -12685944.023320 + Penalty 5595.185053 = -12680348.838268 nChanged 10 SP:Iteration 19Q (15133.850000 sec): 3 clusters Score: Raw -12685956.812770 + Penalty 5595.185053 = -12680361.627717 nChanged 7 SP:Iteration 20F (15134.510000 sec): 3 clusters Score: Raw -12685966.519115 + Penalty 5595.185053 = -12680371.334063 nChanged 7 SP:Iteration 21Q (15135.070000 sec): 3 clusters Score: Raw -12685973.834894 + Penalty 5595.185053 = -12680378.649841 nChanged 1 SP:Iteration 22Q (15135.580000 sec): 3 clusters Score: Raw -12685974.848136 + Penalty 5595.185053 = -12680379.663083 nChanged 1 SP:Iteration 23Q (15136.020000 sec): 3 clusters Score: Raw -12685976.952202 + Penalty 5595.185053 = -12680381.767149 nChanged 3 SP:Iteration 24Q (15136.630000 sec): 3 clusters Score: Raw -12685982.021524 + Penalty 5595.185053 = -12680386.836471 nChanged 4 SP:Iteration 25Q (15137.290000 sec): 3 clusters Score: Raw -12685988.784053 + Penalty 5595.185053 = -12680393.599000 nChanged 5 SP:Iteration 26Q (15137.820000 sec): 3 clusters Score: Raw -12685996.514855 + Penalty 5595.185053 = -12680401.329802 nChanged 3 SP:Iteration 27Q (15138.430000 sec): 3 clusters Score: Raw -12686000.272811 + Penalty 5595.185053 = -12680405.087758 nChanged 2 SP:Iteration 28Q (15138.950000 sec): 3 clusters Score: Raw -12686002.949593 + Penalty 5595.185053 = -12680407.764540 nChanged 1 SP:Iteration 29Q (15139.560000 sec): 3 clusters Score: Raw -12686005.178121 + Penalty 5595.185053 = -12680409.993068 nChanged 2 SP:Iteration 30Q (15140.100000 sec): 3 clusters Score: Raw -12686007.974577 + Penalty 5595.185053 = -12680412.789524 nChanged 1 SP:Iteration 31Q (15140.660000 sec): 3 clusters Score: Raw -12686009.817596 + Penalty 5595.185053 = -12680414.632543 nChanged 1 SP:Iteration 32Q (15141.230000 sec): 3 clusters Score: Raw -12686011.661230 + Penalty 5595.185053 = -12680416.476177 nChanged 1 SP:Iteration 33Q (15141.790000 sec): 3 clusters Score: Raw -12686013.082702 + Penalty 5595.185053 = -12680417.897649 nChanged 2 SP:Iteration 34Q (15142.350000 sec): 3 clusters Score: Raw -12686015.411625 + Penalty 5595.185053 = -12680420.226572 nChanged 0 SP:Iteration 35F (15142.960000 sec): 3 clusters Score: Raw -12686015.411625 + Penalty 5595.185053 = -12680420.226572 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15143.200000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15143.570000 sec): 3 clusters Score: Raw -5030672.025979 + Penalty 5150.693168 = -5025521.332811 nChanged 14582 SP:Iteration 1F (15143.890000 sec): 3 clusters Score: Raw -5038612.932867 + Penalty 5150.693168 = -5033462.239699 nChanged 1635 SP:Iteration 2F (15144.270000 sec): 3 clusters Score: Raw -5039217.195616 + Penalty 5150.693168 = -5034066.502448 nChanged 1654 SP:Iteration 3F (15144.580000 sec): 3 clusters Score: Raw -5039949.508471 + Penalty 5150.693168 = -5034798.815303 nChanged 1816 SP:Iteration 4F (15144.940000 sec): 3 clusters Score: Raw -5040893.632181 + Penalty 5150.693168 = -5035742.939013 nChanged 2052 SP:Iteration 5F (15145.300000 sec): 3 clusters Score: Raw -5042205.170096 + Penalty 5150.693168 = -5037054.476929 nChanged 2227 SP:Iteration 6F (15145.660000 sec): 3 clusters Score: Raw -5043837.298281 + Penalty 5150.693168 = -5038686.605113 nChanged 2231 SP:Iteration 7F (15145.990000 sec): 3 clusters Score: Raw -5045653.201573 + Penalty 5150.693168 = -5040502.508406 nChanged 1880 SP:Iteration 8F (15146.380000 sec): 3 clusters Score: Raw -5047268.265580 + Penalty 5150.693168 = -5042117.572413 nChanged 1353 SP:Iteration 9Q (15146.780000 sec): 3 clusters Score: Raw -5048446.411919 + Penalty 5150.693168 = -5043295.718751 nChanged 884 SP:Iteration 10Q (15147.120000 sec): 3 clusters Score: Raw -5049294.864806 + Penalty 5150.693168 = -5044144.171639 nChanged 533 SP:Iteration 11Q (15147.470000 sec): 3 clusters Score: Raw -5049940.475352 + Penalty 5150.693168 = -5044789.782184 nChanged 291 SP:Iteration 12Q (15147.860000 sec): 3 clusters Score: Raw -5050334.334067 + Penalty 5150.693168 = -5045183.640900 nChanged 185 SP:Iteration 13Q (15148.160000 sec): 3 clusters Score: Raw -5050564.012615 + Penalty 5150.693168 = -5045413.319447 nChanged 148 SP:Iteration 14Q (15148.540000 sec): 3 clusters Score: Raw -5050696.994677 + Penalty 5150.693168 = -5045546.301509 nChanged 96 SP:Iteration 15Q (15148.890000 sec): 3 clusters Score: Raw -5050769.559987 + Penalty 5150.693168 = -5045618.866819 nChanged 76 SP:Iteration 16Q (15149.240000 sec): 3 clusters Score: Raw -5050814.801809 + Penalty 5150.693168 = -5045664.108641 nChanged 52 SP:Iteration 17Q (15149.560000 sec): 3 clusters Score: Raw -5050843.435599 + Penalty 5150.693168 = -5045692.742432 nChanged 38 SP:Iteration 18Q (15149.930000 sec): 3 clusters Score: Raw -5050859.356088 + Penalty 5150.693168 = -5045708.662920 nChanged 27 SP:Iteration 19Q (15150.230000 sec): 3 clusters Score: Raw -5050870.030509 + Penalty 5150.693168 = -5045719.337342 nChanged 20 SP:Iteration 20F (15150.580000 sec): 3 clusters Score: Raw -5050880.722751 + Penalty 5150.693168 = -5045730.029584 nChanged 21 SP:Iteration 21Q (15150.880000 sec): 3 clusters Score: Raw -5050890.664095 + Penalty 5150.693168 = -5045739.970927 nChanged 21 SP:Iteration 22Q (15151.210000 sec): 3 clusters Score: Raw -5050899.430673 + Penalty 5150.693168 = -5045748.737505 nChanged 16 SP:Iteration 23Q (15151.530000 sec): 3 clusters Score: Raw -5050904.672314 + Penalty 5150.693168 = -5045753.979147 nChanged 11 SP:Iteration 24Q (15151.880000 sec): 3 clusters Score: Raw -5050908.236453 + Penalty 5150.693168 = -5045757.543286 nChanged 9 SP:Iteration 25Q (15152.230000 sec): 3 clusters Score: Raw -5050911.391787 + Penalty 5150.693168 = -5045760.698619 nChanged 5 SP:Iteration 26Q (15152.550000 sec): 3 clusters Score: Raw -5050912.927818 + Penalty 5150.693168 = -5045762.234651 nChanged 2 SP:Iteration 27Q (15152.890000 sec): 3 clusters Score: Raw -5050913.752610 + Penalty 5150.693168 = -5045763.059442 nChanged 1 SP:Iteration 28Q (15153.180000 sec): 3 clusters Score: Raw -5050913.926839 + Penalty 5150.693168 = -5045763.233672 nChanged 0 SP:Iteration 29F (15153.530000 sec): 3 clusters Score: Raw -5050913.926839 + Penalty 5150.693168 = -5045763.233672 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15153.680000 sec): 2 clusters Score: Raw -1119892.059959 + Penalty 2198.597285 = -1117693.462674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15153.960000 sec): 3 clusters Score: Raw -1116305.572380 + Penalty 4397.194570 = -1111908.377811 nChanged 2806 SP:Iteration 1F (15154.220000 sec): 3 clusters Score: Raw -1117822.528699 + Penalty 4397.194570 = -1113425.334129 nChanged 526 SP:Iteration 2F (15154.410000 sec): 3 clusters Score: Raw -1118064.599026 + Penalty 4397.194570 = -1113667.404456 nChanged 340 SP:Iteration 3Q (15154.730000 sec): 3 clusters Score: Raw -1118222.981323 + Penalty 4397.194570 = -1113825.786753 nChanged 266 SP:Iteration 4Q (15154.930000 sec): 3 clusters Score: Raw -1118332.800360 + Penalty 4397.194570 = -1113935.605791 nChanged 192 SP:Iteration 5Q (15155.190000 sec): 3 clusters Score: Raw -1118409.861730 + Penalty 4397.194570 = -1114012.667160 nChanged 189 SP:Iteration 6Q (15155.450000 sec): 3 clusters Score: Raw -1118492.099208 + Penalty 4397.194570 = -1114094.904639 nChanged 168 SP:Iteration 7Q (15155.680000 sec): 3 clusters Score: Raw -1118565.444546 + Penalty 4397.194570 = -1114168.249976 nChanged 156 SP:Iteration 8Q (15155.910000 sec): 3 clusters Score: Raw -1118625.654490 + Penalty 4397.194570 = -1114228.459920 nChanged 136 SP:Iteration 9Q (15156.120000 sec): 3 clusters Score: Raw -1118669.987891 + Penalty 4397.194570 = -1114272.793322 nChanged 129 SP:Iteration 10Q (15156.330000 sec): 3 clusters Score: Raw -1118713.080974 + Penalty 4397.194570 = -1114315.886404 nChanged 115 SP:Iteration 11Q (15156.590000 sec): 3 clusters Score: Raw -1118749.312728 + Penalty 4397.194570 = -1114352.118158 nChanged 125 SP:Iteration 12Q (15156.790000 sec): 3 clusters Score: Raw -1118793.859692 + Penalty 4397.194570 = -1114396.665122 nChanged 129 SP:Iteration 13Q (15157.000000 sec): 3 clusters Score: Raw -1118844.955940 + Penalty 4397.194570 = -1114447.761370 nChanged 144 SP:Iteration 14Q (15157.240000 sec): 3 clusters Score: Raw -1118899.895059 + Penalty 4397.194570 = -1114502.700489 nChanged 138 SP:Iteration 15Q (15157.480000 sec): 3 clusters Score: Raw -1118951.755573 + Penalty 4397.194570 = -1114554.561003 nChanged 142 SP:Iteration 16Q (15157.690000 sec): 3 clusters Score: Raw -1119005.385678 + Penalty 4397.194570 = -1114608.191108 nChanged 139 SP:Iteration 17Q (15157.890000 sec): 3 clusters Score: Raw -1119063.557673 + Penalty 4397.194570 = -1114666.363103 nChanged 147 SP:Iteration 18Q (15158.170000 sec): 3 clusters Score: Raw -1119127.745453 + Penalty 4397.194570 = -1114730.550883 nChanged 154 SP:Iteration 19Q (15158.350000 sec): 3 clusters Score: Raw -1119199.130169 + Penalty 4397.194570 = -1114801.935599 nChanged 182 SP:Iteration 20F (15158.550000 sec): 3 clusters Score: Raw -1119294.719433 + Penalty 4397.194570 = -1114897.524863 nChanged 187 SP:Iteration 21Q (15158.830000 sec): 3 clusters Score: Raw -1119388.264042 + Penalty 4397.194570 = -1114991.069472 nChanged 195 SP:Iteration 22Q (15159.060000 sec): 3 clusters Score: Raw -1119495.429868 + Penalty 4397.194570 = -1115098.235298 nChanged 190 SP:Iteration 23Q (15159.310000 sec): 3 clusters Score: Raw -1119604.351106 + Penalty 4397.194570 = -1115207.156536 nChanged 177 SP:Iteration 24Q (15159.530000 sec): 3 clusters Score: Raw -1119710.789011 + Penalty 4397.194570 = -1115313.594441 nChanged 174 SP:Iteration 25Q (15159.720000 sec): 3 clusters Score: Raw -1119819.398470 + Penalty 4397.194570 = -1115422.203900 nChanged 168 SP:Iteration 26Q (15160.000000 sec): 3 clusters Score: Raw -1119922.366355 + Penalty 4397.194570 = -1115525.171785 nChanged 130 SP:Iteration 27Q (15160.200000 sec): 3 clusters Score: Raw -1120005.560850 + Penalty 4397.194570 = -1115608.366280 nChanged 109 SP:Iteration 28Q (15160.460000 sec): 3 clusters Score: Raw -1120072.701627 + Penalty 4397.194570 = -1115675.507057 nChanged 89 SP:Iteration 29Q (15160.660000 sec): 3 clusters Score: Raw -1120125.219821 + Penalty 4397.194570 = -1115728.025251 nChanged 70 SP:Iteration 30Q (15160.840000 sec): 3 clusters Score: Raw -1120164.627929 + Penalty 4397.194570 = -1115767.433359 nChanged 52 SP:Iteration 31Q (15161.040000 sec): 3 clusters Score: Raw -1120197.168089 + Penalty 4397.194570 = -1115799.973519 nChanged 47 SP:Iteration 32Q (15161.250000 sec): 3 clusters Score: Raw -1120229.986844 + Penalty 4397.194570 = -1115832.792274 nChanged 47 SP:Iteration 33Q (15161.480000 sec): 3 clusters Score: Raw -1120257.691745 + Penalty 4397.194570 = -1115860.497176 nChanged 39 SP:Iteration 34Q (15161.670000 sec): 3 clusters Score: Raw -1120279.280368 + Penalty 4397.194570 = -1115882.085798 nChanged 36 SP:Iteration 35Q (15161.880000 sec): 3 clusters Score: Raw -1120307.188077 + Penalty 4397.194570 = -1115909.993507 nChanged 32 SP:Iteration 36Q (15162.100000 sec): 3 clusters Score: Raw -1120326.164474 + Penalty 4397.194570 = -1115928.969904 nChanged 25 SP:Iteration 37Q (15162.300000 sec): 3 clusters Score: Raw -1120338.838589 + Penalty 4397.194570 = -1115941.644020 nChanged 18 SP:Iteration 38Q (15162.500000 sec): 3 clusters Score: Raw -1120347.983953 + Penalty 4397.194570 = -1115950.789383 nChanged 19 SP:Iteration 39Q (15162.710000 sec): 3 clusters Score: Raw -1120358.988525 + Penalty 4397.194570 = -1115961.793955 nChanged 22 SP:Iteration 40F (15162.950000 sec): 3 clusters Score: Raw -1120370.967909 + Penalty 4397.194570 = -1115973.773339 nChanged 19 SP:Iteration 41Q (15163.170000 sec): 3 clusters Score: Raw -1120378.843778 + Penalty 4397.194570 = -1115981.649208 nChanged 10 SP:Iteration 42Q (15163.340000 sec): 3 clusters Score: Raw -1120383.750419 + Penalty 4397.194570 = -1115986.555849 nChanged 8 SP:Iteration 43Q (15163.530000 sec): 3 clusters Score: Raw -1120388.080614 + Penalty 4397.194570 = -1115990.886045 nChanged 8 SP:Iteration 44Q (15163.740000 sec): 3 clusters Score: Raw -1120392.775501 + Penalty 4397.194570 = -1115995.580932 nChanged 7 SP:Iteration 45Q (15163.940000 sec): 3 clusters Score: Raw -1120395.971720 + Penalty 4397.194570 = -1115998.777150 nChanged 5 SP:Iteration 46Q (15164.150000 sec): 3 clusters Score: Raw -1120398.663853 + Penalty 4397.194570 = -1116001.469283 nChanged 7 SP:Iteration 47Q (15164.360000 sec): 3 clusters Score: Raw -1120402.688300 + Penalty 4397.194570 = -1116005.493730 nChanged 11 SP:Iteration 48Q (15164.550000 sec): 3 clusters Score: Raw -1120408.782570 + Penalty 4397.194570 = -1116011.588000 nChanged 10 SP:Iteration 49Q (15164.780000 sec): 3 clusters Score: Raw -1120415.765400 + Penalty 4397.194570 = -1116018.570830 nChanged 11 SP:Iteration 50Q (15165.000000 sec): 3 clusters Score: Raw -1120423.181032 + Penalty 4397.194570 = -1116025.986462 nChanged 15 SP:Iteration 51Q (15165.200000 sec): 3 clusters Score: Raw -1120432.841564 + Penalty 4397.194570 = -1116035.646994 nChanged 16 SP:Iteration 52Q (15165.460000 sec): 3 clusters Score: Raw -1120444.543620 + Penalty 4397.194570 = -1116047.349050 nChanged 14 SP:Iteration 53Q (15165.650000 sec): 3 clusters Score: Raw -1120452.886868 + Penalty 4397.194570 = -1116055.692299 nChanged 12 SP:Iteration 54Q (15165.840000 sec): 3 clusters Score: Raw -1120459.188228 + Penalty 4397.194570 = -1116061.993658 nChanged 9 SP:Iteration 55Q (15166.030000 sec): 3 clusters Score: Raw -1120464.444100 + Penalty 4397.194570 = -1116067.249530 nChanged 7 SP:Iteration 56Q (15166.230000 sec): 3 clusters Score: Raw -1120469.657398 + Penalty 4397.194570 = -1116072.462829 nChanged 8 SP:Iteration 57Q (15166.460000 sec): 3 clusters Score: Raw -1120474.246796 + Penalty 4397.194570 = -1116077.052226 nChanged 7 SP:Iteration 58Q (15166.660000 sec): 3 clusters Score: Raw -1120476.896468 + Penalty 4397.194570 = -1116079.701898 nChanged 3 SP:Iteration 59Q (15166.880000 sec): 3 clusters Score: Raw -1120478.488507 + Penalty 4397.194570 = -1116081.293937 nChanged 3 SP:Iteration 60F (15167.070000 sec): 3 clusters Score: Raw -1120479.607186 + Penalty 4397.194570 = -1116082.412616 nChanged 4 SP:Iteration 61Q (15167.280000 sec): 3 clusters Score: Raw -1120481.913952 + Penalty 4397.194570 = -1116084.719382 nChanged 4 SP:Iteration 62Q (15167.490000 sec): 3 clusters Score: Raw -1120483.866186 + Penalty 4397.194570 = -1116086.671617 nChanged 3 SP:Iteration 63Q (15167.720000 sec): 3 clusters Score: Raw -1120485.048773 + Penalty 4397.194570 = -1116087.854203 nChanged 4 SP:Iteration 64Q (15167.940000 sec): 3 clusters Score: Raw -1120486.922552 + Penalty 4397.194570 = -1116089.727982 nChanged 1 SP:Iteration 65Q (15168.170000 sec): 3 clusters Score: Raw -1120488.086035 + Penalty 4397.194570 = -1116090.891465 nChanged 0 SP:Iteration 66F (15168.380000 sec): 3 clusters Score: Raw -1120488.086035 + Penalty 4397.194570 = -1116090.891465 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15168.480000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15168.700000 sec): 3 clusters Score: Raw -64996.671003 + Penalty 3077.460650 = -61919.210353 nChanged 123 SP:Iteration 1F (15168.880000 sec): 3 clusters Score: Raw -65273.864720 + Penalty 3077.460650 = -62196.404070 nChanged 48 SP:Iteration 2F (15169.040000 sec): 3 clusters Score: Raw -65431.712600 + Penalty 3077.460650 = -62354.251949 nChanged 25 SP:Iteration 3F (15169.250000 sec): 3 clusters Score: Raw -65615.366470 + Penalty 3077.460650 = -62537.905820 nChanged 26 SP:Iteration 4F (15169.460000 sec): 3 clusters Score: Raw -65728.724861 + Penalty 3077.460650 = -62651.264211 nChanged 18 SP:Iteration 5Q (15169.620000 sec): 3 clusters Score: Raw -65818.814544 + Penalty 3077.460650 = -62741.353894 nChanged 10 SP:Iteration 6Q (15169.860000 sec): 3 clusters Score: Raw -66017.484352 + Penalty 3077.460650 = -62940.023702 nChanged 11 SP:Iteration 7Q (15170.010000 sec): 3 clusters Score: Raw -66089.100940 + Penalty 3077.460650 = -63011.640289 nChanged 11 SP:Iteration 8Q (15170.240000 sec): 3 clusters Score: Raw -66115.371701 + Penalty 3077.460650 = -63037.911050 nChanged 4 SP:Iteration 9Q (15170.400000 sec): 3 clusters Score: Raw -66125.215869 + Penalty 3077.460650 = -63047.755219 nChanged 3 SP:Iteration 10Q (15170.600000 sec): 3 clusters Score: Raw -66134.592882 + Penalty 3077.460650 = -63057.132232 nChanged 0 SP:Iteration 11F (15170.760000 sec): 3 clusters Score: Raw -66134.592882 + Penalty 3077.460650 = -63057.132232 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15170.840000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15171.010000 sec): 3 clusters Score: Raw -61551.336729 + Penalty 2968.032395 = -58583.304334 nChanged 52 SP:Iteration 1F (15171.180000 sec): 3 clusters Score: Raw -61650.814723 + Penalty 2968.032395 = -58682.782327 nChanged 14 SP:Iteration 2Q (15171.360000 sec): 3 clusters Score: Raw -61680.703288 + Penalty 2968.032395 = -58712.670893 nChanged 5 SP:Iteration 3Q (15171.570000 sec): 3 clusters Score: Raw -61693.032013 + Penalty 2968.032395 = -58724.999618 nChanged 1 SP:Iteration 4Q (15171.770000 sec): 3 clusters Score: Raw -61693.973062 + Penalty 2968.032395 = -58725.940667 nChanged 0 SP:Iteration 5F (15171.940000 sec): 3 clusters Score: Raw -61693.973062 + Penalty 2968.032395 = -58725.940667 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15172.020000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15172.230000 sec): 3 clusters Score: Raw -234411.757713 + Penalty 3652.501097 = -230759.256616 nChanged 481 SP:Iteration 1F (15172.420000 sec): 3 clusters Score: Raw -234856.394112 + Penalty 3652.501097 = -231203.893015 nChanged 120 SP:Iteration 2F (15172.590000 sec): 3 clusters Score: Raw -235012.365660 + Penalty 3652.501097 = -231359.864563 nChanged 89 SP:Iteration 3F (15172.780000 sec): 3 clusters Score: Raw -235121.916098 + Penalty 3652.501097 = -231469.415001 nChanged 55 SP:Iteration 4Q (15172.980000 sec): 3 clusters Score: Raw -235171.011920 + Penalty 3652.501097 = -231518.510823 nChanged 26 SP:Iteration 5Q (15173.170000 sec): 3 clusters Score: Raw -235193.530437 + Penalty 3652.501097 = -231541.029340 nChanged 13 SP:Iteration 6Q (15173.390000 sec): 3 clusters Score: Raw -235203.513396 + Penalty 3652.501097 = -231551.012299 nChanged 15 SP:Iteration 7Q (15173.570000 sec): 3 clusters Score: Raw -235220.260368 + Penalty 3652.501097 = -231567.759271 nChanged 24 SP:Iteration 8Q (15173.790000 sec): 3 clusters Score: Raw -235247.522659 + Penalty 3652.501097 = -231595.021563 nChanged 22 SP:Iteration 9Q (15173.930000 sec): 3 clusters Score: Raw -235265.774853 + Penalty 3652.501097 = -231613.273757 nChanged 12 SP:Iteration 10Q (15174.110000 sec): 3 clusters Score: Raw -235276.116583 + Penalty 3652.501097 = -231623.615486 nChanged 13 SP:Iteration 11Q (15174.300000 sec): 3 clusters Score: Raw -235285.994228 + Penalty 3652.501097 = -231633.493131 nChanged 10 SP:Iteration 12Q (15174.440000 sec): 3 clusters Score: Raw -235292.793942 + Penalty 3652.501097 = -231640.292845 nChanged 7 SP:Iteration 13Q (15174.660000 sec): 3 clusters Score: Raw -235297.143055 + Penalty 3652.501097 = -231644.641958 nChanged 5 SP:Iteration 14Q (15174.810000 sec): 3 clusters Score: Raw -235300.400315 + Penalty 3652.501097 = -231647.899219 nChanged 3 SP:Iteration 15Q (15175.020000 sec): 3 clusters Score: Raw -235304.078283 + Penalty 3652.501097 = -231651.577186 nChanged 2 SP:Iteration 16Q (15175.170000 sec): 3 clusters Score: Raw -235305.439618 + Penalty 3652.501097 = -231652.938521 nChanged 2 SP:Iteration 17Q (15175.360000 sec): 3 clusters Score: Raw -235307.103273 + Penalty 3652.501097 = -231654.602176 nChanged 0 SP:Iteration 18F (15175.520000 sec): 3 clusters Score: Raw -235307.103273 + Penalty 3652.501097 = -231654.602176 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15175.610000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15175.790000 sec): 3 clusters Score: Raw -43387.312980 + Penalty 2848.529581 = -40538.783399 nChanged 35 SP:Iteration 1F (15175.970000 sec): 3 clusters Score: Raw -43478.580430 + Penalty 2848.529581 = -40630.050849 nChanged 9 SP:Iteration 2Q (15176.150000 sec): 3 clusters Score: Raw -43516.072527 + Penalty 2848.529581 = -40667.542946 nChanged 3 SP:Iteration 3Q (15176.320000 sec): 3 clusters Score: Raw -43533.338806 + Penalty 2848.529581 = -40684.809225 nChanged 4 SP:Iteration 4Q (15176.510000 sec): 3 clusters Score: Raw -43542.121452 + Penalty 2848.529581 = -40693.591871 nChanged 1 SP:Iteration 5Q (15176.750000 sec): 3 clusters Score: Raw -43543.769308 + Penalty 2848.529581 = -40695.239727 nChanged 0 SP:Iteration 6F (15176.900000 sec): 3 clusters Score: Raw -43543.769308 + Penalty 2848.529581 = -40695.239727 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15177.010000 sec): 2 clusters Score: Raw -394699.992084 + Penalty 1955.561651 = -392744.430433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15177.200000 sec): 3 clusters Score: Raw -393621.300139 + Penalty 3911.123303 = -389710.176837 nChanged 907 SP:Iteration 1F (15177.400000 sec): 3 clusters Score: Raw -394480.756472 + Penalty 3911.123303 = -390569.633170 nChanged 276 SP:Iteration 2F (15177.580000 sec): 3 clusters Score: Raw -394909.128876 + Penalty 3911.123303 = -390998.005574 nChanged 235 SP:Iteration 3F (15177.770000 sec): 3 clusters Score: Raw -395246.119272 + Penalty 3911.123303 = -391334.995969 nChanged 188 SP:Iteration 4F (15177.950000 sec): 3 clusters Score: Raw -395552.551860 + Penalty 3911.123303 = -391641.428558 nChanged 177 SP:Iteration 5F (15178.170000 sec): 3 clusters Score: Raw -395868.690847 + Penalty 3911.123303 = -391957.567545 nChanged 147 SP:Iteration 6F (15178.360000 sec): 3 clusters Score: Raw -396081.761879 + Penalty 3911.123303 = -392170.638577 nChanged 88 SP:Iteration 7Q (15178.530000 sec): 3 clusters Score: Raw -396179.756218 + Penalty 3911.123303 = -392268.632915 nChanged 56 SP:Iteration 8Q (15178.720000 sec): 3 clusters Score: Raw -396221.635403 + Penalty 3911.123303 = -392310.512101 nChanged 30 SP:Iteration 9Q (15178.940000 sec): 3 clusters Score: Raw -396240.323480 + Penalty 3911.123303 = -392329.200177 nChanged 17 SP:Iteration 10Q (15179.110000 sec): 3 clusters Score: Raw -396253.236604 + Penalty 3911.123303 = -392342.113301 nChanged 14 SP:Iteration 11Q (15179.290000 sec): 3 clusters Score: Raw -396262.394720 + Penalty 3911.123303 = -392351.271418 nChanged 9 SP:Iteration 12Q (15179.490000 sec): 3 clusters Score: Raw -396268.670216 + Penalty 3911.123303 = -392357.546914 nChanged 5 SP:Iteration 13Q (15179.630000 sec): 3 clusters Score: Raw -396271.671563 + Penalty 3911.123303 = -392360.548260 nChanged 1 SP:Iteration 14Q (15179.830000 sec): 3 clusters Score: Raw -396272.196652 + Penalty 3911.123303 = -392361.073349 nChanged 1 SP:Iteration 15Q (15180.030000 sec): 3 clusters Score: Raw -396272.404351 + Penalty 3911.123303 = -392361.281048 nChanged 0 SP:Iteration 16F (15180.210000 sec): 3 clusters Score: Raw -396272.404351 + Penalty 3911.123303 = -392361.281048 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15180.280000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15180.470000 sec): 3 clusters Score: Raw -19832.547934 + Penalty 2418.097872 = -17414.450061 nChanged 1 SP:Iteration 1Q (15180.670000 sec): 3 clusters Score: Raw -19838.623455 + Penalty 2418.097872 = -17420.525582 nChanged 0 SP:Iteration 2F (15180.830000 sec): 3 clusters Score: Raw -19838.623455 + Penalty 2418.097872 = -17420.525582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15180.890000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15181.120000 sec): 3 clusters Score: Raw -110671.033005 + Penalty 3278.905238 = -107392.127767 nChanged 182 SP:Iteration 1F (15181.280000 sec): 3 clusters Score: Raw -110989.353210 + Penalty 3278.905238 = -107710.447972 nChanged 62 SP:Iteration 2F (15181.490000 sec): 3 clusters Score: Raw -111124.294025 + Penalty 3278.905238 = -107845.388787 nChanged 25 SP:Iteration 3Q (15181.670000 sec): 3 clusters Score: Raw -111182.815089 + Penalty 3278.905238 = -107903.909850 nChanged 13 SP:Iteration 4Q (15181.830000 sec): 3 clusters Score: Raw -111214.847869 + Penalty 3278.905238 = -107935.942631 nChanged 8 SP:Iteration 5Q (15181.990000 sec): 3 clusters Score: Raw -111225.435546 + Penalty 3278.905238 = -107946.530308 nChanged 5 SP:Iteration 6Q (15182.150000 sec): 3 clusters Score: Raw -111234.569964 + Penalty 3278.905238 = -107955.664725 nChanged 4 SP:Iteration 7Q (15182.290000 sec): 3 clusters Score: Raw -111242.176321 + Penalty 3278.905238 = -107963.271083 nChanged 3 SP:Iteration 8Q (15182.490000 sec): 3 clusters Score: Raw -111249.482649 + Penalty 3278.905238 = -107970.577411 nChanged 2 SP:Iteration 9Q (15182.650000 sec): 3 clusters Score: Raw -111253.830616 + Penalty 3278.905238 = -107974.925378 nChanged 3 SP:Iteration 10Q (15182.850000 sec): 3 clusters Score: Raw -111261.359250 + Penalty 3278.905238 = -107982.454012 nChanged 4 SP:Iteration 11Q (15183.030000 sec): 3 clusters Score: Raw -111268.701503 + Penalty 3278.905238 = -107989.796265 nChanged 2 SP:Iteration 12Q (15183.210000 sec): 3 clusters Score: Raw -111270.632576 + Penalty 3278.905238 = -107991.727338 nChanged 1 SP:Iteration 13Q (15183.370000 sec): 3 clusters Score: Raw -111272.472344 + Penalty 3278.905238 = -107993.567106 nChanged 0 SP:Iteration 14F (15183.550000 sec): 3 clusters Score: Raw -111272.472344 + Penalty 3278.905238 = -107993.567106 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15183.620000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15183.770000 sec): 3 clusters Score: Raw -48151.680948 + Penalty 2791.300072 = -45360.380875 nChanged 33 SP:Iteration 1F (15183.960000 sec): 3 clusters Score: Raw -48325.935241 + Penalty 2791.300072 = -45534.635168 nChanged 14 SP:Iteration 2F (15184.130000 sec): 3 clusters Score: Raw -48488.179192 + Penalty 2791.300072 = -45696.879119 nChanged 21 SP:Iteration 3F (15184.350000 sec): 3 clusters Score: Raw -48752.163217 + Penalty 2791.300072 = -45960.863145 nChanged 17 SP:Iteration 4F (15184.470000 sec): 3 clusters Score: Raw -48944.041318 + Penalty 2791.300072 = -46152.741245 nChanged 18 SP:Iteration 5F (15184.670000 sec): 3 clusters Score: Raw -49111.208432 + Penalty 2791.300072 = -46319.908360 nChanged 12 SP:Iteration 6Q (15184.890000 sec): 3 clusters Score: Raw -49199.851104 + Penalty 2791.300072 = -46408.551032 nChanged 3 SP:Iteration 7Q (15185.100000 sec): 3 clusters Score: Raw -49221.396271 + Penalty 2791.300072 = -46430.096199 nChanged 0 SP:Iteration 8F (15185.280000 sec): 3 clusters Score: Raw -49221.396271 + Penalty 2791.300072 = -46430.096199 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15185.430000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15185.600000 sec): 3 clusters Score: Raw -62435.785873 + Penalty 2992.410766 = -59443.375107 nChanged 61 SP:Iteration 1F (15185.770000 sec): 3 clusters Score: Raw -62570.471996 + Penalty 2992.410766 = -59578.061230 nChanged 12 SP:Iteration 2Q (15185.960000 sec): 3 clusters Score: Raw -62601.074606 + Penalty 2992.410766 = -59608.663840 nChanged 4 SP:Iteration 3Q (15186.130000 sec): 3 clusters Score: Raw -62611.562797 + Penalty 2992.410766 = -59619.152031 nChanged 3 SP:Iteration 4Q (15186.350000 sec): 3 clusters Score: Raw -62619.685349 + Penalty 2992.410766 = -59627.274583 nChanged 1 SP:Iteration 5Q (15186.510000 sec): 3 clusters Score: Raw -62622.057177 + Penalty 2992.410766 = -59629.646411 nChanged 0 SP:Iteration 6F (15186.680000 sec): 3 clusters Score: Raw -62622.057177 + Penalty 2992.410766 = -59629.646411 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15186.810000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15187.040000 sec): 3 clusters Score: Raw -1011525.215232 + Penalty 4352.749128 = -1007172.466104 nChanged 2548 SP:Iteration 1F (15187.260000 sec): 3 clusters Score: Raw -1012953.849515 + Penalty 4352.749128 = -1008601.100387 nChanged 456 SP:Iteration 2F (15187.470000 sec): 3 clusters Score: Raw -1013200.743650 + Penalty 4352.749128 = -1008847.994523 nChanged 307 SP:Iteration 3Q (15187.670000 sec): 3 clusters Score: Raw -1013345.406321 + Penalty 4352.749128 = -1008992.657193 nChanged 216 SP:Iteration 4Q (15187.870000 sec): 3 clusters Score: Raw -1013446.148953 + Penalty 4352.749128 = -1009093.399826 nChanged 215 SP:Iteration 5Q (15188.090000 sec): 3 clusters Score: Raw -1013558.364499 + Penalty 4352.749128 = -1009205.615372 nChanged 224 SP:Iteration 6Q (15188.300000 sec): 3 clusters Score: Raw -1013680.265631 + Penalty 4352.749128 = -1009327.516503 nChanged 212 SP:Iteration 7Q (15188.510000 sec): 3 clusters Score: Raw -1013796.778660 + Penalty 4352.749128 = -1009444.029532 nChanged 237 SP:Iteration 8Q (15188.710000 sec): 3 clusters Score: Raw -1013926.267587 + Penalty 4352.749128 = -1009573.518459 nChanged 235 SP:Iteration 9Q (15188.890000 sec): 3 clusters Score: Raw -1014067.513076 + Penalty 4352.749128 = -1009714.763948 nChanged 250 SP:Iteration 10Q (15189.090000 sec): 3 clusters Score: Raw -1014226.146270 + Penalty 4352.749128 = -1009873.397142 nChanged 242 SP:Iteration 11Q (15189.310000 sec): 3 clusters Score: Raw -1014390.336341 + Penalty 4352.749128 = -1010037.587213 nChanged 224 SP:Iteration 12Q (15189.500000 sec): 3 clusters Score: Raw -1014542.407488 + Penalty 4352.749128 = -1010189.658361 nChanged 186 SP:Iteration 13Q (15189.750000 sec): 3 clusters Score: Raw -1014683.930959 + Penalty 4352.749128 = -1010331.181831 nChanged 170 SP:Iteration 14Q (15189.960000 sec): 3 clusters Score: Raw -1014810.889271 + Penalty 4352.749128 = -1010458.140143 nChanged 149 SP:Iteration 15Q (15190.150000 sec): 3 clusters Score: Raw -1014934.243851 + Penalty 4352.749128 = -1010581.494723 nChanged 113 SP:Iteration 16Q (15190.340000 sec): 3 clusters Score: Raw -1015027.848305 + Penalty 4352.749128 = -1010675.099178 nChanged 81 SP:Iteration 17Q (15190.580000 sec): 3 clusters Score: Raw -1015098.143977 + Penalty 4352.749128 = -1010745.394850 nChanged 65 SP:Iteration 18Q (15190.790000 sec): 3 clusters Score: Raw -1015152.376202 + Penalty 4352.749128 = -1010799.627074 nChanged 62 SP:Iteration 19Q (15191.000000 sec): 3 clusters Score: Raw -1015204.791014 + Penalty 4352.749128 = -1010852.041887 nChanged 40 SP:Iteration 20F (15191.190000 sec): 3 clusters Score: Raw -1015238.026861 + Penalty 4352.749128 = -1010885.277734 nChanged 35 SP:Iteration 21Q (15191.410000 sec): 3 clusters Score: Raw -1015263.051250 + Penalty 4352.749128 = -1010910.302122 nChanged 26 SP:Iteration 22Q (15191.610000 sec): 3 clusters Score: Raw -1015280.981155 + Penalty 4352.749128 = -1010928.232027 nChanged 12 SP:Iteration 23Q (15191.800000 sec): 3 clusters Score: Raw -1015289.985375 + Penalty 4352.749128 = -1010937.236247 nChanged 6 SP:Iteration 24Q (15191.990000 sec): 3 clusters Score: Raw -1015294.819946 + Penalty 4352.749128 = -1010942.070819 nChanged 10 SP:Iteration 25Q (15192.220000 sec): 3 clusters Score: Raw -1015301.841542 + Penalty 4352.749128 = -1010949.092414 nChanged 8 SP:Iteration 26Q (15192.410000 sec): 3 clusters Score: Raw -1015308.996190 + Penalty 4352.749128 = -1010956.247062 nChanged 4 SP:Iteration 27Q (15192.660000 sec): 3 clusters Score: Raw -1015312.137561 + Penalty 4352.749128 = -1010959.388434 nChanged 5 SP:Iteration 28Q (15192.910000 sec): 3 clusters Score: Raw -1015317.603272 + Penalty 4352.749128 = -1010964.854145 nChanged 3 SP:Iteration 29Q (15193.110000 sec): 3 clusters Score: Raw -1015321.359065 + Penalty 4352.749128 = -1010968.609938 nChanged 4 SP:Iteration 30Q (15193.350000 sec): 3 clusters Score: Raw -1015323.188330 + Penalty 4352.749128 = -1010970.439202 nChanged 3 SP:Iteration 31Q (15193.600000 sec): 3 clusters Score: Raw -1015325.431722 + Penalty 4352.749128 = -1010972.682594 nChanged 2 SP:Iteration 32Q (15193.840000 sec): 3 clusters Score: Raw -1015326.834480 + Penalty 4352.749128 = -1010974.085352 nChanged 1 SP:Iteration 33Q (15194.050000 sec): 3 clusters Score: Raw -1015327.582616 + Penalty 4352.749128 = -1010974.833488 nChanged 1 SP:Iteration 34Q (15194.280000 sec): 3 clusters Score: Raw -1015328.105389 + Penalty 4352.749128 = -1010975.356262 nChanged 0 SP:Iteration 35F (15194.490000 sec): 3 clusters Score: Raw -1015328.105389 + Penalty 4352.749128 = -1010975.356262 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15194.610000 sec): 2 clusters Score: Raw -38565.231092 + Penalty 1401.817317 = -37163.413775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15194.770000 sec): 3 clusters Score: Raw -38856.922046 + Penalty 2803.634633 = -36053.287412 nChanged 36 SP:Iteration 1F (15194.990000 sec): 3 clusters Score: Raw -38998.471606 + Penalty 2803.634633 = -36194.836972 nChanged 12 SP:Iteration 2Q (15195.130000 sec): 3 clusters Score: Raw -39067.179568 + Penalty 2803.634633 = -36263.544934 nChanged 6 SP:Iteration 3Q (15195.340000 sec): 3 clusters Score: Raw -39089.568922 + Penalty 2803.634633 = -36285.934288 nChanged 3 SP:Iteration 4Q (15195.510000 sec): 3 clusters Score: Raw -39100.322361 + Penalty 2803.634633 = -36296.687728 nChanged 0 SP:Iteration 5F (15195.710000 sec): 3 clusters Score: Raw -39100.322361 + Penalty 2803.634633 = -36296.687728 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15195.810000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15195.970000 sec): 3 clusters Score: Raw -28785.935093 + Penalty 2640.212950 = -26145.722143 nChanged 8 SP:Iteration 1Q (15196.170000 sec): 3 clusters Score: Raw -28833.717578 + Penalty 2640.212950 = -26193.504628 nChanged 5 SP:Iteration 2Q (15196.340000 sec): 3 clusters Score: Raw -28872.345937 + Penalty 2640.212950 = -26232.132987 nChanged 5 SP:Iteration 3Q (15196.530000 sec): 3 clusters Score: Raw -28893.857737 + Penalty 2640.212950 = -26253.644787 nChanged 0 SP:Iteration 4F (15196.690000 sec): 3 clusters Score: Raw -28893.857737 + Penalty 2640.212950 = -26253.644787 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15196.760000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15196.970000 sec): 3 clusters Score: Raw -142322.170614 + Penalty 3415.212796 = -138906.957817 nChanged 264 SP:Iteration 1F (15197.130000 sec): 3 clusters Score: Raw -142700.682700 + Penalty 3415.212796 = -139285.469903 nChanged 91 SP:Iteration 2F (15197.300000 sec): 3 clusters Score: Raw -142925.636917 + Penalty 3415.212796 = -139510.424121 nChanged 65 SP:Iteration 3F (15197.480000 sec): 3 clusters Score: Raw -143151.866002 + Penalty 3415.212796 = -139736.653205 nChanged 71 SP:Iteration 4F (15197.710000 sec): 3 clusters Score: Raw -143370.200857 + Penalty 3415.212796 = -139954.988060 nChanged 55 SP:Iteration 5F (15197.880000 sec): 3 clusters Score: Raw -143530.965932 + Penalty 3415.212796 = -140115.753136 nChanged 49 SP:Iteration 6F (15198.030000 sec): 3 clusters Score: Raw -143710.720707 + Penalty 3415.212796 = -140295.507911 nChanged 38 SP:Iteration 7Q (15198.250000 sec): 3 clusters Score: Raw -143856.511444 + Penalty 3415.212796 = -140441.298648 nChanged 27 SP:Iteration 8Q (15198.410000 sec): 3 clusters Score: Raw -143956.883457 + Penalty 3415.212796 = -140541.670661 nChanged 16 SP:Iteration 9Q (15198.600000 sec): 3 clusters Score: Raw -144021.526862 + Penalty 3415.212796 = -140606.314066 nChanged 12 SP:Iteration 10Q (15198.790000 sec): 3 clusters Score: Raw -144065.596971 + Penalty 3415.212796 = -140650.384175 nChanged 4 SP:Iteration 11Q (15198.980000 sec): 3 clusters Score: Raw -144083.770632 + Penalty 3415.212796 = -140668.557835 nChanged 0 SP:Iteration 12F (15199.130000 sec): 3 clusters Score: Raw -144083.770632 + Penalty 3415.212796 = -140668.557835 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15199.210000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15199.400000 sec): 3 clusters Score: Raw -45075.362643 + Penalty 2785.918464 = -42289.444178 nChanged 29 SP:Iteration 1F (15199.610000 sec): 3 clusters Score: Raw -45188.299156 + Penalty 2785.918464 = -42402.380692 nChanged 12 SP:Iteration 2Q (15199.810000 sec): 3 clusters Score: Raw -45240.772564 + Penalty 2785.918464 = -42454.854100 nChanged 6 SP:Iteration 3Q (15199.980000 sec): 3 clusters Score: Raw -45273.284134 + Penalty 2785.918464 = -42487.365670 nChanged 1 SP:Iteration 4Q (15200.210000 sec): 3 clusters Score: Raw -45276.547445 + Penalty 2785.918464 = -42490.628980 nChanged 0 SP:Iteration 5F (15200.390000 sec): 3 clusters Score: Raw -45276.547445 + Penalty 2785.918464 = -42490.628980 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15200.490000 sec): 2 clusters Score: Raw -28119.608765 + Penalty 1295.985175 = -26823.623590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15200.700000 sec): 3 clusters Score: Raw -28365.206006 + Penalty 2591.970350 = -25773.235656 nChanged 10 SP:Iteration 1F (15200.900000 sec): 3 clusters Score: Raw -28438.046135 + Penalty 2591.970350 = -25846.075785 nChanged 5 SP:Iteration 2Q (15201.090000 sec): 3 clusters Score: Raw -28470.032534 + Penalty 2591.970350 = -25878.062183 nChanged 3 SP:Iteration 3Q (15201.280000 sec): 3 clusters Score: Raw -28505.218355 + Penalty 2591.970350 = -25913.248005 nChanged 1 SP:Iteration 4Q (15201.510000 sec): 3 clusters Score: Raw -28510.321805 + Penalty 2591.970350 = -25918.351455 nChanged 1 SP:Iteration 5Q (15201.700000 sec): 3 clusters Score: Raw -28515.166132 + Penalty 2591.970350 = -25923.195782 nChanged 2 SP:Iteration 6Q (15201.890000 sec): 3 clusters Score: Raw -28529.382752 + Penalty 2591.970350 = -25937.412401 nChanged 0 SP:Iteration 7F (15202.100000 sec): 3 clusters Score: Raw -28529.382752 + Penalty 2591.970350 = -25937.412401 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15202.220000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15202.400000 sec): 3 clusters Score: Raw -388716.804051 + Penalty 3875.541410 = -384841.262641 nChanged 817 SP:Iteration 1F (15202.650000 sec): 3 clusters Score: Raw -389338.397020 + Penalty 3875.541410 = -385462.855610 nChanged 193 SP:Iteration 2F (15202.820000 sec): 3 clusters Score: Raw -389542.273305 + Penalty 3875.541410 = -385666.731895 nChanged 152 SP:Iteration 3F (15202.980000 sec): 3 clusters Score: Raw -389695.260467 + Penalty 3875.541410 = -385819.719057 nChanged 127 SP:Iteration 4F (15203.170000 sec): 3 clusters Score: Raw -389822.182757 + Penalty 3875.541410 = -385946.641347 nChanged 94 SP:Iteration 5Q (15203.350000 sec): 3 clusters Score: Raw -389897.722820 + Penalty 3875.541410 = -386022.181410 nChanged 81 SP:Iteration 6Q (15203.550000 sec): 3 clusters Score: Raw -389973.523442 + Penalty 3875.541410 = -386097.982032 nChanged 59 SP:Iteration 7Q (15203.730000 sec): 3 clusters Score: Raw -390023.291025 + Penalty 3875.541410 = -386147.749614 nChanged 48 SP:Iteration 8Q (15203.910000 sec): 3 clusters Score: Raw -390060.399211 + Penalty 3875.541410 = -386184.857800 nChanged 43 SP:Iteration 9Q (15204.090000 sec): 3 clusters Score: Raw -390095.746900 + Penalty 3875.541410 = -386220.205490 nChanged 44 SP:Iteration 10Q (15204.280000 sec): 3 clusters Score: Raw -390127.857746 + Penalty 3875.541410 = -386252.316336 nChanged 42 SP:Iteration 11Q (15204.470000 sec): 3 clusters Score: Raw -390155.357995 + Penalty 3875.541410 = -386279.816585 nChanged 29 SP:Iteration 12Q (15204.660000 sec): 3 clusters Score: Raw -390174.032730 + Penalty 3875.541410 = -386298.491320 nChanged 25 SP:Iteration 13Q (15204.860000 sec): 3 clusters Score: Raw -390189.287291 + Penalty 3875.541410 = -386313.745880 nChanged 18 SP:Iteration 14Q (15205.080000 sec): 3 clusters Score: Raw -390201.471272 + Penalty 3875.541410 = -386325.929862 nChanged 15 SP:Iteration 15Q (15205.300000 sec): 3 clusters Score: Raw -390212.772279 + Penalty 3875.541410 = -386337.230869 nChanged 18 SP:Iteration 16Q (15205.540000 sec): 3 clusters Score: Raw -390224.905332 + Penalty 3875.541410 = -386349.363922 nChanged 13 SP:Iteration 17Q (15205.700000 sec): 3 clusters Score: Raw -390233.335901 + Penalty 3875.541410 = -386357.794491 nChanged 7 SP:Iteration 18Q (15205.860000 sec): 3 clusters Score: Raw -390237.828598 + Penalty 3875.541410 = -386362.287188 nChanged 4 SP:Iteration 19Q (15206.050000 sec): 3 clusters Score: Raw -390239.902933 + Penalty 3875.541410 = -386364.361523 nChanged 3 SP:Iteration 20F (15206.230000 sec): 3 clusters Score: Raw -390241.962346 + Penalty 3875.541410 = -386366.420936 nChanged 4 SP:Iteration 21Q (15206.440000 sec): 3 clusters Score: Raw -390243.948508 + Penalty 3875.541410 = -386368.407098 nChanged 3 SP:Iteration 22Q (15206.650000 sec): 3 clusters Score: Raw -390245.755109 + Penalty 3875.541410 = -386370.213698 nChanged 1 SP:Iteration 23Q (15206.850000 sec): 3 clusters Score: Raw -390246.135491 + Penalty 3875.541410 = -386370.594081 nChanged 1 SP:Iteration 24Q (15207.030000 sec): 3 clusters Score: Raw -390246.566340 + Penalty 3875.541410 = -386371.024930 nChanged 2 SP:Iteration 25Q (15207.200000 sec): 3 clusters Score: Raw -390248.001148 + Penalty 3875.541410 = -386372.459738 nChanged 5 SP:Iteration 26Q (15207.350000 sec): 3 clusters Score: Raw -390250.061349 + Penalty 3875.541410 = -386374.519939 nChanged 4 SP:Iteration 27Q (15207.510000 sec): 3 clusters Score: Raw -390251.774282 + Penalty 3875.541410 = -386376.232872 nChanged 2 SP:Iteration 28Q (15207.670000 sec): 3 clusters Score: Raw -390252.465212 + Penalty 3875.541410 = -386376.923801 nChanged 2 SP:Iteration 29Q (15207.830000 sec): 3 clusters Score: Raw -390253.852664 + Penalty 3875.541410 = -386378.311254 nChanged 2 SP:Iteration 30Q (15208.020000 sec): 3 clusters Score: Raw -390254.750697 + Penalty 3875.541410 = -386379.209286 nChanged 1 SP:Iteration 31Q (15208.160000 sec): 3 clusters Score: Raw -390255.805234 + Penalty 3875.541410 = -386380.263824 nChanged 2 SP:Iteration 32Q (15208.330000 sec): 3 clusters Score: Raw -390256.934422 + Penalty 3875.541410 = -386381.393012 nChanged 2 SP:Iteration 33Q (15208.520000 sec): 3 clusters Score: Raw -390257.610036 + Penalty 3875.541410 = -386382.068626 nChanged 2 SP:Iteration 34Q (15208.650000 sec): 3 clusters Score: Raw -390258.850363 + Penalty 3875.541410 = -386383.308953 nChanged 1 SP:Iteration 35Q (15208.810000 sec): 3 clusters Score: Raw -390259.142904 + Penalty 3875.541410 = -386383.601494 nChanged 0 SP:Iteration 36F (15208.970000 sec): 3 clusters Score: Raw -390259.142904 + Penalty 3875.541410 = -386383.601494 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15209.050000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15209.250000 sec): 3 clusters Score: Raw -15324.648091 + Penalty 2394.843614 = -12929.804477 nChanged 8 SP:Iteration 1F (15209.440000 sec): 3 clusters Score: Raw -15382.717689 + Penalty 2394.843614 = -12987.874075 nChanged 3 SP:Iteration 2Q (15209.590000 sec): 3 clusters Score: Raw -15432.777576 + Penalty 2394.843614 = -13037.933963 nChanged 1 SP:Iteration 3Q (15209.760000 sec): 3 clusters Score: Raw -15447.716970 + Penalty 2394.843614 = -13052.873356 nChanged 1 SP:Iteration 4Q (15209.920000 sec): 3 clusters Score: Raw -15456.622471 + Penalty 2394.843614 = -13061.778857 nChanged 1 SP:Iteration 5Q (15210.110000 sec): 3 clusters Score: Raw -15462.829448 + Penalty 2394.843614 = -13067.985834 nChanged 1 SP:Iteration 6Q (15210.320000 sec): 3 clusters Score: Raw -15466.575204 + Penalty 2394.843614 = -13071.731591 nChanged 2 SP:Iteration 7Q (15210.520000 sec): 3 clusters Score: Raw -15479.728159 + Penalty 2394.843614 = -13084.884546 nChanged 1 SP:Iteration 8Q (15210.700000 sec): 3 clusters Score: Raw -15486.454148 + Penalty 2394.843614 = -13091.610535 nChanged 0 SP:Iteration 9F (15210.900000 sec): 3 clusters Score: Raw -15486.454148 + Penalty 2394.843614 = -13091.610535 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15211.050000 sec): 2 clusters Score: Raw -33321.810106 + Penalty 1380.001061 = -31941.809045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15211.270000 sec): 3 clusters Score: Raw -33478.319419 + Penalty 2760.002122 = -30718.317297 nChanged 26 SP:Iteration 1F (15211.420000 sec): 3 clusters Score: Raw -33600.428758 + Penalty 2760.002122 = -30840.426636 nChanged 9 SP:Iteration 2Q (15211.530000 sec): 3 clusters Score: Raw -33635.800292 + Penalty 2760.002122 = -30875.798170 nChanged 4 SP:Iteration 3Q (15211.740000 sec): 3 clusters Score: Raw -33649.556985 + Penalty 2760.002122 = -30889.554863 nChanged 3 SP:Iteration 4Q (15211.940000 sec): 3 clusters Score: Raw -33662.975523 + Penalty 2760.002122 = -30902.973401 nChanged 4 SP:Iteration 5Q (15212.150000 sec): 3 clusters Score: Raw -33696.477229 + Penalty 2760.002122 = -30936.475107 nChanged 2 SP:Iteration 6Q (15212.300000 sec): 3 clusters Score: Raw -33711.298359 + Penalty 2760.002122 = -30951.296237 nChanged 5 SP:Iteration 7Q (15212.480000 sec): 3 clusters Score: Raw -33741.020174 + Penalty 2760.002122 = -30981.018052 nChanged 2 SP:Iteration 8Q (15212.660000 sec): 3 clusters Score: Raw -33762.677787 + Penalty 2760.002122 = -31002.675665 nChanged 3 SP:Iteration 9Q (15212.880000 sec): 3 clusters Score: Raw -33790.824216 + Penalty 2760.002122 = -31030.822094 nChanged 5 SP:Iteration 10Q (15213.040000 sec): 3 clusters Score: Raw -33839.648601 + Penalty 2760.002122 = -31079.646479 nChanged 4 SP:Iteration 11Q (15213.210000 sec): 3 clusters Score: Raw -33895.254174 + Penalty 2760.002122 = -31135.252052 nChanged 5 SP:Iteration 12Q (15213.390000 sec): 3 clusters Score: Raw -33965.275114 + Penalty 2760.002122 = -31205.272992 nChanged 8 SP:Iteration 13Q (15213.580000 sec): 3 clusters Score: Raw -34012.518884 + Penalty 2760.002122 = -31252.516762 nChanged 4 SP:Iteration 14Q (15213.790000 sec): 3 clusters Score: Raw -34032.089572 + Penalty 2760.002122 = -31272.087450 nChanged 3 SP:Iteration 15Q (15213.970000 sec): 3 clusters Score: Raw -34072.578155 + Penalty 2760.002122 = -31312.576033 nChanged 5 SP:Iteration 16Q (15214.200000 sec): 3 clusters Score: Raw -34112.965840 + Penalty 2760.002122 = -31352.963718 nChanged 6 SP:Iteration 17Q (15214.430000 sec): 3 clusters Score: Raw -34160.325944 + Penalty 2760.002122 = -31400.323822 nChanged 3 SP:Iteration 18Q (15214.590000 sec): 3 clusters Score: Raw -34195.175534 + Penalty 2760.002122 = -31435.173412 nChanged 3 SP:Iteration 19Q (15214.820000 sec): 3 clusters Score: Raw -34215.127561 + Penalty 2760.002122 = -31455.125439 nChanged 1 SP:Iteration 20F (15215.020000 sec): 3 clusters Score: Raw -34223.097767 + Penalty 2760.002122 = -31463.095645 nChanged 2 SP:Iteration 21Q (15215.250000 sec): 3 clusters Score: Raw -34271.326398 + Penalty 2760.002122 = -31511.324276 nChanged 2 SP:Iteration 22Q (15215.430000 sec): 3 clusters Score: Raw -34308.380750 + Penalty 2760.002122 = -31548.378628 nChanged 3 SP:Iteration 23Q (15215.650000 sec): 3 clusters Score: Raw -34346.609525 + Penalty 2760.002122 = -31586.607403 nChanged 1 SP:Iteration 24Q (15215.820000 sec): 3 clusters Score: Raw -34359.133601 + Penalty 2760.002122 = -31599.131479 nChanged 0 SP:Iteration 25F (15216.020000 sec): 3 clusters Score: Raw -34359.133601 + Penalty 2760.002122 = -31599.131479 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15216.120000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15216.320000 sec): 3 clusters Score: Raw -39797.863345 + Penalty 2767.545994 = -37030.317352 nChanged 28 SP:Iteration 1F (15216.520000 sec): 3 clusters Score: Raw -39879.924830 + Penalty 2767.545994 = -37112.378837 nChanged 9 SP:Iteration 2Q (15216.690000 sec): 3 clusters Score: Raw -39909.278246 + Penalty 2767.545994 = -37141.732252 nChanged 1 SP:Iteration 3Q (15216.850000 sec): 3 clusters Score: Raw -39912.431554 + Penalty 2767.545994 = -37144.885560 nChanged 1 SP:Iteration 4Q (15217.000000 sec): 3 clusters Score: Raw -39913.334283 + Penalty 2767.545994 = -37145.788289 nChanged 0 SP:Iteration 5F (15217.170000 sec): 3 clusters Score: Raw -39913.334283 + Penalty 2767.545994 = -37145.788289 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15217.240000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15217.420000 sec): 3 clusters Score: Raw -55729.840240 + Penalty 2952.808694 = -52777.031547 nChanged 52 SP:Iteration 1F (15217.560000 sec): 3 clusters Score: Raw -55858.802108 + Penalty 2952.808694 = -52905.993414 nChanged 34 SP:Iteration 2F (15217.820000 sec): 3 clusters Score: Raw -55996.444521 + Penalty 2952.808694 = -53043.635827 nChanged 26 SP:Iteration 3F (15217.980000 sec): 3 clusters Score: Raw -56096.445910 + Penalty 2952.808694 = -53143.637216 nChanged 10 SP:Iteration 4Q (15218.170000 sec): 3 clusters Score: Raw -56135.055282 + Penalty 2952.808694 = -53182.246588 nChanged 8 SP:Iteration 5Q (15218.340000 sec): 3 clusters Score: Raw -56156.524396 + Penalty 2952.808694 = -53203.715702 nChanged 5 SP:Iteration 6Q (15218.510000 sec): 3 clusters Score: Raw -56174.355058 + Penalty 2952.808694 = -53221.546365 nChanged 3 SP:Iteration 7Q (15218.710000 sec): 3 clusters Score: Raw -56190.342482 + Penalty 2952.808694 = -53237.533788 nChanged 3 SP:Iteration 8Q (15218.860000 sec): 3 clusters Score: Raw -56209.069301 + Penalty 2952.808694 = -53256.260607 nChanged 4 SP:Iteration 9Q (15219.040000 sec): 3 clusters Score: Raw -56224.320380 + Penalty 2952.808694 = -53271.511687 nChanged 1 SP:Iteration 10Q (15219.240000 sec): 3 clusters Score: Raw -56227.580008 + Penalty 2952.808694 = -53274.771314 nChanged 0 SP:Iteration 11F (15219.440000 sec): 3 clusters Score: Raw -56227.580008 + Penalty 2952.808694 = -53274.771314 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15219.540000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15219.750000 sec): 3 clusters Score: Raw -38767.140097 + Penalty 2744.561186 = -36022.578910 nChanged 24 SP:Iteration 1F (15219.970000 sec): 3 clusters Score: Raw -38857.616138 + Penalty 2744.561186 = -36113.054952 nChanged 1 SP:Iteration 2Q (15220.160000 sec): 3 clusters Score: Raw -38861.080486 + Penalty 2744.561186 = -36116.519300 nChanged 0 SP:Iteration 3F (15220.350000 sec): 3 clusters Score: Raw -38861.080486 + Penalty 2744.561186 = -36116.519300 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15220.460000 sec): 2 clusters Score: Raw -38029.407694 + Penalty 1361.256556 = -36668.151138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15220.630000 sec): 3 clusters Score: Raw -38236.126982 + Penalty 2722.513112 = -35513.613869 nChanged 39 SP:Iteration 1F (15220.840000 sec): 3 clusters Score: Raw -38375.466070 + Penalty 2722.513112 = -35652.952958 nChanged 8 SP:Iteration 2Q (15221.020000 sec): 3 clusters Score: Raw -38416.507594 + Penalty 2722.513112 = -35693.994482 nChanged 3 SP:Iteration 3Q (15221.210000 sec): 3 clusters Score: Raw -38439.188399 + Penalty 2722.513112 = -35716.675287 nChanged 2 SP:Iteration 4Q (15221.450000 sec): 3 clusters Score: Raw -38444.568799 + Penalty 2722.513112 = -35722.055687 nChanged 0 SP:Iteration 5F (15221.660000 sec): 3 clusters Score: Raw -38444.568799 + Penalty 2722.513112 = -35722.055687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15221.720000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15221.930000 sec): 3 clusters Score: Raw -14561.890085 + Penalty 2284.164412 = -12277.725673 nChanged 3 SP:Iteration 1Q (15222.100000 sec): 3 clusters Score: Raw -14584.349867 + Penalty 2284.164412 = -12300.185455 nChanged 0 SP:Iteration 2F (15222.280000 sec): 3 clusters Score: Raw -14584.349867 + Penalty 2284.164412 = -12300.185455 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15222.420000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15222.590000 sec): 3 clusters Score: Raw -66295.284242 + Penalty 3046.450553 = -63248.833689 nChanged 67 SP:Iteration 1F (15222.800000 sec): 3 clusters Score: Raw -66443.716695 + Penalty 3046.450553 = -63397.266142 nChanged 24 SP:Iteration 2F (15222.970000 sec): 3 clusters Score: Raw -66539.355648 + Penalty 3046.450553 = -63492.905095 nChanged 22 SP:Iteration 3Q (15223.150000 sec): 3 clusters Score: Raw -66630.925955 + Penalty 3046.450553 = -63584.475402 nChanged 11 SP:Iteration 4Q (15223.320000 sec): 3 clusters Score: Raw -66694.361221 + Penalty 3046.450553 = -63647.910668 nChanged 15 SP:Iteration 5Q (15223.510000 sec): 3 clusters Score: Raw -66764.266047 + Penalty 3046.450553 = -63717.815494 nChanged 14 SP:Iteration 6Q (15223.660000 sec): 3 clusters Score: Raw -66823.384905 + Penalty 3046.450553 = -63776.934352 nChanged 12 SP:Iteration 7Q (15223.880000 sec): 3 clusters Score: Raw -66856.552181 + Penalty 3046.450553 = -63810.101628 nChanged 6 SP:Iteration 8Q (15224.070000 sec): 3 clusters Score: Raw -66880.856135 + Penalty 3046.450553 = -63834.405582 nChanged 9 SP:Iteration 9Q (15224.260000 sec): 3 clusters Score: Raw -66906.205894 + Penalty 3046.450553 = -63859.755341 nChanged 9 SP:Iteration 10Q (15224.400000 sec): 3 clusters Score: Raw -66941.770792 + Penalty 3046.450553 = -63895.320239 nChanged 9 SP:Iteration 11Q (15224.590000 sec): 3 clusters Score: Raw -66977.811506 + Penalty 3046.450553 = -63931.360953 nChanged 13 SP:Iteration 12Q (15224.790000 sec): 3 clusters Score: Raw -67030.113424 + Penalty 3046.450553 = -63983.662871 nChanged 6 SP:Iteration 13Q (15224.970000 sec): 3 clusters Score: Raw -67056.520670 + Penalty 3046.450553 = -64010.070117 nChanged 8 SP:Iteration 14Q (15225.180000 sec): 3 clusters Score: Raw -67116.380304 + Penalty 3046.450553 = -64069.929751 nChanged 7 SP:Iteration 15Q (15225.400000 sec): 3 clusters Score: Raw -67173.066301 + Penalty 3046.450553 = -64126.615748 nChanged 13 SP:Iteration 16Q (15225.610000 sec): 3 clusters Score: Raw -67378.209813 + Penalty 3046.450553 = -64331.759260 nChanged 20 SP:Iteration 17Q (15225.790000 sec): 3 clusters Score: Raw -67486.233915 + Penalty 3046.450553 = -64439.783362 nChanged 13 SP:Iteration 18Q (15226.010000 sec): 3 clusters Score: Raw -67576.541219 + Penalty 3046.450553 = -64530.090666 nChanged 4 SP:Iteration 19Q (15226.170000 sec): 3 clusters Score: Raw -67599.259996 + Penalty 3046.450553 = -64552.809443 nChanged 3 SP:Iteration 20F (15226.380000 sec): 3 clusters Score: Raw -67608.457355 + Penalty 3046.450553 = -64562.006802 nChanged 2 SP:Iteration 21Q (15226.570000 sec): 3 clusters Score: Raw -67615.919470 + Penalty 3046.450553 = -64569.468917 nChanged 1 SP:Iteration 22Q (15226.780000 sec): 3 clusters Score: Raw -67618.401772 + Penalty 3046.450553 = -64571.951219 nChanged 1 SP:Iteration 23Q (15226.960000 sec): 3 clusters Score: Raw -67622.898622 + Penalty 3046.450553 = -64576.448069 nChanged 0 SP:Iteration 24F (15227.130000 sec): 3 clusters Score: Raw -67622.898622 + Penalty 3046.450553 = -64576.448069 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15227.220000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15227.420000 sec): 3 clusters Score: Raw -24536.625723 + Penalty 2553.157260 = -21983.468462 nChanged 8 SP:Iteration 1Q (15227.600000 sec): 3 clusters Score: Raw -24584.891881 + Penalty 2553.157260 = -22031.734620 nChanged 3 SP:Iteration 2Q (15227.770000 sec): 3 clusters Score: Raw -24606.298338 + Penalty 2553.157260 = -22053.141078 nChanged 0 SP:Iteration 3F (15228.020000 sec): 3 clusters Score: Raw -24606.298338 + Penalty 2553.157260 = -22053.141078 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15228.080000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15228.270000 sec): 3 clusters Score: Raw -23762.467239 + Penalty 2465.027397 = -21297.439842 nChanged 4 SP:Iteration 1Q (15228.460000 sec): 3 clusters Score: Raw -23790.495330 + Penalty 2465.027397 = -21325.467933 nChanged 0 SP:Iteration 2F (15228.690000 sec): 3 clusters Score: Raw -23790.495330 + Penalty 2465.027397 = -21325.467933 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15229.430000 sec): 2 clusters Score: Raw -21820625.704109 + Penalty 2933.273148 = -21817692.430961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15230.310000 sec): 3 clusters Score: Raw -21731697.498480 + Penalty 5866.546296 = -21725830.952184 nChanged 65386 SP:Iteration 1F (15231.190000 sec): 3 clusters Score: Raw -21769182.513963 + Penalty 5866.546296 = -21763315.967667 nChanged 3795 SP:Iteration 2Q (15232.150000 sec): 3 clusters Score: Raw -21769909.757041 + Penalty 5866.546296 = -21764043.210745 nChanged 3890 SP:Iteration 3Q (15233.050000 sec): 3 clusters Score: Raw -21770769.250217 + Penalty 5866.546296 = -21764902.703920 nChanged 4529 SP:Iteration 4Q (15233.970000 sec): 3 clusters Score: Raw -21772042.951796 + Penalty 5866.546296 = -21766176.405500 nChanged 5698 SP:Iteration 5Q (15234.910000 sec): 3 clusters Score: Raw -21774254.117674 + Penalty 5866.546296 = -21768387.571378 nChanged 7760 SP:Iteration 6F (15235.870000 sec): 3 clusters Score: Raw -21778434.887470 + Penalty 5866.546296 = -21772568.341174 nChanged 10073 SP:Iteration 7F (15236.720000 sec): 3 clusters Score: Raw -21785468.767239 + Penalty 5866.546296 = -21779602.220943 nChanged 11677 SP:Iteration 8F (15237.620000 sec): 3 clusters Score: Raw -21795427.961340 + Penalty 5866.546296 = -21789561.415044 nChanged 10997 SP:Iteration 9F (15238.550000 sec): 3 clusters Score: Raw -21805909.206806 + Penalty 5866.546296 = -21800042.660510 nChanged 8097 SP:Iteration 10F (15239.450000 sec): 3 clusters Score: Raw -21813840.634091 + Penalty 5866.546296 = -21807974.087795 nChanged 4447 SP:Iteration 11Q (15240.370000 sec): 3 clusters Score: Raw -21818154.224470 + Penalty 5866.546296 = -21812287.678174 nChanged 1927 SP:Iteration 12Q (15241.270000 sec): 3 clusters Score: Raw -21819963.861263 + Penalty 5866.546296 = -21814097.314967 nChanged 606 SP:Iteration 13Q (15242.070000 sec): 3 clusters Score: Raw -21820530.202713 + Penalty 5866.546296 = -21814663.656417 nChanged 206 SP:Iteration 14Q (15242.910000 sec): 3 clusters Score: Raw -21820741.000868 + Penalty 5866.546296 = -21814874.454572 nChanged 84 SP:Iteration 15Q (15243.720000 sec): 3 clusters Score: Raw -21820835.501262 + Penalty 5866.546296 = -21814968.954966 nChanged 40 SP:Iteration 16Q (15244.460000 sec): 3 clusters Score: Raw -21820893.950701 + Penalty 5866.546296 = -21815027.404405 nChanged 30 SP:Iteration 17Q (15245.230000 sec): 3 clusters Score: Raw -21820928.105358 + Penalty 5866.546296 = -21815061.559062 nChanged 20 SP:Iteration 18Q (15246.020000 sec): 3 clusters Score: Raw -21820949.104287 + Penalty 5866.546296 = -21815082.557991 nChanged 16 SP:Iteration 19Q (15246.750000 sec): 3 clusters Score: Raw -21820968.124141 + Penalty 5866.546296 = -21815101.577845 nChanged 12 SP:Iteration 20F (15247.670000 sec): 3 clusters Score: Raw -21820985.281408 + Penalty 5866.546296 = -21815118.735112 nChanged 11 SP:Iteration 21Q (15248.490000 sec): 3 clusters Score: Raw -21821002.205631 + Penalty 5866.546296 = -21815135.659335 nChanged 6 SP:Iteration 22Q (15249.260000 sec): 3 clusters Score: Raw -21821010.683218 + Penalty 5866.546296 = -21815144.136921 nChanged 3 SP:Iteration 23Q (15250.020000 sec): 3 clusters Score: Raw -21821015.521570 + Penalty 5866.546296 = -21815148.975274 nChanged 3 SP:Iteration 24Q (15250.710000 sec): 3 clusters Score: Raw -21821018.628667 + Penalty 5866.546296 = -21815152.082371 nChanged 2 SP:Iteration 25Q (15251.410000 sec): 3 clusters Score: Raw -21821020.542935 + Penalty 5866.546296 = -21815153.996638 nChanged 2 SP:Iteration 26Q (15252.150000 sec): 3 clusters Score: Raw -21821022.249295 + Penalty 5866.546296 = -21815155.702999 nChanged 0 SP:Iteration 27F (15252.980000 sec): 3 clusters Score: Raw -21821022.249295 + Penalty 5866.546296 = -21815155.702999 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15253.140000 sec): 2 clusters Score: Raw -36336.610555 + Penalty 1357.123127 = -34979.487428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15253.290000 sec): 3 clusters Score: Raw -36538.991160 + Penalty 2714.246254 = -33824.744906 nChanged 21 SP:Iteration 1F (15253.490000 sec): 3 clusters Score: Raw -36661.608570 + Penalty 2714.246254 = -33947.362316 nChanged 6 SP:Iteration 2Q (15253.690000 sec): 3 clusters Score: Raw -36695.349998 + Penalty 2714.246254 = -33981.103744 nChanged 4 SP:Iteration 3Q (15253.840000 sec): 3 clusters Score: Raw -36726.119803 + Penalty 2714.246254 = -34011.873549 nChanged 2 SP:Iteration 4Q (15254.030000 sec): 3 clusters Score: Raw -36734.476129 + Penalty 2714.246254 = -34020.229875 nChanged 0 SP:Iteration 5F (15254.210000 sec): 3 clusters Score: Raw -36734.476129 + Penalty 2714.246254 = -34020.229875 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15254.360000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15254.570000 sec): 3 clusters Score: Raw -1319320.653695 + Penalty 4478.888342 = -1314841.765353 nChanged 3490 SP:Iteration 1F (15254.770000 sec): 3 clusters Score: Raw -1321278.693045 + Penalty 4478.888342 = -1316799.804703 nChanged 587 SP:Iteration 2F (15255.030000 sec): 3 clusters Score: Raw -1321581.353307 + Penalty 4478.888342 = -1317102.464966 nChanged 459 SP:Iteration 3F (15255.250000 sec): 3 clusters Score: Raw -1321818.019207 + Penalty 4478.888342 = -1317339.130865 nChanged 387 SP:Iteration 4Q (15255.460000 sec): 3 clusters Score: Raw -1322018.304021 + Penalty 4478.888342 = -1317539.415679 nChanged 360 SP:Iteration 5Q (15255.700000 sec): 3 clusters Score: Raw -1322205.602361 + Penalty 4478.888342 = -1317726.714020 nChanged 335 SP:Iteration 6Q (15255.910000 sec): 3 clusters Score: Raw -1322377.310078 + Penalty 4478.888342 = -1317898.421736 nChanged 302 SP:Iteration 7Q (15256.130000 sec): 3 clusters Score: Raw -1322541.783806 + Penalty 4478.888342 = -1318062.895464 nChanged 317 SP:Iteration 8Q (15256.400000 sec): 3 clusters Score: Raw -1322719.428827 + Penalty 4478.888342 = -1318240.540485 nChanged 291 SP:Iteration 9Q (15256.590000 sec): 3 clusters Score: Raw -1322894.054262 + Penalty 4478.888342 = -1318415.165921 nChanged 273 SP:Iteration 10Q (15256.830000 sec): 3 clusters Score: Raw -1323052.934471 + Penalty 4478.888342 = -1318574.046130 nChanged 225 SP:Iteration 11Q (15257.040000 sec): 3 clusters Score: Raw -1323174.432950 + Penalty 4478.888342 = -1318695.544608 nChanged 197 SP:Iteration 12Q (15257.240000 sec): 3 clusters Score: Raw -1323288.669404 + Penalty 4478.888342 = -1318809.781063 nChanged 181 SP:Iteration 13Q (15257.450000 sec): 3 clusters Score: Raw -1323384.654820 + Penalty 4478.888342 = -1318905.766479 nChanged 137 SP:Iteration 14Q (15257.670000 sec): 3 clusters Score: Raw -1323457.441625 + Penalty 4478.888342 = -1318978.553283 nChanged 134 SP:Iteration 15Q (15257.940000 sec): 3 clusters Score: Raw -1323536.005723 + Penalty 4478.888342 = -1319057.117382 nChanged 140 SP:Iteration 16Q (15258.150000 sec): 3 clusters Score: Raw -1323619.235073 + Penalty 4478.888342 = -1319140.346731 nChanged 127 SP:Iteration 17Q (15258.360000 sec): 3 clusters Score: Raw -1323702.599266 + Penalty 4478.888342 = -1319223.710925 nChanged 112 SP:Iteration 18Q (15258.560000 sec): 3 clusters Score: Raw -1323779.560234 + Penalty 4478.888342 = -1319300.671892 nChanged 102 SP:Iteration 19Q (15258.860000 sec): 3 clusters Score: Raw -1323853.042830 + Penalty 4478.888342 = -1319374.154488 nChanged 103 SP:Iteration 20F (15259.060000 sec): 3 clusters Score: Raw -1323917.945353 + Penalty 4478.888342 = -1319439.057012 nChanged 79 SP:Iteration 21Q (15259.290000 sec): 3 clusters Score: Raw -1323976.581245 + Penalty 4478.888342 = -1319497.692903 nChanged 60 SP:Iteration 22Q (15259.550000 sec): 3 clusters Score: Raw -1324020.396168 + Penalty 4478.888342 = -1319541.507827 nChanged 50 SP:Iteration 23Q (15259.780000 sec): 3 clusters Score: Raw -1324058.096330 + Penalty 4478.888342 = -1319579.207988 nChanged 35 SP:Iteration 24Q (15260.000000 sec): 3 clusters Score: Raw -1324081.168736 + Penalty 4478.888342 = -1319602.280394 nChanged 32 SP:Iteration 25Q (15260.280000 sec): 3 clusters Score: Raw -1324104.300295 + Penalty 4478.888342 = -1319625.411953 nChanged 27 SP:Iteration 26Q (15260.460000 sec): 3 clusters Score: Raw -1324125.456930 + Penalty 4478.888342 = -1319646.568589 nChanged 24 SP:Iteration 27Q (15260.710000 sec): 3 clusters Score: Raw -1324139.070619 + Penalty 4478.888342 = -1319660.182277 nChanged 12 SP:Iteration 28Q (15260.920000 sec): 3 clusters Score: Raw -1324145.410884 + Penalty 4478.888342 = -1319666.522542 nChanged 7 SP:Iteration 29Q (15261.200000 sec): 3 clusters Score: Raw -1324149.245874 + Penalty 4478.888342 = -1319670.357532 nChanged 2 SP:Iteration 30Q (15261.430000 sec): 3 clusters Score: Raw -1324150.877890 + Penalty 4478.888342 = -1319671.989549 nChanged 4 SP:Iteration 31Q (15261.720000 sec): 3 clusters Score: Raw -1324152.014385 + Penalty 4478.888342 = -1319673.126043 nChanged 3 SP:Iteration 32Q (15261.940000 sec): 3 clusters Score: Raw -1324153.193366 + Penalty 4478.888342 = -1319674.305024 nChanged 4 SP:Iteration 33Q (15262.170000 sec): 3 clusters Score: Raw -1324155.544037 + Penalty 4478.888342 = -1319676.655696 nChanged 6 SP:Iteration 34Q (15262.420000 sec): 3 clusters Score: Raw -1324157.696106 + Penalty 4478.888342 = -1319678.807765 nChanged 5 SP:Iteration 35Q (15262.620000 sec): 3 clusters Score: Raw -1324159.575830 + Penalty 4478.888342 = -1319680.687489 nChanged 5 SP:Iteration 36Q (15262.870000 sec): 3 clusters Score: Raw -1324163.183317 + Penalty 4478.888342 = -1319684.294976 nChanged 5 SP:Iteration 37Q (15263.150000 sec): 3 clusters Score: Raw -1324165.920819 + Penalty 4478.888342 = -1319687.032477 nChanged 1 SP:Iteration 38Q (15263.350000 sec): 3 clusters Score: Raw -1324166.547124 + Penalty 4478.888342 = -1319687.658783 nChanged 3 SP:Iteration 39Q (15263.570000 sec): 3 clusters Score: Raw -1324168.152466 + Penalty 4478.888342 = -1319689.264124 nChanged 3 SP:Iteration 40F (15263.790000 sec): 3 clusters Score: Raw -1324171.664082 + Penalty 4478.888342 = -1319692.775741 nChanged 5 SP:Iteration 41Q (15264.010000 sec): 3 clusters Score: Raw -1324175.057207 + Penalty 4478.888342 = -1319696.168866 nChanged 3 SP:Iteration 42Q (15264.230000 sec): 3 clusters Score: Raw -1324176.458740 + Penalty 4478.888342 = -1319697.570399 nChanged 1 SP:Iteration 43Q (15264.490000 sec): 3 clusters Score: Raw -1324176.920568 + Penalty 4478.888342 = -1319698.032227 nChanged 1 SP:Iteration 44Q (15264.680000 sec): 3 clusters Score: Raw -1324177.292817 + Penalty 4478.888342 = -1319698.404475 nChanged 1 SP:Iteration 45Q (15264.890000 sec): 3 clusters Score: Raw -1324177.857611 + Penalty 4478.888342 = -1319698.969269 nChanged 2 SP:Iteration 46Q (15265.120000 sec): 3 clusters Score: Raw -1324180.175318 + Penalty 4478.888342 = -1319701.286977 nChanged 4 SP:Iteration 47Q (15265.390000 sec): 3 clusters Score: Raw -1324181.603680 + Penalty 4478.888342 = -1319702.715338 nChanged 1 SP:Iteration 48Q (15265.610000 sec): 3 clusters Score: Raw -1324182.067879 + Penalty 4478.888342 = -1319703.179537 nChanged 0 SP:Iteration 49F (15265.850000 sec): 3 clusters Score: Raw -1324182.067879 + Penalty 4478.888342 = -1319703.179537 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15265.940000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15266.140000 sec): 3 clusters Score: Raw -45242.894075 + Penalty 2850.116783 = -42392.777293 nChanged 41 SP:Iteration 1F (15266.270000 sec): 3 clusters Score: Raw -45368.176255 + Penalty 2850.116783 = -42518.059473 nChanged 9 SP:Iteration 2Q (15266.460000 sec): 3 clusters Score: Raw -45434.803776 + Penalty 2850.116783 = -42584.686993 nChanged 6 SP:Iteration 3Q (15266.610000 sec): 3 clusters Score: Raw -45507.339879 + Penalty 2850.116783 = -42657.223096 nChanged 1 SP:Iteration 4Q (15266.820000 sec): 3 clusters Score: Raw -45509.977793 + Penalty 2850.116783 = -42659.861010 nChanged 0 SP:Iteration 5F (15266.970000 sec): 3 clusters Score: Raw -45509.977793 + Penalty 2850.116783 = -42659.861010 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15267.070000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15267.250000 sec): 3 clusters Score: Raw -46608.007037 + Penalty 2845.339860 = -43762.667178 nChanged 38 SP:Iteration 1F (15267.430000 sec): 3 clusters Score: Raw -46738.403843 + Penalty 2845.339860 = -43893.063983 nChanged 10 SP:Iteration 2Q (15267.600000 sec): 3 clusters Score: Raw -46771.523427 + Penalty 2845.339860 = -43926.183568 nChanged 4 SP:Iteration 3Q (15267.830000 sec): 3 clusters Score: Raw -46794.507793 + Penalty 2845.339860 = -43949.167933 nChanged 1 SP:Iteration 4Q (15268.020000 sec): 3 clusters Score: Raw -46798.300479 + Penalty 2845.339860 = -43952.960619 nChanged 0 SP:Iteration 5F (15268.170000 sec): 3 clusters Score: Raw -46798.300479 + Penalty 2845.339860 = -43952.960619 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15268.230000 sec): 2 clusters Score: Raw -30605.132660 + Penalty 1352.919637 = -29252.213024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15268.380000 sec): 3 clusters Score: Raw -30800.002994 + Penalty 2705.839273 = -28094.163721 nChanged 21 SP:Iteration 1F (15268.580000 sec): 3 clusters Score: Raw -30901.149264 + Penalty 2705.839273 = -28195.309991 nChanged 7 SP:Iteration 2Q (15268.730000 sec): 3 clusters Score: Raw -30943.301212 + Penalty 2705.839273 = -28237.461939 nChanged 3 SP:Iteration 3Q (15268.870000 sec): 3 clusters Score: Raw -30961.162781 + Penalty 2705.839273 = -28255.323508 nChanged 3 SP:Iteration 4Q (15269.090000 sec): 3 clusters Score: Raw -30977.404873 + Penalty 2705.839273 = -28271.565600 nChanged 0 SP:Iteration 5F (15269.260000 sec): 3 clusters Score: Raw -30977.404873 + Penalty 2705.839273 = -28271.565600 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15269.370000 sec): 2 clusters Score: Raw -33503.684450 + Penalty 1330.762052 = -32172.922399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15269.530000 sec): 3 clusters Score: Raw -33696.127369 + Penalty 2661.524103 = -31034.603265 nChanged 15 SP:Iteration 1F (15269.700000 sec): 3 clusters Score: Raw -33769.208883 + Penalty 2661.524103 = -31107.684779 nChanged 5 SP:Iteration 2Q (15269.900000 sec): 3 clusters Score: Raw -33805.588007 + Penalty 2661.524103 = -31144.063903 nChanged 4 SP:Iteration 3Q (15270.060000 sec): 3 clusters Score: Raw -33823.263636 + Penalty 2661.524103 = -31161.739532 nChanged 1 SP:Iteration 4Q (15270.210000 sec): 3 clusters Score: Raw -33837.183519 + Penalty 2661.524103 = -31175.659416 nChanged 1 SP:Iteration 5Q (15270.350000 sec): 3 clusters Score: Raw -33839.192911 + Penalty 2661.524103 = -31177.668807 nChanged 2 SP:Iteration 6Q (15270.490000 sec): 3 clusters Score: Raw -33844.640518 + Penalty 2661.524103 = -31183.116415 nChanged 0 SP:Iteration 7F (15270.640000 sec): 3 clusters Score: Raw -33844.640518 + Penalty 2661.524103 = -31183.116415 nChanged 0 Iteration 299Q (15309.980000 sec): 65 clusters Score: Raw -120278930.788789 + Penalty 215263.331877 = -120063667.456912 nChanged 5 Iteration 300F (15408.290000 sec): 65 clusters Score: Raw -120279744.949126 + Penalty 215263.331877 = -120064481.617249 nChanged 12 Iteration 301Q (15451.600000 sec): 65 clusters Score: Raw -120279916.478059 + Penalty 215263.331877 = -120064653.146182 nChanged 7 Iteration 302Q (15498.870000 sec): 65 clusters Score: Raw -120279916.713278 + Penalty 215263.331877 = -120064653.381401 nChanged 4 Iteration 303Q (15543.990000 sec): 65 clusters Score: Raw -120279916.784639 + Penalty 215263.331877 = -120064653.452762 nChanged 2 Iteration 304Q (15592.780000 sec): 65 clusters Score: Raw -120279916.798996 + Penalty 215263.331877 = -120064653.467119 nChanged 2 Iteration 305Q (15641.960000 sec): 65 clusters Score: Raw -120279916.809862 + Penalty 215263.331877 = -120064653.477984 nChanged 2 Iteration 306Q (15696.760000 sec): 65 clusters Score: Raw -120279916.824152 + Penalty 215263.331877 = -120064653.492275 nChanged 2 Iteration 307Q (15744.760000 sec): 65 clusters Score: Raw -120279916.843963 + Penalty 215263.331877 = -120064653.512086 nChanged 1 Iteration 308Q (15788.750000 sec): 65 clusters Score: Raw -120279916.846974 + Penalty 215263.331877 = -120064653.515097 nChanged 1 Iteration 309Q (15837.640000 sec): 65 clusters Score: Raw -120279916.852757 + Penalty 215263.331877 = -120064653.520880 nChanged 1 Iteration 310Q (15888.480000 sec): 65 clusters Score: Raw -120279916.861816 + Penalty 215263.331877 = -120064653.529939 nChanged 0 Iteration 311F (15995.260000 sec): 65 clusters Score: Raw -120279990.143294 + Penalty 215263.331877 = -120064726.811416 nChanged 3 Iteration 312Q (16042.070000 sec): 65 clusters Score: Raw -120280216.984727 + Penalty 215263.331877 = -120064953.652850 nChanged 1 Iteration 313Q (16085.550000 sec): 65 clusters Score: Raw -120280236.496513 + Penalty 215263.331877 = -120064973.164636 nChanged 0 Iteration 314F (16187.700000 sec): 65 clusters Score: Raw -120280804.999965 + Penalty 215263.331877 = -120065541.668088 nChanged 13 Iteration 315Q (16224.680000 sec): 65 clusters Score: Raw -120281588.228602 + Penalty 215263.331877 = -120066324.896725 nChanged 0 Iteration 316F (16324.570000 sec): 65 clusters Score: Raw -120282214.472238 + Penalty 215263.331877 = -120066951.140360 nChanged 12 Iteration 317Q (16360.570000 sec): 65 clusters Score: Raw -120282862.801998 + Penalty 215263.331877 = -120067599.470121 nChanged 0 Iteration 318F (16457.230000 sec): 65 clusters Score: Raw -120283684.983346 + Penalty 215263.331877 = -120068421.651469 nChanged 12 Iteration 319Q (16496.140000 sec): 65 clusters Score: Raw -120284107.580107 + Penalty 215263.331877 = -120068844.248230 nChanged 0 Iteration 320F (16595.060000 sec): 65 clusters Score: Raw -120284107.580107 + Penalty 215263.331877 = -120068844.248230 nChanged 0 Compute initial score before splitting: Score: Raw -120284107.580107 + Penalty 215263.331877 = -120068844.248230 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16596.330000 sec): 2 clusters Score: Raw -39099007.792904 + Penalty 3079.959146 = -39095927.833759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16597.770000 sec): 3 clusters Score: Raw -38935543.896668 + Penalty 6159.918291 = -38929383.978377 nChanged 119702 SP:Iteration 1F (16599.240000 sec): 3 clusters Score: Raw -39006002.850483 + Penalty 6159.918291 = -38999842.932191 nChanged 6436 SP:Iteration 2Q (16600.790000 sec): 3 clusters Score: Raw -39007366.303957 + Penalty 6159.918291 = -39001206.385666 nChanged 7552 SP:Iteration 3Q (16602.290000 sec): 3 clusters Score: Raw -39009430.607787 + Penalty 6159.918291 = -39003270.689496 nChanged 9489 SP:Iteration 4Q (16603.740000 sec): 3 clusters Score: Raw -39012896.550783 + Penalty 6159.918291 = -39006736.632492 nChanged 12619 SP:Iteration 5F (16605.140000 sec): 3 clusters Score: Raw -39019205.439382 + Penalty 6159.918291 = -39013045.521091 nChanged 17267 SP:Iteration 6F (16606.510000 sec): 3 clusters Score: Raw -39030770.775100 + Penalty 6159.918291 = -39024610.856808 nChanged 21728 SP:Iteration 7F (16607.810000 sec): 3 clusters Score: Raw -39048904.381546 + Penalty 6159.918291 = -39042744.463255 nChanged 22376 SP:Iteration 8F (16609.150000 sec): 3 clusters Score: Raw -39070354.025804 + Penalty 6159.918291 = -39064194.107513 nChanged 16812 SP:Iteration 9F (16610.530000 sec): 3 clusters Score: Raw -39087003.997072 + Penalty 6159.918291 = -39080844.078781 nChanged 8607 SP:Iteration 10Q (16612.070000 sec): 3 clusters Score: Raw -39095139.672323 + Penalty 6159.918291 = -39088979.754032 nChanged 3127 SP:Iteration 11Q (16613.490000 sec): 3 clusters Score: Raw -39097940.190005 + Penalty 6159.918291 = -39091780.271714 nChanged 927 SP:Iteration 12Q (16614.980000 sec): 3 clusters Score: Raw -39098761.701617 + Penalty 6159.918291 = -39092601.783325 nChanged 291 SP:Iteration 13Q (16616.260000 sec): 3 clusters Score: Raw -39099063.126146 + Penalty 6159.918291 = -39092903.207855 nChanged 106 SP:Iteration 14Q (16617.440000 sec): 3 clusters Score: Raw -39099192.657035 + Penalty 6159.918291 = -39093032.738744 nChanged 51 SP:Iteration 15Q (16618.610000 sec): 3 clusters Score: Raw -39099248.078266 + Penalty 6159.918291 = -39093088.159975 nChanged 28 SP:Iteration 16Q (16619.730000 sec): 3 clusters Score: Raw -39099279.610971 + Penalty 6159.918291 = -39093119.692680 nChanged 12 SP:Iteration 17Q (16620.800000 sec): 3 clusters Score: Raw -39099291.527145 + Penalty 6159.918291 = -39093131.608854 nChanged 9 SP:Iteration 18Q (16621.970000 sec): 3 clusters Score: Raw -39099305.287504 + Penalty 6159.918291 = -39093145.369213 nChanged 5 SP:Iteration 19Q (16623.200000 sec): 3 clusters Score: Raw -39099313.001781 + Penalty 6159.918291 = -39093153.083490 nChanged 5 SP:Iteration 20F (16624.700000 sec): 3 clusters Score: Raw -39099316.802735 + Penalty 6159.918291 = -39093156.884444 nChanged 5 SP:Iteration 21Q (16625.950000 sec): 3 clusters Score: Raw -39099323.357953 + Penalty 6159.918291 = -39093163.439662 nChanged 7 SP:Iteration 22Q (16627.250000 sec): 3 clusters Score: Raw -39099332.833729 + Penalty 6159.918291 = -39093172.915438 nChanged 4 SP:Iteration 23Q (16628.570000 sec): 3 clusters Score: Raw -39099335.975420 + Penalty 6159.918291 = -39093176.057129 nChanged 5 SP:Iteration 24Q (16629.750000 sec): 3 clusters Score: Raw -39099342.335954 + Penalty 6159.918291 = -39093182.417663 nChanged 5 SP:Iteration 25Q (16630.900000 sec): 3 clusters Score: Raw -39099348.747060 + Penalty 6159.918291 = -39093188.828768 nChanged 4 SP:Iteration 26Q (16632.010000 sec): 3 clusters Score: Raw -39099351.953758 + Penalty 6159.918291 = -39093192.035467 nChanged 2 SP:Iteration 27Q (16633.070000 sec): 3 clusters Score: Raw -39099353.604991 + Penalty 6159.918291 = -39093193.686700 nChanged 3 SP:Iteration 28Q (16634.190000 sec): 3 clusters Score: Raw -39099356.719928 + Penalty 6159.918291 = -39093196.801637 nChanged 1 SP:Iteration 29Q (16635.340000 sec): 3 clusters Score: Raw -39099357.553587 + Penalty 6159.918291 = -39093197.635296 nChanged 3 SP:Iteration 30Q (16636.510000 sec): 3 clusters Score: Raw -39099359.894794 + Penalty 6159.918291 = -39093199.976503 nChanged 0 SP:Iteration 31F (16637.860000 sec): 3 clusters Score: Raw -39099359.894794 + Penalty 6159.918291 = -39093199.976503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16638.060000 sec): 2 clusters Score: Raw -1952638.426657 + Penalty 2346.603343 = -1950291.823315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16638.320000 sec): 3 clusters Score: Raw -1945478.881815 + Penalty 4693.206685 = -1940785.675130 nChanged 5466 SP:Iteration 1F (16638.630000 sec): 3 clusters Score: Raw -1948710.808628 + Penalty 4693.206685 = -1944017.601943 nChanged 973 SP:Iteration 2F (16638.930000 sec): 3 clusters Score: Raw -1949682.137079 + Penalty 4693.206685 = -1944988.930394 nChanged 1063 SP:Iteration 3F (16639.240000 sec): 3 clusters Score: Raw -1950856.925727 + Penalty 4693.206685 = -1946163.719042 nChanged 1054 SP:Iteration 4F (16639.490000 sec): 3 clusters Score: Raw -1951784.605270 + Penalty 4693.206685 = -1947091.398585 nChanged 889 SP:Iteration 5F (16639.750000 sec): 3 clusters Score: Raw -1952529.517502 + Penalty 4693.206685 = -1947836.310817 nChanged 745 SP:Iteration 6F (16640.050000 sec): 3 clusters Score: Raw -1953148.158960 + Penalty 4693.206685 = -1948454.952275 nChanged 628 SP:Iteration 7Q (16640.320000 sec): 3 clusters Score: Raw -1953621.820880 + Penalty 4693.206685 = -1948928.614195 nChanged 475 SP:Iteration 8Q (16640.570000 sec): 3 clusters Score: Raw -1953916.234207 + Penalty 4693.206685 = -1949223.027522 nChanged 349 SP:Iteration 9Q (16640.810000 sec): 3 clusters Score: Raw -1954094.219806 + Penalty 4693.206685 = -1949401.013121 nChanged 250 SP:Iteration 10Q (16641.050000 sec): 3 clusters Score: Raw -1954199.682277 + Penalty 4693.206685 = -1949506.475592 nChanged 192 SP:Iteration 11Q (16641.300000 sec): 3 clusters Score: Raw -1954277.762799 + Penalty 4693.206685 = -1949584.556114 nChanged 149 SP:Iteration 12Q (16641.550000 sec): 3 clusters Score: Raw -1954326.358421 + Penalty 4693.206685 = -1949633.151736 nChanged 94 SP:Iteration 13Q (16641.810000 sec): 3 clusters Score: Raw -1954351.990284 + Penalty 4693.206685 = -1949658.783599 nChanged 62 SP:Iteration 14Q (16642.020000 sec): 3 clusters Score: Raw -1954365.573794 + Penalty 4693.206685 = -1949672.367109 nChanged 47 SP:Iteration 15Q (16642.270000 sec): 3 clusters Score: Raw -1954375.954904 + Penalty 4693.206685 = -1949682.748219 nChanged 51 SP:Iteration 16Q (16642.510000 sec): 3 clusters Score: Raw -1954387.438586 + Penalty 4693.206685 = -1949694.231901 nChanged 38 SP:Iteration 17Q (16642.750000 sec): 3 clusters Score: Raw -1954395.037238 + Penalty 4693.206685 = -1949701.830552 nChanged 36 SP:Iteration 18Q (16643.000000 sec): 3 clusters Score: Raw -1954401.870960 + Penalty 4693.206685 = -1949708.664275 nChanged 27 SP:Iteration 19Q (16643.240000 sec): 3 clusters Score: Raw -1954407.664261 + Penalty 4693.206685 = -1949714.457576 nChanged 29 SP:Iteration 20F (16643.470000 sec): 3 clusters Score: Raw -1954412.868059 + Penalty 4693.206685 = -1949719.661374 nChanged 27 SP:Iteration 21Q (16643.670000 sec): 3 clusters Score: Raw -1954417.870381 + Penalty 4693.206685 = -1949724.663696 nChanged 19 SP:Iteration 22Q (16643.930000 sec): 3 clusters Score: Raw -1954421.852791 + Penalty 4693.206685 = -1949728.646106 nChanged 20 SP:Iteration 23Q (16644.160000 sec): 3 clusters Score: Raw -1954425.305765 + Penalty 4693.206685 = -1949732.099080 nChanged 17 SP:Iteration 24Q (16644.380000 sec): 3 clusters Score: Raw -1954427.706970 + Penalty 4693.206685 = -1949734.500285 nChanged 13 SP:Iteration 25Q (16644.600000 sec): 3 clusters Score: Raw -1954429.766194 + Penalty 4693.206685 = -1949736.559509 nChanged 16 SP:Iteration 26Q (16644.880000 sec): 3 clusters Score: Raw -1954431.689555 + Penalty 4693.206685 = -1949738.482870 nChanged 13 SP:Iteration 27Q (16645.200000 sec): 3 clusters Score: Raw -1954433.493976 + Penalty 4693.206685 = -1949740.287291 nChanged 18 SP:Iteration 28Q (16645.460000 sec): 3 clusters Score: Raw -1954435.972837 + Penalty 4693.206685 = -1949742.766152 nChanged 12 SP:Iteration 29Q (16645.730000 sec): 3 clusters Score: Raw -1954437.906521 + Penalty 4693.206685 = -1949744.699836 nChanged 13 SP:Iteration 30Q (16645.960000 sec): 3 clusters Score: Raw -1954440.036163 + Penalty 4693.206685 = -1949746.829478 nChanged 11 SP:Iteration 31Q (16646.240000 sec): 3 clusters Score: Raw -1954441.580935 + Penalty 4693.206685 = -1949748.374250 nChanged 9 SP:Iteration 32Q (16646.510000 sec): 3 clusters Score: Raw -1954442.976699 + Penalty 4693.206685 = -1949749.770014 nChanged 12 SP:Iteration 33Q (16646.750000 sec): 3 clusters Score: Raw -1954444.753647 + Penalty 4693.206685 = -1949751.546962 nChanged 12 SP:Iteration 34Q (16646.970000 sec): 3 clusters Score: Raw -1954446.392942 + Penalty 4693.206685 = -1949753.186257 nChanged 5 SP:Iteration 35Q (16647.190000 sec): 3 clusters Score: Raw -1954447.003035 + Penalty 4693.206685 = -1949753.796350 nChanged 4 SP:Iteration 36Q (16647.440000 sec): 3 clusters Score: Raw -1954447.382709 + Penalty 4693.206685 = -1949754.176024 nChanged 2 SP:Iteration 37Q (16647.650000 sec): 3 clusters Score: Raw -1954447.550130 + Penalty 4693.206685 = -1949754.343445 nChanged 2 SP:Iteration 38Q (16647.890000 sec): 3 clusters Score: Raw -1954447.753373 + Penalty 4693.206685 = -1949754.546688 nChanged 3 SP:Iteration 39Q (16648.180000 sec): 3 clusters Score: Raw -1954447.921277 + Penalty 4693.206685 = -1949754.714592 nChanged 1 SP:Iteration 40F (16648.460000 sec): 3 clusters Score: Raw -1954447.998654 + Penalty 4693.206685 = -1949754.791969 nChanged 1 SP:Iteration 41Q (16648.730000 sec): 3 clusters Score: Raw -1954448.111933 + Penalty 4693.206685 = -1949754.905248 nChanged 1 SP:Iteration 42Q (16648.960000 sec): 3 clusters Score: Raw -1954448.159595 + Penalty 4693.206685 = -1949754.952910 nChanged 1 SP:Iteration 43Q (16649.290000 sec): 3 clusters Score: Raw -1954448.454570 + Penalty 4693.206685 = -1949755.247885 nChanged 3 SP:Iteration 44Q (16649.560000 sec): 3 clusters Score: Raw -1954448.800476 + Penalty 4693.206685 = -1949755.593791 nChanged 0 SP:Iteration 45F (16649.800000 sec): 3 clusters Score: Raw -1954448.800476 + Penalty 4693.206685 = -1949755.593791 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16649.920000 sec): 2 clusters Score: Raw -749249.662247 + Penalty 2111.469039 = -747138.193208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16650.110000 sec): 3 clusters Score: Raw -746814.272465 + Penalty 4222.938078 = -742591.334387 nChanged 1901 SP:Iteration 1F (16650.290000 sec): 3 clusters Score: Raw -747937.844435 + Penalty 4222.938078 = -743714.906357 nChanged 400 SP:Iteration 2F (16650.510000 sec): 3 clusters Score: Raw -748214.546367 + Penalty 4222.938078 = -743991.608289 nChanged 290 SP:Iteration 3F (16650.730000 sec): 3 clusters Score: Raw -748462.908259 + Penalty 4222.938078 = -744239.970181 nChanged 282 SP:Iteration 4F (16650.860000 sec): 3 clusters Score: Raw -748732.561520 + Penalty 4222.938078 = -744509.623442 nChanged 279 SP:Iteration 5F (16651.080000 sec): 3 clusters Score: Raw -749027.036378 + Penalty 4222.938078 = -744804.098300 nChanged 274 SP:Iteration 6F (16651.280000 sec): 3 clusters Score: Raw -749309.533533 + Penalty 4222.938078 = -745086.595455 nChanged 218 SP:Iteration 7Q (16651.450000 sec): 3 clusters Score: Raw -749520.904678 + Penalty 4222.938078 = -745297.966600 nChanged 196 SP:Iteration 8Q (16651.660000 sec): 3 clusters Score: Raw -749703.350941 + Penalty 4222.938078 = -745480.412863 nChanged 181 SP:Iteration 9Q (16651.890000 sec): 3 clusters Score: Raw -749843.595381 + Penalty 4222.938078 = -745620.657303 nChanged 159 SP:Iteration 10Q (16652.100000 sec): 3 clusters Score: Raw -749973.209825 + Penalty 4222.938078 = -745750.271747 nChanged 144 SP:Iteration 11Q (16652.280000 sec): 3 clusters Score: Raw -750073.747580 + Penalty 4222.938078 = -745850.809502 nChanged 109 SP:Iteration 12Q (16652.490000 sec): 3 clusters Score: Raw -750131.964084 + Penalty 4222.938078 = -745909.026006 nChanged 76 SP:Iteration 13Q (16652.720000 sec): 3 clusters Score: Raw -750174.049873 + Penalty 4222.938078 = -745951.111795 nChanged 56 SP:Iteration 14Q (16652.920000 sec): 3 clusters Score: Raw -750205.222798 + Penalty 4222.938078 = -745982.284720 nChanged 50 SP:Iteration 15Q (16653.100000 sec): 3 clusters Score: Raw -750233.433577 + Penalty 4222.938078 = -746010.495499 nChanged 50 SP:Iteration 16Q (16653.350000 sec): 3 clusters Score: Raw -750263.044905 + Penalty 4222.938078 = -746040.106827 nChanged 43 SP:Iteration 17Q (16653.500000 sec): 3 clusters Score: Raw -750294.381940 + Penalty 4222.938078 = -746071.443862 nChanged 43 SP:Iteration 18Q (16653.720000 sec): 3 clusters Score: Raw -750328.310005 + Penalty 4222.938078 = -746105.371927 nChanged 42 SP:Iteration 19Q (16653.940000 sec): 3 clusters Score: Raw -750353.948722 + Penalty 4222.938078 = -746131.010644 nChanged 41 SP:Iteration 20F (16654.120000 sec): 3 clusters Score: Raw -750371.275919 + Penalty 4222.938078 = -746148.337841 nChanged 22 SP:Iteration 21Q (16654.290000 sec): 3 clusters Score: Raw -750379.499463 + Penalty 4222.938078 = -746156.561385 nChanged 20 SP:Iteration 22Q (16654.500000 sec): 3 clusters Score: Raw -750386.674976 + Penalty 4222.938078 = -746163.736898 nChanged 14 SP:Iteration 23Q (16654.700000 sec): 3 clusters Score: Raw -750393.512441 + Penalty 4222.938078 = -746170.574363 nChanged 10 SP:Iteration 24Q (16654.910000 sec): 3 clusters Score: Raw -750397.361901 + Penalty 4222.938078 = -746174.423823 nChanged 7 SP:Iteration 25Q (16655.100000 sec): 3 clusters Score: Raw -750399.397648 + Penalty 4222.938078 = -746176.459570 nChanged 10 SP:Iteration 26Q (16655.290000 sec): 3 clusters Score: Raw -750401.494303 + Penalty 4222.938078 = -746178.556225 nChanged 7 SP:Iteration 27Q (16655.480000 sec): 3 clusters Score: Raw -750403.348358 + Penalty 4222.938078 = -746180.410280 nChanged 4 SP:Iteration 28Q (16655.720000 sec): 3 clusters Score: Raw -750404.492811 + Penalty 4222.938078 = -746181.554733 nChanged 2 SP:Iteration 29Q (16655.890000 sec): 3 clusters Score: Raw -750404.815034 + Penalty 4222.938078 = -746181.876956 nChanged 3 SP:Iteration 30Q (16656.060000 sec): 3 clusters Score: Raw -750406.097252 + Penalty 4222.938078 = -746183.159174 nChanged 4 SP:Iteration 31Q (16656.280000 sec): 3 clusters Score: Raw -750407.055854 + Penalty 4222.938078 = -746184.117776 nChanged 4 SP:Iteration 32Q (16656.430000 sec): 3 clusters Score: Raw -750407.877107 + Penalty 4222.938078 = -746184.939029 nChanged 2 SP:Iteration 33Q (16656.660000 sec): 3 clusters Score: Raw -750408.398344 + Penalty 4222.938078 = -746185.460266 nChanged 2 SP:Iteration 34Q (16656.880000 sec): 3 clusters Score: Raw -750408.944620 + Penalty 4222.938078 = -746186.006542 nChanged 0 SP:Iteration 35F (16657.060000 sec): 3 clusters Score: Raw -750408.944620 + Penalty 4222.938078 = -746186.006542 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16657.190000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16657.350000 sec): 3 clusters Score: Raw -57849.652429 + Penalty 3012.230089 = -54837.422340 nChanged 80 SP:Iteration 1F (16657.530000 sec): 3 clusters Score: Raw -58045.121439 + Penalty 3012.230089 = -55032.891351 nChanged 27 SP:Iteration 2F (16657.730000 sec): 3 clusters Score: Raw -58193.566820 + Penalty 3012.230089 = -55181.336731 nChanged 17 SP:Iteration 3Q (16657.920000 sec): 3 clusters Score: Raw -58282.618630 + Penalty 3012.230089 = -55270.388541 nChanged 9 SP:Iteration 4Q (16658.170000 sec): 3 clusters Score: Raw -58303.760261 + Penalty 3012.230089 = -55291.530172 nChanged 2 SP:Iteration 5Q (16658.360000 sec): 3 clusters Score: Raw -58316.676565 + Penalty 3012.230089 = -55304.446476 nChanged 3 SP:Iteration 6Q (16658.530000 sec): 3 clusters Score: Raw -58330.053733 + Penalty 3012.230089 = -55317.823644 nChanged 1 SP:Iteration 7Q (16658.750000 sec): 3 clusters Score: Raw -58332.722042 + Penalty 3012.230089 = -55320.491953 nChanged 0 SP:Iteration 8F (16658.930000 sec): 3 clusters Score: Raw -58332.722042 + Penalty 3012.230089 = -55320.491953 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16659.030000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16659.260000 sec): 3 clusters Score: Raw -911701.470862 + Penalty 4295.657925 = -907405.812937 nChanged 2265 SP:Iteration 1F (16659.500000 sec): 3 clusters Score: Raw -912965.784616 + Penalty 4295.657925 = -908670.126691 nChanged 406 SP:Iteration 2F (16659.710000 sec): 3 clusters Score: Raw -913175.855809 + Penalty 4295.657925 = -908880.197884 nChanged 294 SP:Iteration 3F (16659.930000 sec): 3 clusters Score: Raw -913317.354161 + Penalty 4295.657925 = -909021.696237 nChanged 211 SP:Iteration 4Q (16660.160000 sec): 3 clusters Score: Raw -913403.460926 + Penalty 4295.657925 = -909107.803001 nChanged 162 SP:Iteration 5Q (16660.410000 sec): 3 clusters Score: Raw -913466.329118 + Penalty 4295.657925 = -909170.671194 nChanged 112 SP:Iteration 6Q (16660.620000 sec): 3 clusters Score: Raw -913514.309949 + Penalty 4295.657925 = -909218.652024 nChanged 123 SP:Iteration 7Q (16660.840000 sec): 3 clusters Score: Raw -913564.032986 + Penalty 4295.657925 = -909268.375061 nChanged 97 SP:Iteration 8Q (16661.050000 sec): 3 clusters Score: Raw -913614.727868 + Penalty 4295.657925 = -909319.069943 nChanged 120 SP:Iteration 9Q (16661.260000 sec): 3 clusters Score: Raw -913664.025932 + Penalty 4295.657925 = -909368.368007 nChanged 89 SP:Iteration 10Q (16661.500000 sec): 3 clusters Score: Raw -913701.538746 + Penalty 4295.657925 = -909405.880822 nChanged 79 SP:Iteration 11Q (16661.690000 sec): 3 clusters Score: Raw -913732.538253 + Penalty 4295.657925 = -909436.880328 nChanged 76 SP:Iteration 12Q (16661.880000 sec): 3 clusters Score: Raw -913762.460288 + Penalty 4295.657925 = -909466.802363 nChanged 78 SP:Iteration 13Q (16662.090000 sec): 3 clusters Score: Raw -913792.449584 + Penalty 4295.657925 = -909496.791659 nChanged 78 SP:Iteration 14Q (16662.310000 sec): 3 clusters Score: Raw -913819.430088 + Penalty 4295.657925 = -909523.772163 nChanged 71 SP:Iteration 15Q (16662.560000 sec): 3 clusters Score: Raw -913847.402304 + Penalty 4295.657925 = -909551.744380 nChanged 79 SP:Iteration 16Q (16662.820000 sec): 3 clusters Score: Raw -913877.927734 + Penalty 4295.657925 = -909582.269809 nChanged 67 SP:Iteration 17Q (16663.010000 sec): 3 clusters Score: Raw -913902.715222 + Penalty 4295.657925 = -909607.057298 nChanged 65 SP:Iteration 18Q (16663.220000 sec): 3 clusters Score: Raw -913924.281307 + Penalty 4295.657925 = -909628.623382 nChanged 61 SP:Iteration 19Q (16663.440000 sec): 3 clusters Score: Raw -913944.297136 + Penalty 4295.657925 = -909648.639212 nChanged 62 SP:Iteration 20F (16663.620000 sec): 3 clusters Score: Raw -913964.054272 + Penalty 4295.657925 = -909668.396347 nChanged 61 SP:Iteration 21Q (16663.830000 sec): 3 clusters Score: Raw -913984.222942 + Penalty 4295.657925 = -909688.565017 nChanged 70 SP:Iteration 22Q (16664.030000 sec): 3 clusters Score: Raw -914006.067342 + Penalty 4295.657925 = -909710.409417 nChanged 67 SP:Iteration 23Q (16664.250000 sec): 3 clusters Score: Raw -914028.621492 + Penalty 4295.657925 = -909732.963567 nChanged 51 SP:Iteration 24Q (16664.500000 sec): 3 clusters Score: Raw -914045.593777 + Penalty 4295.657925 = -909749.935852 nChanged 66 SP:Iteration 25Q (16664.710000 sec): 3 clusters Score: Raw -914069.188539 + Penalty 4295.657925 = -909773.530614 nChanged 69 SP:Iteration 26Q (16664.920000 sec): 3 clusters Score: Raw -914093.652842 + Penalty 4295.657925 = -909797.994917 nChanged 69 SP:Iteration 27Q (16665.110000 sec): 3 clusters Score: Raw -914120.056681 + Penalty 4295.657925 = -909824.398756 nChanged 76 SP:Iteration 28Q (16665.310000 sec): 3 clusters Score: Raw -914150.244391 + Penalty 4295.657925 = -909854.586466 nChanged 81 SP:Iteration 29Q (16665.530000 sec): 3 clusters Score: Raw -914183.804159 + Penalty 4295.657925 = -909888.146235 nChanged 69 SP:Iteration 30Q (16665.690000 sec): 3 clusters Score: Raw -914216.922856 + Penalty 4295.657925 = -909921.264932 nChanged 84 SP:Iteration 31Q (16665.910000 sec): 3 clusters Score: Raw -914256.554448 + Penalty 4295.657925 = -909960.896523 nChanged 88 SP:Iteration 32Q (16666.100000 sec): 3 clusters Score: Raw -914298.384675 + Penalty 4295.657925 = -910002.726751 nChanged 78 SP:Iteration 33Q (16666.300000 sec): 3 clusters Score: Raw -914329.841297 + Penalty 4295.657925 = -910034.183372 nChanged 74 SP:Iteration 34Q (16666.510000 sec): 3 clusters Score: Raw -914361.174115 + Penalty 4295.657925 = -910065.516190 nChanged 66 SP:Iteration 35Q (16666.690000 sec): 3 clusters Score: Raw -914388.717858 + Penalty 4295.657925 = -910093.059933 nChanged 61 SP:Iteration 36Q (16666.890000 sec): 3 clusters Score: Raw -914415.217997 + Penalty 4295.657925 = -910119.560072 nChanged 69 SP:Iteration 37Q (16667.110000 sec): 3 clusters Score: Raw -914445.521470 + Penalty 4295.657925 = -910149.863545 nChanged 73 SP:Iteration 38Q (16667.410000 sec): 3 clusters Score: Raw -914479.750781 + Penalty 4295.657925 = -910184.092856 nChanged 66 SP:Iteration 39Q (16667.580000 sec): 3 clusters Score: Raw -914507.026519 + Penalty 4295.657925 = -910211.368594 nChanged 46 SP:Iteration 40F (16667.790000 sec): 3 clusters Score: Raw -914527.035641 + Penalty 4295.657925 = -910231.377716 nChanged 47 SP:Iteration 41Q (16668.020000 sec): 3 clusters Score: Raw -914548.062084 + Penalty 4295.657925 = -910252.404159 nChanged 46 SP:Iteration 42Q (16668.250000 sec): 3 clusters Score: Raw -914567.127740 + Penalty 4295.657925 = -910271.469816 nChanged 33 SP:Iteration 43Q (16668.420000 sec): 3 clusters Score: Raw -914579.838249 + Penalty 4295.657925 = -910284.180324 nChanged 31 SP:Iteration 44Q (16668.590000 sec): 3 clusters Score: Raw -914593.113012 + Penalty 4295.657925 = -910297.455087 nChanged 33 SP:Iteration 45Q (16668.790000 sec): 3 clusters Score: Raw -914606.829204 + Penalty 4295.657925 = -910311.171279 nChanged 31 SP:Iteration 46Q (16669.020000 sec): 3 clusters Score: Raw -914619.172360 + Penalty 4295.657925 = -910323.514435 nChanged 27 SP:Iteration 47Q (16669.210000 sec): 3 clusters Score: Raw -914631.933753 + Penalty 4295.657925 = -910336.275828 nChanged 36 SP:Iteration 48Q (16669.400000 sec): 3 clusters Score: Raw -914648.675365 + Penalty 4295.657925 = -910353.017441 nChanged 34 SP:Iteration 49Q (16669.570000 sec): 3 clusters Score: Raw -914666.938727 + Penalty 4295.657925 = -910371.280802 nChanged 44 SP:Iteration 50Q (16669.770000 sec): 3 clusters Score: Raw -914688.992937 + Penalty 4295.657925 = -910393.335013 nChanged 33 SP:Iteration 51Q (16669.980000 sec): 3 clusters Score: Raw -914705.754673 + Penalty 4295.657925 = -910410.096748 nChanged 31 SP:Iteration 52Q (16670.250000 sec): 3 clusters Score: Raw -914720.661448 + Penalty 4295.657925 = -910425.003523 nChanged 33 SP:Iteration 53Q (16670.510000 sec): 3 clusters Score: Raw -914736.340213 + Penalty 4295.657925 = -910440.682288 nChanged 33 SP:Iteration 54Q (16670.690000 sec): 3 clusters Score: Raw -914762.928874 + Penalty 4295.657925 = -910467.270949 nChanged 37 SP:Iteration 55Q (16670.930000 sec): 3 clusters Score: Raw -914784.587357 + Penalty 4295.657925 = -910488.929432 nChanged 30 SP:Iteration 56Q (16671.130000 sec): 3 clusters Score: Raw -914801.462882 + Penalty 4295.657925 = -910505.804958 nChanged 24 SP:Iteration 57Q (16671.320000 sec): 3 clusters Score: Raw -914815.811148 + Penalty 4295.657925 = -910520.153224 nChanged 24 SP:Iteration 58Q (16671.550000 sec): 3 clusters Score: Raw -914826.851910 + Penalty 4295.657925 = -910531.193986 nChanged 22 SP:Iteration 59Q (16671.810000 sec): 3 clusters Score: Raw -914840.923024 + Penalty 4295.657925 = -910545.265100 nChanged 26 SP:Iteration 60F (16672.050000 sec): 3 clusters Score: Raw -914855.773340 + Penalty 4295.657925 = -910560.115416 nChanged 13 SP:Iteration 61Q (16672.270000 sec): 3 clusters Score: Raw -914862.929448 + Penalty 4295.657925 = -910567.271523 nChanged 12 SP:Iteration 62Q (16672.500000 sec): 3 clusters Score: Raw -914868.884334 + Penalty 4295.657925 = -910573.226409 nChanged 11 SP:Iteration 63Q (16672.770000 sec): 3 clusters Score: Raw -914873.664431 + Penalty 4295.657925 = -910578.006506 nChanged 12 SP:Iteration 64Q (16672.970000 sec): 3 clusters Score: Raw -914880.680567 + Penalty 4295.657925 = -910585.022642 nChanged 9 SP:Iteration 65Q (16673.180000 sec): 3 clusters Score: Raw -914885.028359 + Penalty 4295.657925 = -910589.370434 nChanged 8 SP:Iteration 66Q (16673.420000 sec): 3 clusters Score: Raw -914888.649113 + Penalty 4295.657925 = -910592.991188 nChanged 8 SP:Iteration 67Q (16673.670000 sec): 3 clusters Score: Raw -914892.428080 + Penalty 4295.657925 = -910596.770155 nChanged 8 SP:Iteration 68Q (16673.900000 sec): 3 clusters Score: Raw -914895.903815 + Penalty 4295.657925 = -910600.245890 nChanged 6 SP:Iteration 69Q (16674.130000 sec): 3 clusters Score: Raw -914899.252985 + Penalty 4295.657925 = -910603.595060 nChanged 6 SP:Iteration 70Q (16674.360000 sec): 3 clusters Score: Raw -914902.095603 + Penalty 4295.657925 = -910606.437678 nChanged 2 SP:Iteration 71Q (16674.550000 sec): 3 clusters Score: Raw -914903.266035 + Penalty 4295.657925 = -910607.608110 nChanged 4 SP:Iteration 72Q (16674.800000 sec): 3 clusters Score: Raw -914906.065230 + Penalty 4295.657925 = -910610.407305 nChanged 1 SP:Iteration 73Q (16675.050000 sec): 3 clusters Score: Raw -914906.434215 + Penalty 4295.657925 = -910610.776291 nChanged 2 SP:Iteration 74Q (16675.260000 sec): 3 clusters Score: Raw -914907.122096 + Penalty 4295.657925 = -910611.464171 nChanged 1 SP:Iteration 75Q (16675.510000 sec): 3 clusters Score: Raw -914907.990119 + Penalty 4295.657925 = -910612.332195 nChanged 2 SP:Iteration 76Q (16675.730000 sec): 3 clusters Score: Raw -914908.543257 + Penalty 4295.657925 = -910612.885332 nChanged 0 SP:Iteration 77F (16675.930000 sec): 3 clusters Score: Raw -914908.543257 + Penalty 4295.657925 = -910612.885332 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16676.030000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16676.250000 sec): 3 clusters Score: Raw -171078.859620 + Penalty 3483.784442 = -167595.075178 nChanged 282 SP:Iteration 1F (16676.420000 sec): 3 clusters Score: Raw -171344.245185 + Penalty 3483.784442 = -167860.460744 nChanged 51 SP:Iteration 2Q (16676.600000 sec): 3 clusters Score: Raw -171405.266188 + Penalty 3483.784442 = -167921.481747 nChanged 29 SP:Iteration 3Q (16676.800000 sec): 3 clusters Score: Raw -171445.559143 + Penalty 3483.784442 = -167961.774701 nChanged 19 SP:Iteration 4Q (16676.990000 sec): 3 clusters Score: Raw -171467.695336 + Penalty 3483.784442 = -167983.910895 nChanged 10 SP:Iteration 5Q (16677.190000 sec): 3 clusters Score: Raw -171474.849671 + Penalty 3483.784442 = -167991.065229 nChanged 6 SP:Iteration 6Q (16677.350000 sec): 3 clusters Score: Raw -171482.720995 + Penalty 3483.784442 = -167998.936553 nChanged 7 SP:Iteration 7Q (16677.520000 sec): 3 clusters Score: Raw -171488.375198 + Penalty 3483.784442 = -168004.590757 nChanged 7 SP:Iteration 8Q (16677.730000 sec): 3 clusters Score: Raw -171499.239049 + Penalty 3483.784442 = -168015.454608 nChanged 7 SP:Iteration 9Q (16677.900000 sec): 3 clusters Score: Raw -171508.298799 + Penalty 3483.784442 = -168024.514358 nChanged 8 SP:Iteration 10Q (16678.110000 sec): 3 clusters Score: Raw -171518.455812 + Penalty 3483.784442 = -168034.671370 nChanged 7 SP:Iteration 11Q (16678.320000 sec): 3 clusters Score: Raw -171524.842039 + Penalty 3483.784442 = -168041.057598 nChanged 5 SP:Iteration 12Q (16678.520000 sec): 3 clusters Score: Raw -171530.521818 + Penalty 3483.784442 = -168046.737376 nChanged 6 SP:Iteration 13Q (16678.690000 sec): 3 clusters Score: Raw -171535.820177 + Penalty 3483.784442 = -168052.035735 nChanged 3 SP:Iteration 14Q (16678.900000 sec): 3 clusters Score: Raw -171538.045968 + Penalty 3483.784442 = -168054.261527 nChanged 3 SP:Iteration 15Q (16679.070000 sec): 3 clusters Score: Raw -171539.624178 + Penalty 3483.784442 = -168055.839736 nChanged 1 SP:Iteration 16Q (16679.290000 sec): 3 clusters Score: Raw -171542.231408 + Penalty 3483.784442 = -168058.446967 nChanged 2 SP:Iteration 17Q (16679.510000 sec): 3 clusters Score: Raw -171543.917389 + Penalty 3483.784442 = -168060.132947 nChanged 1 SP:Iteration 18Q (16679.710000 sec): 3 clusters Score: Raw -171544.956994 + Penalty 3483.784442 = -168061.172553 nChanged 1 SP:Iteration 19Q (16679.880000 sec): 3 clusters Score: Raw -171545.865189 + Penalty 3483.784442 = -168062.080747 nChanged 2 SP:Iteration 20F (16680.030000 sec): 3 clusters Score: Raw -171547.384536 + Penalty 3483.784442 = -168063.600095 nChanged 1 SP:Iteration 21Q (16680.250000 sec): 3 clusters Score: Raw -171547.724562 + Penalty 3483.784442 = -168063.940120 nChanged 0 SP:Iteration 22F (16680.430000 sec): 3 clusters Score: Raw -171547.724562 + Penalty 3483.784442 = -168063.940120 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16680.540000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16680.730000 sec): 3 clusters Score: Raw -39508.072794 + Penalty 2742.596827 = -36765.475966 nChanged 27 SP:Iteration 1F (16680.940000 sec): 3 clusters Score: Raw -39610.777501 + Penalty 2742.596827 = -36868.180674 nChanged 3 SP:Iteration 2Q (16681.200000 sec): 3 clusters Score: Raw -39623.167319 + Penalty 2742.596827 = -36880.570491 nChanged 1 SP:Iteration 3Q (16681.370000 sec): 3 clusters Score: Raw -39624.562009 + Penalty 2742.596827 = -36881.965182 nChanged 1 SP:Iteration 4Q (16681.580000 sec): 3 clusters Score: Raw -39626.830258 + Penalty 2742.596827 = -36884.233430 nChanged 0 SP:Iteration 5F (16681.770000 sec): 3 clusters Score: Raw -39626.830258 + Penalty 2742.596827 = -36884.233430 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16681.880000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16682.170000 sec): 3 clusters Score: Raw -988138.635287 + Penalty 4352.519268 = -983786.116019 nChanged 2570 SP:Iteration 1F (16682.430000 sec): 3 clusters Score: Raw -989507.844355 + Penalty 4352.519268 = -985155.325087 nChanged 476 SP:Iteration 2F (16682.660000 sec): 3 clusters Score: Raw -989849.931614 + Penalty 4352.519268 = -985497.412347 nChanged 416 SP:Iteration 3F (16682.950000 sec): 3 clusters Score: Raw -990173.618268 + Penalty 4352.519268 = -985821.099001 nChanged 363 SP:Iteration 4F (16683.210000 sec): 3 clusters Score: Raw -990480.936549 + Penalty 4352.519268 = -986128.417281 nChanged 350 SP:Iteration 5F (16683.410000 sec): 3 clusters Score: Raw -990741.404208 + Penalty 4352.519268 = -986388.884941 nChanged 336 SP:Iteration 6F (16683.640000 sec): 3 clusters Score: Raw -990999.112877 + Penalty 4352.519268 = -986646.593609 nChanged 303 SP:Iteration 7Q (16683.850000 sec): 3 clusters Score: Raw -991228.895434 + Penalty 4352.519268 = -986876.376166 nChanged 272 SP:Iteration 8Q (16684.090000 sec): 3 clusters Score: Raw -991417.931104 + Penalty 4352.519268 = -987065.411837 nChanged 245 SP:Iteration 9Q (16684.280000 sec): 3 clusters Score: Raw -991613.257309 + Penalty 4352.519268 = -987260.738042 nChanged 246 SP:Iteration 10Q (16684.490000 sec): 3 clusters Score: Raw -991801.969950 + Penalty 4352.519268 = -987449.450683 nChanged 186 SP:Iteration 11Q (16684.700000 sec): 3 clusters Score: Raw -991950.914461 + Penalty 4352.519268 = -987598.395194 nChanged 159 SP:Iteration 12Q (16684.930000 sec): 3 clusters Score: Raw -992077.450067 + Penalty 4352.519268 = -987724.930800 nChanged 110 SP:Iteration 13Q (16685.180000 sec): 3 clusters Score: Raw -992146.487194 + Penalty 4352.519268 = -987793.967926 nChanged 83 SP:Iteration 14Q (16685.420000 sec): 3 clusters Score: Raw -992193.441345 + Penalty 4352.519268 = -987840.922078 nChanged 62 SP:Iteration 15Q (16685.620000 sec): 3 clusters Score: Raw -992224.661258 + Penalty 4352.519268 = -987872.141990 nChanged 46 SP:Iteration 16Q (16685.830000 sec): 3 clusters Score: Raw -992243.644442 + Penalty 4352.519268 = -987891.125174 nChanged 24 SP:Iteration 17Q (16686.040000 sec): 3 clusters Score: Raw -992257.831046 + Penalty 4352.519268 = -987905.311778 nChanged 26 SP:Iteration 18Q (16686.250000 sec): 3 clusters Score: Raw -992271.453586 + Penalty 4352.519268 = -987918.934319 nChanged 26 SP:Iteration 19Q (16686.460000 sec): 3 clusters Score: Raw -992284.118005 + Penalty 4352.519268 = -987931.598737 nChanged 25 SP:Iteration 20F (16686.700000 sec): 3 clusters Score: Raw -992295.172778 + Penalty 4352.519268 = -987942.653510 nChanged 26 SP:Iteration 21Q (16686.920000 sec): 3 clusters Score: Raw -992310.521121 + Penalty 4352.519268 = -987958.001854 nChanged 25 SP:Iteration 22Q (16687.130000 sec): 3 clusters Score: Raw -992323.480211 + Penalty 4352.519268 = -987970.960944 nChanged 20 SP:Iteration 23Q (16687.340000 sec): 3 clusters Score: Raw -992330.305362 + Penalty 4352.519268 = -987977.786095 nChanged 15 SP:Iteration 24Q (16687.540000 sec): 3 clusters Score: Raw -992334.598421 + Penalty 4352.519268 = -987982.079154 nChanged 10 SP:Iteration 25Q (16687.780000 sec): 3 clusters Score: Raw -992338.633163 + Penalty 4352.519268 = -987986.113896 nChanged 7 SP:Iteration 26Q (16687.990000 sec): 3 clusters Score: Raw -992341.069747 + Penalty 4352.519268 = -987988.550480 nChanged 7 SP:Iteration 27Q (16688.180000 sec): 3 clusters Score: Raw -992344.158327 + Penalty 4352.519268 = -987991.639059 nChanged 6 SP:Iteration 28Q (16688.410000 sec): 3 clusters Score: Raw -992345.375845 + Penalty 4352.519268 = -987992.856578 nChanged 1 SP:Iteration 29Q (16688.640000 sec): 3 clusters Score: Raw -992345.618784 + Penalty 4352.519268 = -987993.099516 nChanged 4 SP:Iteration 30Q (16688.830000 sec): 3 clusters Score: Raw -992346.898979 + Penalty 4352.519268 = -987994.379712 nChanged 3 SP:Iteration 31Q (16689.030000 sec): 3 clusters Score: Raw -992347.912170 + Penalty 4352.519268 = -987995.392903 nChanged 0 SP:Iteration 32F (16689.240000 sec): 3 clusters Score: Raw -992347.912170 + Penalty 4352.519268 = -987995.392903 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16689.350000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16689.510000 sec): 3 clusters Score: Raw -30312.437036 + Penalty 2724.558476 = -27587.878560 nChanged 38 SP:Iteration 1F (16689.730000 sec): 3 clusters Score: Raw -30471.946656 + Penalty 2724.558476 = -27747.388180 nChanged 12 SP:Iteration 2Q (16689.940000 sec): 3 clusters Score: Raw -30537.938371 + Penalty 2724.558476 = -27813.379895 nChanged 10 SP:Iteration 3Q (16690.130000 sec): 3 clusters Score: Raw -30619.513298 + Penalty 2724.558476 = -27894.954822 nChanged 7 SP:Iteration 4Q (16690.290000 sec): 3 clusters Score: Raw -30670.251793 + Penalty 2724.558476 = -27945.693317 nChanged 1 SP:Iteration 5Q (16690.480000 sec): 3 clusters Score: Raw -30671.868504 + Penalty 2724.558476 = -27947.310028 nChanged 0 SP:Iteration 6F (16690.700000 sec): 3 clusters Score: Raw -30671.868504 + Penalty 2724.558476 = -27947.310028 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16690.790000 sec): 2 clusters Score: Raw -43656.498354 + Penalty 1429.767393 = -42226.730961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16690.960000 sec): 3 clusters Score: Raw -43814.884027 + Penalty 2859.534787 = -40955.349240 nChanged 27 SP:Iteration 1F (16691.150000 sec): 3 clusters Score: Raw -43887.835118 + Penalty 2859.534787 = -41028.300331 nChanged 14 SP:Iteration 2Q (16691.330000 sec): 3 clusters Score: Raw -43934.517176 + Penalty 2859.534787 = -41074.982389 nChanged 4 SP:Iteration 3Q (16691.530000 sec): 3 clusters Score: Raw -43945.904695 + Penalty 2859.534787 = -41086.369908 nChanged 4 SP:Iteration 4Q (16691.710000 sec): 3 clusters Score: Raw -43956.465908 + Penalty 2859.534787 = -41096.931121 nChanged 1 SP:Iteration 5Q (16691.900000 sec): 3 clusters Score: Raw -43958.604297 + Penalty 2859.534787 = -41099.069510 nChanged 0 SP:Iteration 6F (16692.080000 sec): 3 clusters Score: Raw -43958.604297 + Penalty 2859.534787 = -41099.069510 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16692.210000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16692.370000 sec): 3 clusters Score: Raw -89102.050647 + Penalty 3167.892142 = -85934.158504 nChanged 108 SP:Iteration 1F (16692.590000 sec): 3 clusters Score: Raw -89313.628857 + Penalty 3167.892142 = -86145.736715 nChanged 28 SP:Iteration 2Q (16692.750000 sec): 3 clusters Score: Raw -89365.028627 + Penalty 3167.892142 = -86197.136484 nChanged 5 SP:Iteration 3Q (16692.910000 sec): 3 clusters Score: Raw -89374.854115 + Penalty 3167.892142 = -86206.961973 nChanged 6 SP:Iteration 4Q (16693.070000 sec): 3 clusters Score: Raw -89387.667892 + Penalty 3167.892142 = -86219.775750 nChanged 4 SP:Iteration 5Q (16693.270000 sec): 3 clusters Score: Raw -89392.598425 + Penalty 3167.892142 = -86224.706283 nChanged 1 SP:Iteration 6Q (16693.450000 sec): 3 clusters Score: Raw -89404.690108 + Penalty 3167.892142 = -86236.797966 nChanged 4 SP:Iteration 7Q (16693.630000 sec): 3 clusters Score: Raw -89412.693763 + Penalty 3167.892142 = -86244.801621 nChanged 4 SP:Iteration 8Q (16693.810000 sec): 3 clusters Score: Raw -89422.242272 + Penalty 3167.892142 = -86254.350130 nChanged 2 SP:Iteration 9Q (16693.970000 sec): 3 clusters Score: Raw -89426.467054 + Penalty 3167.892142 = -86258.574911 nChanged 2 SP:Iteration 10Q (16694.150000 sec): 3 clusters Score: Raw -89430.146230 + Penalty 3167.892142 = -86262.254088 nChanged 0 SP:Iteration 11F (16694.330000 sec): 3 clusters Score: Raw -89430.146230 + Penalty 3167.892142 = -86262.254088 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16694.430000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16694.570000 sec): 3 clusters Score: Raw -100932.242351 + Penalty 3244.350880 = -97687.891471 nChanged 144 SP:Iteration 1F (16694.770000 sec): 3 clusters Score: Raw -101171.952769 + Penalty 3244.350880 = -97927.601889 nChanged 51 SP:Iteration 2F (16694.930000 sec): 3 clusters Score: Raw -101303.120303 + Penalty 3244.350880 = -98058.769424 nChanged 34 SP:Iteration 3Q (16695.110000 sec): 3 clusters Score: Raw -101387.788986 + Penalty 3244.350880 = -98143.438107 nChanged 23 SP:Iteration 4Q (16695.330000 sec): 3 clusters Score: Raw -101461.719564 + Penalty 3244.350880 = -98217.368684 nChanged 24 SP:Iteration 5Q (16695.510000 sec): 3 clusters Score: Raw -101547.324224 + Penalty 3244.350880 = -98302.973345 nChanged 15 SP:Iteration 6Q (16695.660000 sec): 3 clusters Score: Raw -101609.372074 + Penalty 3244.350880 = -98365.021194 nChanged 15 SP:Iteration 7Q (16695.850000 sec): 3 clusters Score: Raw -101650.820610 + Penalty 3244.350880 = -98406.469730 nChanged 14 SP:Iteration 8Q (16696.030000 sec): 3 clusters Score: Raw -101694.746972 + Penalty 3244.350880 = -98450.396093 nChanged 12 SP:Iteration 9Q (16696.200000 sec): 3 clusters Score: Raw -101733.475072 + Penalty 3244.350880 = -98489.124192 nChanged 12 SP:Iteration 10Q (16696.380000 sec): 3 clusters Score: Raw -101764.351070 + Penalty 3244.350880 = -98520.000190 nChanged 12 SP:Iteration 11Q (16696.590000 sec): 3 clusters Score: Raw -101786.882556 + Penalty 3244.350880 = -98542.531676 nChanged 6 SP:Iteration 12Q (16696.780000 sec): 3 clusters Score: Raw -101802.153281 + Penalty 3244.350880 = -98557.802402 nChanged 10 SP:Iteration 13Q (16696.910000 sec): 3 clusters Score: Raw -101820.000033 + Penalty 3244.350880 = -98575.649153 nChanged 5 SP:Iteration 14Q (16697.100000 sec): 3 clusters Score: Raw -101825.770777 + Penalty 3244.350880 = -98581.419897 nChanged 6 SP:Iteration 15Q (16697.270000 sec): 3 clusters Score: Raw -101835.953487 + Penalty 3244.350880 = -98591.602607 nChanged 3 SP:Iteration 16Q (16697.490000 sec): 3 clusters Score: Raw -101838.697315 + Penalty 3244.350880 = -98594.346435 nChanged 2 SP:Iteration 17Q (16697.670000 sec): 3 clusters Score: Raw -101854.009361 + Penalty 3244.350880 = -98609.658481 nChanged 2 SP:Iteration 18Q (16697.900000 sec): 3 clusters Score: Raw -101857.826694 + Penalty 3244.350880 = -98613.475815 nChanged 2 SP:Iteration 19Q (16698.080000 sec): 3 clusters Score: Raw -101863.403259 + Penalty 3244.350880 = -98619.052379 nChanged 2 SP:Iteration 20F (16698.230000 sec): 3 clusters Score: Raw -101876.052176 + Penalty 3244.350880 = -98631.701296 nChanged 9 SP:Iteration 21Q (16698.420000 sec): 3 clusters Score: Raw -101902.657724 + Penalty 3244.350880 = -98658.306844 nChanged 6 SP:Iteration 22Q (16698.610000 sec): 3 clusters Score: Raw -101916.661249 + Penalty 3244.350880 = -98672.310370 nChanged 7 SP:Iteration 23Q (16698.820000 sec): 3 clusters Score: Raw -101932.999123 + Penalty 3244.350880 = -98688.648243 nChanged 11 SP:Iteration 24Q (16699.010000 sec): 3 clusters Score: Raw -101959.765634 + Penalty 3244.350880 = -98715.414754 nChanged 9 SP:Iteration 25Q (16699.160000 sec): 3 clusters Score: Raw -101980.204412 + Penalty 3244.350880 = -98735.853532 nChanged 5 SP:Iteration 26Q (16699.370000 sec): 3 clusters Score: Raw -101992.290306 + Penalty 3244.350880 = -98747.939427 nChanged 4 SP:Iteration 27Q (16699.560000 sec): 3 clusters Score: Raw -102004.125191 + Penalty 3244.350880 = -98759.774312 nChanged 2 SP:Iteration 28Q (16699.720000 sec): 3 clusters Score: Raw -102009.709065 + Penalty 3244.350880 = -98765.358186 nChanged 1 SP:Iteration 29Q (16699.900000 sec): 3 clusters Score: Raw -102011.218194 + Penalty 3244.350880 = -98766.867314 nChanged 1 SP:Iteration 30Q (16700.070000 sec): 3 clusters Score: Raw -102012.684592 + Penalty 3244.350880 = -98768.333712 nChanged 0 SP:Iteration 31F (16700.270000 sec): 3 clusters Score: Raw -102014.153257 + Penalty 3244.350880 = -98769.802377 nChanged 1 SP:Iteration 32Q (16700.460000 sec): 3 clusters Score: Raw -102018.728619 + Penalty 3244.350880 = -98774.377740 nChanged 3 SP:Iteration 33Q (16700.690000 sec): 3 clusters Score: Raw -102024.526135 + Penalty 3244.350880 = -98780.175256 nChanged 3 SP:Iteration 34Q (16700.830000 sec): 3 clusters Score: Raw -102032.041483 + Penalty 3244.350880 = -98787.690603 nChanged 1 SP:Iteration 35Q (16700.980000 sec): 3 clusters Score: Raw -102033.438910 + Penalty 3244.350880 = -98789.088030 nChanged 0 SP:Iteration 36F (16701.150000 sec): 3 clusters Score: Raw -102033.438910 + Penalty 3244.350880 = -98789.088030 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16701.270000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16701.460000 sec): 3 clusters Score: Raw -729713.608618 + Penalty 4206.856743 = -725506.751875 nChanged 1823 SP:Iteration 1F (16701.610000 sec): 3 clusters Score: Raw -730774.841131 + Penalty 4206.856743 = -726567.984388 nChanged 387 SP:Iteration 2F (16701.850000 sec): 3 clusters Score: Raw -731056.363892 + Penalty 4206.856743 = -726849.507149 nChanged 291 SP:Iteration 3F (16702.090000 sec): 3 clusters Score: Raw -731293.568268 + Penalty 4206.856743 = -727086.711525 nChanged 272 SP:Iteration 4F (16702.310000 sec): 3 clusters Score: Raw -731491.365151 + Penalty 4206.856743 = -727284.508408 nChanged 250 SP:Iteration 5F (16702.550000 sec): 3 clusters Score: Raw -731665.286253 + Penalty 4206.856743 = -727458.429510 nChanged 190 SP:Iteration 6Q (16702.770000 sec): 3 clusters Score: Raw -731790.748895 + Penalty 4206.856743 = -727583.892152 nChanged 173 SP:Iteration 7Q (16703.010000 sec): 3 clusters Score: Raw -731910.132040 + Penalty 4206.856743 = -727703.275297 nChanged 163 SP:Iteration 8Q (16703.250000 sec): 3 clusters Score: Raw -732023.378689 + Penalty 4206.856743 = -727816.521947 nChanged 148 SP:Iteration 9Q (16703.440000 sec): 3 clusters Score: Raw -732120.168631 + Penalty 4206.856743 = -727913.311888 nChanged 121 SP:Iteration 10Q (16703.670000 sec): 3 clusters Score: Raw -732191.107077 + Penalty 4206.856743 = -727984.250335 nChanged 101 SP:Iteration 11Q (16703.900000 sec): 3 clusters Score: Raw -732261.697922 + Penalty 4206.856743 = -728054.841179 nChanged 94 SP:Iteration 12Q (16704.150000 sec): 3 clusters Score: Raw -732330.851958 + Penalty 4206.856743 = -728123.995215 nChanged 96 SP:Iteration 13Q (16704.350000 sec): 3 clusters Score: Raw -732406.046498 + Penalty 4206.856743 = -728199.189755 nChanged 82 SP:Iteration 14Q (16704.550000 sec): 3 clusters Score: Raw -732467.617124 + Penalty 4206.856743 = -728260.760381 nChanged 65 SP:Iteration 15Q (16704.770000 sec): 3 clusters Score: Raw -732512.956022 + Penalty 4206.856743 = -728306.099279 nChanged 71 SP:Iteration 16Q (16705.030000 sec): 3 clusters Score: Raw -732570.437222 + Penalty 4206.856743 = -728363.580479 nChanged 55 SP:Iteration 17Q (16705.230000 sec): 3 clusters Score: Raw -732609.794262 + Penalty 4206.856743 = -728402.937519 nChanged 37 SP:Iteration 18Q (16705.430000 sec): 3 clusters Score: Raw -732636.945484 + Penalty 4206.856743 = -728430.088741 nChanged 32 SP:Iteration 19Q (16705.630000 sec): 3 clusters Score: Raw -732658.038508 + Penalty 4206.856743 = -728451.181765 nChanged 22 SP:Iteration 20F (16705.810000 sec): 3 clusters Score: Raw -732671.955782 + Penalty 4206.856743 = -728465.099039 nChanged 16 SP:Iteration 21Q (16706.010000 sec): 3 clusters Score: Raw -732682.685326 + Penalty 4206.856743 = -728475.828583 nChanged 17 SP:Iteration 22Q (16706.220000 sec): 3 clusters Score: Raw -732698.908098 + Penalty 4206.856743 = -728492.051355 nChanged 14 SP:Iteration 23Q (16706.460000 sec): 3 clusters Score: Raw -732712.650993 + Penalty 4206.856743 = -728505.794250 nChanged 17 SP:Iteration 24Q (16706.610000 sec): 3 clusters Score: Raw -732723.468812 + Penalty 4206.856743 = -728516.612070 nChanged 8 SP:Iteration 25Q (16706.850000 sec): 3 clusters Score: Raw -732727.882362 + Penalty 4206.856743 = -728521.025619 nChanged 6 SP:Iteration 26Q (16707.070000 sec): 3 clusters Score: Raw -732733.271698 + Penalty 4206.856743 = -728526.414955 nChanged 11 SP:Iteration 27Q (16707.320000 sec): 3 clusters Score: Raw -732739.010510 + Penalty 4206.856743 = -728532.153767 nChanged 4 SP:Iteration 28Q (16707.510000 sec): 3 clusters Score: Raw -732740.142774 + Penalty 4206.856743 = -728533.286032 nChanged 7 SP:Iteration 29Q (16707.710000 sec): 3 clusters Score: Raw -732746.128408 + Penalty 4206.856743 = -728539.271666 nChanged 7 SP:Iteration 30Q (16707.880000 sec): 3 clusters Score: Raw -732752.600637 + Penalty 4206.856743 = -728545.743894 nChanged 11 SP:Iteration 31Q (16708.110000 sec): 3 clusters Score: Raw -732762.043344 + Penalty 4206.856743 = -728555.186601 nChanged 14 SP:Iteration 32Q (16708.290000 sec): 3 clusters Score: Raw -732772.772467 + Penalty 4206.856743 = -728565.915724 nChanged 8 SP:Iteration 33Q (16708.520000 sec): 3 clusters Score: Raw -732781.814845 + Penalty 4206.856743 = -728574.958102 nChanged 8 SP:Iteration 34Q (16708.700000 sec): 3 clusters Score: Raw -732787.710550 + Penalty 4206.856743 = -728580.853807 nChanged 5 SP:Iteration 35Q (16708.890000 sec): 3 clusters Score: Raw -732791.014893 + Penalty 4206.856743 = -728584.158150 nChanged 4 SP:Iteration 36Q (16709.070000 sec): 3 clusters Score: Raw -732794.637421 + Penalty 4206.856743 = -728587.780678 nChanged 5 SP:Iteration 37Q (16709.280000 sec): 3 clusters Score: Raw -732798.419404 + Penalty 4206.856743 = -728591.562661 nChanged 5 SP:Iteration 38Q (16709.440000 sec): 3 clusters Score: Raw -732802.846965 + Penalty 4206.856743 = -728595.990222 nChanged 6 SP:Iteration 39Q (16709.620000 sec): 3 clusters Score: Raw -732807.232079 + Penalty 4206.856743 = -728600.375336 nChanged 2 SP:Iteration 40F (16709.810000 sec): 3 clusters Score: Raw -732808.120224 + Penalty 4206.856743 = -728601.263481 nChanged 1 SP:Iteration 41Q (16710.060000 sec): 3 clusters Score: Raw -732808.393937 + Penalty 4206.856743 = -728601.537194 nChanged 0 SP:Iteration 42F (16710.260000 sec): 3 clusters Score: Raw -732808.393937 + Penalty 4206.856743 = -728601.537194 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16710.610000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16711.020000 sec): 3 clusters Score: Raw -6907457.202408 + Penalty 5299.447940 = -6902157.754468 nChanged 20072 SP:Iteration 1F (16711.430000 sec): 3 clusters Score: Raw -6918509.998761 + Penalty 5299.447940 = -6913210.550820 nChanged 1852 SP:Iteration 2Q (16711.880000 sec): 3 clusters Score: Raw -6919096.757146 + Penalty 5299.447940 = -6913797.309205 nChanged 1900 SP:Iteration 3Q (16712.290000 sec): 3 clusters Score: Raw -6919797.647338 + Penalty 5299.447940 = -6914498.199397 nChanged 2044 SP:Iteration 4Q (16712.700000 sec): 3 clusters Score: Raw -6920674.506312 + Penalty 5299.447940 = -6915375.058371 nChanged 2294 SP:Iteration 5F (16713.170000 sec): 3 clusters Score: Raw -6921824.442515 + Penalty 5299.447940 = -6916524.994575 nChanged 2604 SP:Iteration 6F (16713.580000 sec): 3 clusters Score: Raw -6923390.052249 + Penalty 5299.447940 = -6918090.604309 nChanged 2938 SP:Iteration 7F (16714.000000 sec): 3 clusters Score: Raw -6925559.903156 + Penalty 5299.447940 = -6920260.455215 nChanged 3219 SP:Iteration 8F (16714.470000 sec): 3 clusters Score: Raw -6928299.899610 + Penalty 5299.447940 = -6923000.451670 nChanged 2833 SP:Iteration 9F (16714.870000 sec): 3 clusters Score: Raw -6930879.562999 + Penalty 5299.447940 = -6925580.115059 nChanged 2015 SP:Iteration 10Q (16715.370000 sec): 3 clusters Score: Raw -6932704.986888 + Penalty 5299.447940 = -6927405.538948 nChanged 1172 SP:Iteration 11Q (16715.870000 sec): 3 clusters Score: Raw -6933758.116285 + Penalty 5299.447940 = -6928458.668344 nChanged 540 SP:Iteration 12Q (16716.310000 sec): 3 clusters Score: Raw -6934218.394381 + Penalty 5299.447940 = -6928918.946441 nChanged 221 SP:Iteration 13Q (16716.770000 sec): 3 clusters Score: Raw -6934431.054611 + Penalty 5299.447940 = -6929131.606671 nChanged 98 SP:Iteration 14Q (16717.210000 sec): 3 clusters Score: Raw -6934536.283606 + Penalty 5299.447940 = -6929236.835666 nChanged 57 SP:Iteration 15Q (16717.650000 sec): 3 clusters Score: Raw -6934610.161796 + Penalty 5299.447940 = -6929310.713855 nChanged 32 SP:Iteration 16Q (16718.040000 sec): 3 clusters Score: Raw -6934657.887776 + Penalty 5299.447940 = -6929358.439836 nChanged 28 SP:Iteration 17Q (16718.430000 sec): 3 clusters Score: Raw -6934689.271026 + Penalty 5299.447940 = -6929389.823086 nChanged 18 SP:Iteration 18Q (16718.840000 sec): 3 clusters Score: Raw -6934709.319293 + Penalty 5299.447940 = -6929409.871353 nChanged 6 SP:Iteration 19Q (16719.280000 sec): 3 clusters Score: Raw -6934717.198759 + Penalty 5299.447940 = -6929417.750819 nChanged 3 SP:Iteration 20F (16719.650000 sec): 3 clusters Score: Raw -6934720.424422 + Penalty 5299.447940 = -6929420.976481 nChanged 6 SP:Iteration 21Q (16720.010000 sec): 3 clusters Score: Raw -6934727.005256 + Penalty 5299.447940 = -6929427.557315 nChanged 2 SP:Iteration 22Q (16720.410000 sec): 3 clusters Score: Raw -6934729.446637 + Penalty 5299.447940 = -6929429.998696 nChanged 2 SP:Iteration 23Q (16720.770000 sec): 3 clusters Score: Raw -6934732.526983 + Penalty 5299.447940 = -6929433.079043 nChanged 4 SP:Iteration 24Q (16721.190000 sec): 3 clusters Score: Raw -6934736.086936 + Penalty 5299.447940 = -6929436.638996 nChanged 2 SP:Iteration 25Q (16721.570000 sec): 3 clusters Score: Raw -6934738.059266 + Penalty 5299.447940 = -6929438.611326 nChanged 0 SP:Iteration 26F (16721.980000 sec): 3 clusters Score: Raw -6934738.059266 + Penalty 5299.447940 = -6929438.611326 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16722.130000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16722.320000 sec): 3 clusters Score: Raw -1447201.791971 + Penalty 4520.076892 = -1442681.715079 nChanged 3742 SP:Iteration 1F (16722.590000 sec): 3 clusters Score: Raw -1449268.603900 + Penalty 4520.076892 = -1444748.527009 nChanged 596 SP:Iteration 2F (16722.750000 sec): 3 clusters Score: Raw -1449555.739437 + Penalty 4520.076892 = -1445035.662545 nChanged 466 SP:Iteration 3F (16723.020000 sec): 3 clusters Score: Raw -1449784.857028 + Penalty 4520.076892 = -1445264.780136 nChanged 431 SP:Iteration 4Q (16723.190000 sec): 3 clusters Score: Raw -1450001.080901 + Penalty 4520.076892 = -1445481.004010 nChanged 432 SP:Iteration 5Q (16723.420000 sec): 3 clusters Score: Raw -1450245.314889 + Penalty 4520.076892 = -1445725.237998 nChanged 429 SP:Iteration 6Q (16723.650000 sec): 3 clusters Score: Raw -1450517.809749 + Penalty 4520.076892 = -1445997.732857 nChanged 461 SP:Iteration 7F (16723.860000 sec): 3 clusters Score: Raw -1450816.430675 + Penalty 4520.076892 = -1446296.353784 nChanged 448 SP:Iteration 8Q (16724.110000 sec): 3 clusters Score: Raw -1451089.070100 + Penalty 4520.076892 = -1446568.993209 nChanged 390 SP:Iteration 9Q (16724.370000 sec): 3 clusters Score: Raw -1451324.407086 + Penalty 4520.076892 = -1446804.330195 nChanged 341 SP:Iteration 10Q (16724.570000 sec): 3 clusters Score: Raw -1451549.198968 + Penalty 4520.076892 = -1447029.122077 nChanged 303 SP:Iteration 11Q (16724.800000 sec): 3 clusters Score: Raw -1451732.442739 + Penalty 4520.076892 = -1447212.365847 nChanged 251 SP:Iteration 12Q (16725.010000 sec): 3 clusters Score: Raw -1451890.321109 + Penalty 4520.076892 = -1447370.244217 nChanged 208 SP:Iteration 13Q (16725.270000 sec): 3 clusters Score: Raw -1452011.085688 + Penalty 4520.076892 = -1447491.008797 nChanged 161 SP:Iteration 14Q (16725.450000 sec): 3 clusters Score: Raw -1452109.913706 + Penalty 4520.076892 = -1447589.836814 nChanged 150 SP:Iteration 15Q (16725.680000 sec): 3 clusters Score: Raw -1452200.379447 + Penalty 4520.076892 = -1447680.302555 nChanged 111 SP:Iteration 16Q (16725.920000 sec): 3 clusters Score: Raw -1452274.060553 + Penalty 4520.076892 = -1447753.983661 nChanged 98 SP:Iteration 17Q (16726.180000 sec): 3 clusters Score: Raw -1452328.166304 + Penalty 4520.076892 = -1447808.089413 nChanged 65 SP:Iteration 18Q (16726.380000 sec): 3 clusters Score: Raw -1452363.588341 + Penalty 4520.076892 = -1447843.511449 nChanged 51 SP:Iteration 19Q (16726.630000 sec): 3 clusters Score: Raw -1452388.486076 + Penalty 4520.076892 = -1447868.409184 nChanged 34 SP:Iteration 20F (16726.830000 sec): 3 clusters Score: Raw -1452407.908280 + Penalty 4520.076892 = -1447887.831389 nChanged 25 SP:Iteration 21Q (16727.080000 sec): 3 clusters Score: Raw -1452422.460808 + Penalty 4520.076892 = -1447902.383916 nChanged 24 SP:Iteration 22Q (16727.370000 sec): 3 clusters Score: Raw -1452437.451278 + Penalty 4520.076892 = -1447917.374386 nChanged 15 SP:Iteration 23Q (16727.610000 sec): 3 clusters Score: Raw -1452446.161705 + Penalty 4520.076892 = -1447926.084813 nChanged 12 SP:Iteration 24Q (16727.820000 sec): 3 clusters Score: Raw -1452453.479396 + Penalty 4520.076892 = -1447933.402505 nChanged 15 SP:Iteration 25Q (16728.020000 sec): 3 clusters Score: Raw -1452464.830605 + Penalty 4520.076892 = -1447944.753714 nChanged 13 SP:Iteration 26Q (16728.240000 sec): 3 clusters Score: Raw -1452472.750237 + Penalty 4520.076892 = -1447952.673345 nChanged 10 SP:Iteration 27Q (16728.500000 sec): 3 clusters Score: Raw -1452478.143912 + Penalty 4520.076892 = -1447958.067020 nChanged 7 SP:Iteration 28Q (16728.730000 sec): 3 clusters Score: Raw -1452482.166675 + Penalty 4520.076892 = -1447962.089784 nChanged 5 SP:Iteration 29Q (16728.970000 sec): 3 clusters Score: Raw -1452483.995456 + Penalty 4520.076892 = -1447963.918565 nChanged 4 SP:Iteration 30Q (16729.190000 sec): 3 clusters Score: Raw -1452486.237989 + Penalty 4520.076892 = -1447966.161097 nChanged 6 SP:Iteration 31Q (16729.430000 sec): 3 clusters Score: Raw -1452489.006626 + Penalty 4520.076892 = -1447968.929734 nChanged 5 SP:Iteration 32Q (16729.690000 sec): 3 clusters Score: Raw -1452492.561025 + Penalty 4520.076892 = -1447972.484134 nChanged 3 SP:Iteration 33Q (16729.950000 sec): 3 clusters Score: Raw -1452494.066587 + Penalty 4520.076892 = -1447973.989696 nChanged 1 SP:Iteration 34Q (16730.160000 sec): 3 clusters Score: Raw -1452494.424247 + Penalty 4520.076892 = -1447974.347356 nChanged 0 SP:Iteration 35F (16730.440000 sec): 3 clusters Score: Raw -1452494.424247 + Penalty 4520.076892 = -1447974.347356 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16730.570000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16730.780000 sec): 3 clusters Score: Raw -110338.971307 + Penalty 3261.237617 = -107077.733690 nChanged 165 SP:Iteration 1F (16730.920000 sec): 3 clusters Score: Raw -110746.639490 + Penalty 3261.237617 = -107485.401873 nChanged 62 SP:Iteration 2F (16731.140000 sec): 3 clusters Score: Raw -110900.773352 + Penalty 3261.237617 = -107639.535735 nChanged 33 SP:Iteration 3Q (16731.300000 sec): 3 clusters Score: Raw -110990.881377 + Penalty 3261.237617 = -107729.643760 nChanged 21 SP:Iteration 4Q (16731.490000 sec): 3 clusters Score: Raw -111048.023138 + Penalty 3261.237617 = -107786.785521 nChanged 18 SP:Iteration 5Q (16731.640000 sec): 3 clusters Score: Raw -111088.878645 + Penalty 3261.237617 = -107827.641029 nChanged 10 SP:Iteration 6Q (16731.820000 sec): 3 clusters Score: Raw -111105.427347 + Penalty 3261.237617 = -107844.189730 nChanged 5 SP:Iteration 7Q (16732.000000 sec): 3 clusters Score: Raw -111114.368447 + Penalty 3261.237617 = -107853.130830 nChanged 4 SP:Iteration 8Q (16732.170000 sec): 3 clusters Score: Raw -111123.638048 + Penalty 3261.237617 = -107862.400431 nChanged 3 SP:Iteration 9Q (16732.360000 sec): 3 clusters Score: Raw -111128.681879 + Penalty 3261.237617 = -107867.444262 nChanged 2 SP:Iteration 10Q (16732.520000 sec): 3 clusters Score: Raw -111135.983756 + Penalty 3261.237617 = -107874.746140 nChanged 3 SP:Iteration 11Q (16732.710000 sec): 3 clusters Score: Raw -111141.866426 + Penalty 3261.237617 = -107880.628810 nChanged 2 SP:Iteration 12Q (16732.900000 sec): 3 clusters Score: Raw -111152.828127 + Penalty 3261.237617 = -107891.590510 nChanged 3 SP:Iteration 13Q (16733.120000 sec): 3 clusters Score: Raw -111162.760279 + Penalty 3261.237617 = -107901.522662 nChanged 4 SP:Iteration 14Q (16733.310000 sec): 3 clusters Score: Raw -111170.379991 + Penalty 3261.237617 = -107909.142374 nChanged 2 SP:Iteration 15Q (16733.510000 sec): 3 clusters Score: Raw -111176.708476 + Penalty 3261.237617 = -107915.470859 nChanged 3 SP:Iteration 16Q (16733.710000 sec): 3 clusters Score: Raw -111185.805784 + Penalty 3261.237617 = -107924.568167 nChanged 3 SP:Iteration 17Q (16733.900000 sec): 3 clusters Score: Raw -111191.922428 + Penalty 3261.237617 = -107930.684811 nChanged 0 SP:Iteration 18F (16734.080000 sec): 3 clusters Score: Raw -111191.922428 + Penalty 3261.237617 = -107930.684811 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16734.220000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16734.530000 sec): 3 clusters Score: Raw -1477683.677968 + Penalty 4530.517105 = -1473153.160864 nChanged 3840 SP:Iteration 1F (16734.750000 sec): 3 clusters Score: Raw -1479851.533475 + Penalty 4530.517105 = -1475321.016370 nChanged 675 SP:Iteration 2F (16735.000000 sec): 3 clusters Score: Raw -1480192.006913 + Penalty 4530.517105 = -1475661.489808 nChanged 476 SP:Iteration 3F (16735.260000 sec): 3 clusters Score: Raw -1480431.068756 + Penalty 4530.517105 = -1475900.551652 nChanged 398 SP:Iteration 4Q (16735.510000 sec): 3 clusters Score: Raw -1480608.800921 + Penalty 4530.517105 = -1476078.283816 nChanged 317 SP:Iteration 5Q (16735.690000 sec): 3 clusters Score: Raw -1480735.369946 + Penalty 4530.517105 = -1476204.852842 nChanged 274 SP:Iteration 6Q (16735.960000 sec): 3 clusters Score: Raw -1480836.559914 + Penalty 4530.517105 = -1476306.042809 nChanged 238 SP:Iteration 7Q (16736.250000 sec): 3 clusters Score: Raw -1480935.512223 + Penalty 4530.517105 = -1476404.995118 nChanged 252 SP:Iteration 8Q (16736.490000 sec): 3 clusters Score: Raw -1481054.741104 + Penalty 4530.517105 = -1476524.223999 nChanged 265 SP:Iteration 9Q (16736.710000 sec): 3 clusters Score: Raw -1481162.560606 + Penalty 4530.517105 = -1476632.043501 nChanged 232 SP:Iteration 10Q (16736.930000 sec): 3 clusters Score: Raw -1481251.200595 + Penalty 4530.517105 = -1476720.683490 nChanged 221 SP:Iteration 11Q (16737.180000 sec): 3 clusters Score: Raw -1481342.802552 + Penalty 4530.517105 = -1476812.285448 nChanged 220 SP:Iteration 12Q (16737.430000 sec): 3 clusters Score: Raw -1481428.058018 + Penalty 4530.517105 = -1476897.540913 nChanged 196 SP:Iteration 13Q (16737.620000 sec): 3 clusters Score: Raw -1481498.453985 + Penalty 4530.517105 = -1476967.936880 nChanged 181 SP:Iteration 14Q (16737.860000 sec): 3 clusters Score: Raw -1481561.921713 + Penalty 4530.517105 = -1477031.404608 nChanged 157 SP:Iteration 15Q (16738.090000 sec): 3 clusters Score: Raw -1481620.505284 + Penalty 4530.517105 = -1477089.988180 nChanged 164 SP:Iteration 16Q (16738.280000 sec): 3 clusters Score: Raw -1481679.423708 + Penalty 4530.517105 = -1477148.906603 nChanged 148 SP:Iteration 17Q (16738.510000 sec): 3 clusters Score: Raw -1481733.245963 + Penalty 4530.517105 = -1477202.728858 nChanged 123 SP:Iteration 18Q (16738.740000 sec): 3 clusters Score: Raw -1481774.025647 + Penalty 4530.517105 = -1477243.508542 nChanged 107 SP:Iteration 19Q (16739.000000 sec): 3 clusters Score: Raw -1481811.400098 + Penalty 4530.517105 = -1477280.882993 nChanged 94 SP:Iteration 20F (16739.230000 sec): 3 clusters Score: Raw -1481844.092026 + Penalty 4530.517105 = -1477313.574921 nChanged 93 SP:Iteration 21Q (16739.500000 sec): 3 clusters Score: Raw -1481876.305209 + Penalty 4530.517105 = -1477345.788104 nChanged 92 SP:Iteration 22Q (16739.680000 sec): 3 clusters Score: Raw -1481906.094561 + Penalty 4530.517105 = -1477375.577456 nChanged 82 SP:Iteration 23Q (16739.940000 sec): 3 clusters Score: Raw -1481931.343212 + Penalty 4530.517105 = -1477400.826107 nChanged 69 SP:Iteration 24Q (16740.150000 sec): 3 clusters Score: Raw -1481958.449548 + Penalty 4530.517105 = -1477427.932443 nChanged 73 SP:Iteration 25Q (16740.350000 sec): 3 clusters Score: Raw -1481987.517852 + Penalty 4530.517105 = -1477457.000747 nChanged 78 SP:Iteration 26Q (16740.620000 sec): 3 clusters Score: Raw -1482016.672188 + Penalty 4530.517105 = -1477486.155084 nChanged 90 SP:Iteration 27Q (16740.860000 sec): 3 clusters Score: Raw -1482055.048429 + Penalty 4530.517105 = -1477524.531324 nChanged 82 SP:Iteration 28Q (16741.050000 sec): 3 clusters Score: Raw -1482089.600956 + Penalty 4530.517105 = -1477559.083851 nChanged 89 SP:Iteration 29Q (16741.270000 sec): 3 clusters Score: Raw -1482127.462353 + Penalty 4530.517105 = -1477596.945248 nChanged 91 SP:Iteration 30Q (16741.530000 sec): 3 clusters Score: Raw -1482165.051480 + Penalty 4530.517105 = -1477634.534376 nChanged 86 SP:Iteration 31Q (16741.780000 sec): 3 clusters Score: Raw -1482201.517728 + Penalty 4530.517105 = -1477671.000623 nChanged 87 SP:Iteration 32Q (16741.990000 sec): 3 clusters Score: Raw -1482237.498836 + Penalty 4530.517105 = -1477706.981732 nChanged 83 SP:Iteration 33Q (16742.270000 sec): 3 clusters Score: Raw -1482268.615484 + Penalty 4530.517105 = -1477738.098379 nChanged 80 SP:Iteration 34Q (16742.490000 sec): 3 clusters Score: Raw -1482299.450250 + Penalty 4530.517105 = -1477768.933145 nChanged 63 SP:Iteration 35Q (16742.700000 sec): 3 clusters Score: Raw -1482319.726051 + Penalty 4530.517105 = -1477789.208947 nChanged 57 SP:Iteration 36Q (16742.950000 sec): 3 clusters Score: Raw -1482339.080760 + Penalty 4530.517105 = -1477808.563655 nChanged 71 SP:Iteration 37Q (16743.230000 sec): 3 clusters Score: Raw -1482363.576520 + Penalty 4530.517105 = -1477833.059415 nChanged 53 SP:Iteration 38Q (16743.480000 sec): 3 clusters Score: Raw -1482378.666621 + Penalty 4530.517105 = -1477848.149517 nChanged 47 SP:Iteration 39Q (16743.740000 sec): 3 clusters Score: Raw -1482392.898880 + Penalty 4530.517105 = -1477862.381775 nChanged 46 SP:Iteration 40F (16743.950000 sec): 3 clusters Score: Raw -1482406.714993 + Penalty 4530.517105 = -1477876.197888 nChanged 32 SP:Iteration 41Q (16744.140000 sec): 3 clusters Score: Raw -1482414.918131 + Penalty 4530.517105 = -1477884.401026 nChanged 25 SP:Iteration 42Q (16744.360000 sec): 3 clusters Score: Raw -1482421.422661 + Penalty 4530.517105 = -1477890.905556 nChanged 24 SP:Iteration 43Q (16744.590000 sec): 3 clusters Score: Raw -1482426.751481 + Penalty 4530.517105 = -1477896.234376 nChanged 17 SP:Iteration 44Q (16744.810000 sec): 3 clusters Score: Raw -1482432.458801 + Penalty 4530.517105 = -1477901.941696 nChanged 24 SP:Iteration 45Q (16745.040000 sec): 3 clusters Score: Raw -1482440.941503 + Penalty 4530.517105 = -1477910.424398 nChanged 25 SP:Iteration 46Q (16745.220000 sec): 3 clusters Score: Raw -1482449.495110 + Penalty 4530.517105 = -1477918.978005 nChanged 34 SP:Iteration 47Q (16745.420000 sec): 3 clusters Score: Raw -1482458.350911 + Penalty 4530.517105 = -1477927.833806 nChanged 24 SP:Iteration 48Q (16745.620000 sec): 3 clusters Score: Raw -1482463.125062 + Penalty 4530.517105 = -1477932.607958 nChanged 14 SP:Iteration 49Q (16745.870000 sec): 3 clusters Score: Raw -1482466.154199 + Penalty 4530.517105 = -1477935.637094 nChanged 20 SP:Iteration 50Q (16746.060000 sec): 3 clusters Score: Raw -1482471.852356 + Penalty 4530.517105 = -1477941.335251 nChanged 16 SP:Iteration 51Q (16746.310000 sec): 3 clusters Score: Raw -1482475.862786 + Penalty 4530.517105 = -1477945.345681 nChanged 10 SP:Iteration 52Q (16746.570000 sec): 3 clusters Score: Raw -1482478.088195 + Penalty 4530.517105 = -1477947.571090 nChanged 9 SP:Iteration 53Q (16746.810000 sec): 3 clusters Score: Raw -1482480.109953 + Penalty 4530.517105 = -1477949.592848 nChanged 5 SP:Iteration 54Q (16747.120000 sec): 3 clusters Score: Raw -1482481.456540 + Penalty 4530.517105 = -1477950.939435 nChanged 10 SP:Iteration 55Q (16747.360000 sec): 3 clusters Score: Raw -1482483.438483 + Penalty 4530.517105 = -1477952.921378 nChanged 12 SP:Iteration 56Q (16747.580000 sec): 3 clusters Score: Raw -1482485.669530 + Penalty 4530.517105 = -1477955.152425 nChanged 13 SP:Iteration 57Q (16747.810000 sec): 3 clusters Score: Raw -1482488.203807 + Penalty 4530.517105 = -1477957.686702 nChanged 11 SP:Iteration 58Q (16748.050000 sec): 3 clusters Score: Raw -1482491.075463 + Penalty 4530.517105 = -1477960.558358 nChanged 12 SP:Iteration 59Q (16748.300000 sec): 3 clusters Score: Raw -1482493.571009 + Penalty 4530.517105 = -1477963.053905 nChanged 14 SP:Iteration 60F (16748.530000 sec): 3 clusters Score: Raw -1482496.598919 + Penalty 4530.517105 = -1477966.081814 nChanged 10 SP:Iteration 61Q (16748.720000 sec): 3 clusters Score: Raw -1482498.752754 + Penalty 4530.517105 = -1477968.235649 nChanged 8 SP:Iteration 62Q (16748.970000 sec): 3 clusters Score: Raw -1482500.225868 + Penalty 4530.517105 = -1477969.708763 nChanged 4 SP:Iteration 63Q (16749.190000 sec): 3 clusters Score: Raw -1482500.649141 + Penalty 4530.517105 = -1477970.132037 nChanged 1 SP:Iteration 64Q (16749.440000 sec): 3 clusters Score: Raw -1482501.059176 + Penalty 4530.517105 = -1477970.542071 nChanged 1 SP:Iteration 65Q (16749.670000 sec): 3 clusters Score: Raw -1482501.240936 + Penalty 4530.517105 = -1477970.723831 nChanged 2 SP:Iteration 66Q (16749.910000 sec): 3 clusters Score: Raw -1482501.526474 + Penalty 4530.517105 = -1477971.009369 nChanged 1 SP:Iteration 67Q (16750.110000 sec): 3 clusters Score: Raw -1482501.700735 + Penalty 4530.517105 = -1477971.183630 nChanged 3 SP:Iteration 68Q (16750.350000 sec): 3 clusters Score: Raw -1482502.319043 + Penalty 4530.517105 = -1477971.801938 nChanged 3 SP:Iteration 69Q (16750.570000 sec): 3 clusters Score: Raw -1482503.360931 + Penalty 4530.517105 = -1477972.843826 nChanged 6 SP:Iteration 70Q (16750.850000 sec): 3 clusters Score: Raw -1482504.735669 + Penalty 4530.517105 = -1477974.218564 nChanged 9 SP:Iteration 71Q (16751.040000 sec): 3 clusters Score: Raw -1482506.431989 + Penalty 4530.517105 = -1477975.914884 nChanged 7 SP:Iteration 72Q (16751.310000 sec): 3 clusters Score: Raw -1482507.960492 + Penalty 4530.517105 = -1477977.443387 nChanged 8 SP:Iteration 73Q (16751.570000 sec): 3 clusters Score: Raw -1482509.420060 + Penalty 4530.517105 = -1477978.902955 nChanged 10 SP:Iteration 74Q (16751.790000 sec): 3 clusters Score: Raw -1482511.622195 + Penalty 4530.517105 = -1477981.105090 nChanged 9 SP:Iteration 75Q (16752.030000 sec): 3 clusters Score: Raw -1482514.280787 + Penalty 4530.517105 = -1477983.763682 nChanged 10 SP:Iteration 76Q (16752.230000 sec): 3 clusters Score: Raw -1482517.440811 + Penalty 4530.517105 = -1477986.923706 nChanged 12 SP:Iteration 77Q (16752.430000 sec): 3 clusters Score: Raw -1482521.227702 + Penalty 4530.517105 = -1477990.710598 nChanged 15 SP:Iteration 78Q (16752.700000 sec): 3 clusters Score: Raw -1482524.932963 + Penalty 4530.517105 = -1477994.415858 nChanged 14 SP:Iteration 79Q (16752.930000 sec): 3 clusters Score: Raw -1482528.344863 + Penalty 4530.517105 = -1477997.827758 nChanged 26 SP:Iteration 80F (16753.140000 sec): 3 clusters Score: Raw -1482535.320340 + Penalty 4530.517105 = -1478004.803236 nChanged 28 SP:Iteration 81Q (16753.410000 sec): 3 clusters Score: Raw -1482541.542901 + Penalty 4530.517105 = -1478011.025796 nChanged 11 SP:Iteration 82Q (16753.610000 sec): 3 clusters Score: Raw -1482543.751360 + Penalty 4530.517105 = -1478013.234255 nChanged 17 SP:Iteration 83Q (16753.850000 sec): 3 clusters Score: Raw -1482548.215414 + Penalty 4530.517105 = -1478017.698309 nChanged 18 SP:Iteration 84Q (16754.050000 sec): 3 clusters Score: Raw -1482554.113878 + Penalty 4530.517105 = -1478023.596773 nChanged 20 SP:Iteration 85Q (16754.260000 sec): 3 clusters Score: Raw -1482559.706157 + Penalty 4530.517105 = -1478029.189052 nChanged 24 SP:Iteration 86Q (16754.530000 sec): 3 clusters Score: Raw -1482567.033383 + Penalty 4530.517105 = -1478036.516279 nChanged 31 SP:Iteration 87Q (16754.710000 sec): 3 clusters Score: Raw -1482576.408954 + Penalty 4530.517105 = -1478045.891850 nChanged 32 SP:Iteration 88Q (16754.940000 sec): 3 clusters Score: Raw -1482584.820408 + Penalty 4530.517105 = -1478054.303303 nChanged 21 SP:Iteration 89Q (16755.140000 sec): 3 clusters Score: Raw -1482590.076677 + Penalty 4530.517105 = -1478059.559573 nChanged 28 SP:Iteration 90Q (16755.350000 sec): 3 clusters Score: Raw -1482596.209956 + Penalty 4530.517105 = -1478065.692851 nChanged 18 SP:Iteration 91Q (16755.560000 sec): 3 clusters Score: Raw -1482599.774730 + Penalty 4530.517105 = -1478069.257625 nChanged 15 SP:Iteration 92Q (16755.750000 sec): 3 clusters Score: Raw -1482604.037614 + Penalty 4530.517105 = -1478073.520510 nChanged 18 SP:Iteration 93Q (16755.950000 sec): 3 clusters Score: Raw -1482609.753715 + Penalty 4530.517105 = -1478079.236610 nChanged 24 SP:Iteration 94Q (16756.190000 sec): 3 clusters Score: Raw -1482614.774746 + Penalty 4530.517105 = -1478084.257641 nChanged 13 SP:Iteration 95Q (16756.440000 sec): 3 clusters Score: Raw -1482617.098030 + Penalty 4530.517105 = -1478086.580926 nChanged 10 SP:Iteration 96Q (16756.630000 sec): 3 clusters Score: Raw -1482620.074104 + Penalty 4530.517105 = -1478089.556999 nChanged 19 SP:Iteration 97Q (16756.860000 sec): 3 clusters Score: Raw -1482625.233859 + Penalty 4530.517105 = -1478094.716754 nChanged 24 SP:Iteration 98Q (16757.060000 sec): 3 clusters Score: Raw -1482633.782849 + Penalty 4530.517105 = -1478103.265744 nChanged 28 SP:Iteration 99Q (16757.300000 sec): 3 clusters Score: Raw -1482640.367921 + Penalty 4530.517105 = -1478109.850816 nChanged 24 SP:Iteration 100F (16757.540000 sec): 3 clusters Score: Raw -1482646.479170 + Penalty 4530.517105 = -1478115.962065 nChanged 21 SP:Iteration 101Q (16757.800000 sec): 3 clusters Score: Raw -1482651.507334 + Penalty 4530.517105 = -1478120.990230 nChanged 18 SP:Iteration 102Q (16758.030000 sec): 3 clusters Score: Raw -1482656.334037 + Penalty 4530.517105 = -1478125.816932 nChanged 21 SP:Iteration 103Q (16758.250000 sec): 3 clusters Score: Raw -1482663.615311 + Penalty 4530.517105 = -1478133.098207 nChanged 19 SP:Iteration 104Q (16758.530000 sec): 3 clusters Score: Raw -1482672.103859 + Penalty 4530.517105 = -1478141.586755 nChanged 28 SP:Iteration 105Q (16758.780000 sec): 3 clusters Score: Raw -1482682.625497 + Penalty 4530.517105 = -1478152.108393 nChanged 24 SP:Iteration 106Q (16759.060000 sec): 3 clusters Score: Raw -1482691.739233 + Penalty 4530.517105 = -1478161.222129 nChanged 24 SP:Iteration 107Q (16759.250000 sec): 3 clusters Score: Raw -1482700.969783 + Penalty 4530.517105 = -1478170.452678 nChanged 26 SP:Iteration 108Q (16759.570000 sec): 3 clusters Score: Raw -1482710.020218 + Penalty 4530.517105 = -1478179.503113 nChanged 29 SP:Iteration 109Q (16759.800000 sec): 3 clusters Score: Raw -1482719.792978 + Penalty 4530.517105 = -1478189.275873 nChanged 17 SP:Iteration 110Q (16760.040000 sec): 3 clusters Score: Raw -1482724.418429 + Penalty 4530.517105 = -1478193.901325 nChanged 18 SP:Iteration 111Q (16760.280000 sec): 3 clusters Score: Raw -1482730.085654 + Penalty 4530.517105 = -1478199.568550 nChanged 13 SP:Iteration 112Q (16760.560000 sec): 3 clusters Score: Raw -1482734.353581 + Penalty 4530.517105 = -1478203.836477 nChanged 13 SP:Iteration 113Q (16760.790000 sec): 3 clusters Score: Raw -1482737.890312 + Penalty 4530.517105 = -1478207.373208 nChanged 14 SP:Iteration 114Q (16761.010000 sec): 3 clusters Score: Raw -1482741.945190 + Penalty 4530.517105 = -1478211.428085 nChanged 14 SP:Iteration 115Q (16761.250000 sec): 3 clusters Score: Raw -1482746.503985 + Penalty 4530.517105 = -1478215.986881 nChanged 17 SP:Iteration 116Q (16761.550000 sec): 3 clusters Score: Raw -1482751.156232 + Penalty 4530.517105 = -1478220.639127 nChanged 15 SP:Iteration 117Q (16761.750000 sec): 3 clusters Score: Raw -1482756.486986 + Penalty 4530.517105 = -1478225.969882 nChanged 13 SP:Iteration 118Q (16762.050000 sec): 3 clusters Score: Raw -1482760.476548 + Penalty 4530.517105 = -1478229.959444 nChanged 14 SP:Iteration 119Q (16762.270000 sec): 3 clusters Score: Raw -1482764.510530 + Penalty 4530.517105 = -1478233.993425 nChanged 14 SP:Iteration 120F (16762.480000 sec): 3 clusters Score: Raw -1482768.330226 + Penalty 4530.517105 = -1478237.813122 nChanged 16 SP:Iteration 121Q (16762.730000 sec): 3 clusters Score: Raw -1482772.690606 + Penalty 4530.517105 = -1478242.173501 nChanged 11 SP:Iteration 122Q (16762.970000 sec): 3 clusters Score: Raw -1482776.292307 + Penalty 4530.517105 = -1478245.775203 nChanged 7 SP:Iteration 123Q (16763.180000 sec): 3 clusters Score: Raw -1482777.742781 + Penalty 4530.517105 = -1478247.225676 nChanged 4 SP:Iteration 124Q (16763.410000 sec): 3 clusters Score: Raw -1482778.947232 + Penalty 4530.517105 = -1478248.430127 nChanged 7 SP:Iteration 125Q (16763.660000 sec): 3 clusters Score: Raw -1482780.059231 + Penalty 4530.517105 = -1478249.542126 nChanged 7 SP:Iteration 126Q (16763.890000 sec): 3 clusters Score: Raw -1482781.382284 + Penalty 4530.517105 = -1478250.865179 nChanged 7 SP:Iteration 127Q (16764.110000 sec): 3 clusters Score: Raw -1482783.405265 + Penalty 4530.517105 = -1478252.888160 nChanged 5 SP:Iteration 128Q (16764.370000 sec): 3 clusters Score: Raw -1482784.210160 + Penalty 4530.517105 = -1478253.693055 nChanged 2 SP:Iteration 129Q (16764.570000 sec): 3 clusters Score: Raw -1482785.276329 + Penalty 4530.517105 = -1478254.759224 nChanged 3 SP:Iteration 130Q (16764.810000 sec): 3 clusters Score: Raw -1482785.968147 + Penalty 4530.517105 = -1478255.451043 nChanged 1 SP:Iteration 131Q (16765.070000 sec): 3 clusters Score: Raw -1482786.370012 + Penalty 4530.517105 = -1478255.852907 nChanged 2 SP:Iteration 132Q (16765.290000 sec): 3 clusters Score: Raw -1482787.313831 + Penalty 4530.517105 = -1478256.796727 nChanged 5 SP:Iteration 133Q (16765.500000 sec): 3 clusters Score: Raw -1482788.876673 + Penalty 4530.517105 = -1478258.359568 nChanged 7 SP:Iteration 134Q (16765.750000 sec): 3 clusters Score: Raw -1482790.269756 + Penalty 4530.517105 = -1478259.752651 nChanged 4 SP:Iteration 135Q (16765.930000 sec): 3 clusters Score: Raw -1482791.537717 + Penalty 4530.517105 = -1478261.020612 nChanged 7 SP:Iteration 136Q (16766.230000 sec): 3 clusters Score: Raw -1482793.314450 + Penalty 4530.517105 = -1478262.797345 nChanged 2 SP:Iteration 137Q (16766.430000 sec): 3 clusters Score: Raw -1482793.645264 + Penalty 4530.517105 = -1478263.128159 nChanged 1 SP:Iteration 138Q (16766.680000 sec): 3 clusters Score: Raw -1482793.959987 + Penalty 4530.517105 = -1478263.442883 nChanged 1 SP:Iteration 139Q (16766.930000 sec): 3 clusters Score: Raw -1482794.197403 + Penalty 4530.517105 = -1478263.680298 nChanged 2 SP:Iteration 140F (16767.150000 sec): 3 clusters Score: Raw -1482794.549229 + Penalty 4530.517105 = -1478264.032124 nChanged 2 SP:Iteration 141Q (16767.400000 sec): 3 clusters Score: Raw -1482795.204332 + Penalty 4530.517105 = -1478264.687227 nChanged 6 SP:Iteration 142Q (16767.610000 sec): 3 clusters Score: Raw -1482797.500636 + Penalty 4530.517105 = -1478266.983531 nChanged 7 SP:Iteration 143Q (16767.880000 sec): 3 clusters Score: Raw -1482799.669223 + Penalty 4530.517105 = -1478269.152118 nChanged 6 SP:Iteration 144Q (16768.070000 sec): 3 clusters Score: Raw -1482801.171106 + Penalty 4530.517105 = -1478270.654001 nChanged 4 SP:Iteration 145Q (16768.280000 sec): 3 clusters Score: Raw -1482802.564332 + Penalty 4530.517105 = -1478272.047227 nChanged 6 SP:Iteration 146Q (16768.510000 sec): 3 clusters Score: Raw -1482803.633901 + Penalty 4530.517105 = -1478273.116796 nChanged 3 SP:Iteration 147Q (16768.780000 sec): 3 clusters Score: Raw -1482804.317503 + Penalty 4530.517105 = -1478273.800398 nChanged 3 SP:Iteration 148Q (16769.000000 sec): 3 clusters Score: Raw -1482804.952807 + Penalty 4530.517105 = -1478274.435702 nChanged 3 SP:Iteration 149Q (16769.260000 sec): 3 clusters Score: Raw -1482805.414221 + Penalty 4530.517105 = -1478274.897117 nChanged 1 SP:Iteration 150Q (16769.450000 sec): 3 clusters Score: Raw -1482805.479558 + Penalty 4530.517105 = -1478274.962453 nChanged 0 SP:Iteration 151F (16769.720000 sec): 3 clusters Score: Raw -1482805.479558 + Penalty 4530.517105 = -1478274.962453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16770.220000 sec): 2 clusters Score: Raw -12228281.679673 + Penalty 2785.409645 = -12225496.270028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16770.770000 sec): 3 clusters Score: Raw -12180417.195734 + Penalty 5570.819291 = -12174846.376444 nChanged 35421 SP:Iteration 1F (16771.330000 sec): 3 clusters Score: Raw -12200469.844636 + Penalty 5570.819291 = -12194899.025346 nChanged 2650 SP:Iteration 2Q (16771.930000 sec): 3 clusters Score: Raw -12201220.052181 + Penalty 5570.819291 = -12195649.232890 nChanged 2982 SP:Iteration 3Q (16772.500000 sec): 3 clusters Score: Raw -12202246.869347 + Penalty 5570.819291 = -12196676.050057 nChanged 3687 SP:Iteration 4Q (16773.130000 sec): 3 clusters Score: Raw -12203885.263612 + Penalty 5570.819291 = -12198314.444322 nChanged 4720 SP:Iteration 5F (16773.740000 sec): 3 clusters Score: Raw -12206655.941099 + Penalty 5570.819291 = -12201085.121808 nChanged 5899 SP:Iteration 6F (16774.390000 sec): 3 clusters Score: Raw -12210983.814527 + Penalty 5570.819291 = -12205412.995236 nChanged 6381 SP:Iteration 7F (16775.080000 sec): 3 clusters Score: Raw -12216524.418845 + Penalty 5570.819291 = -12210953.599554 nChanged 5562 SP:Iteration 8F (16775.740000 sec): 3 clusters Score: Raw -12221727.736417 + Penalty 5570.819291 = -12216156.917126 nChanged 3764 SP:Iteration 9Q (16776.330000 sec): 3 clusters Score: Raw -12225303.450702 + Penalty 5570.819291 = -12219732.631412 nChanged 2087 SP:Iteration 10Q (16776.920000 sec): 3 clusters Score: Raw -12227201.060186 + Penalty 5570.819291 = -12221630.240895 nChanged 1076 SP:Iteration 11Q (16777.480000 sec): 3 clusters Score: Raw -12228137.137437 + Penalty 5570.819291 = -12222566.318146 nChanged 594 SP:Iteration 12Q (16778.000000 sec): 3 clusters Score: Raw -12228735.160506 + Penalty 5570.819291 = -12223164.341215 nChanged 345 SP:Iteration 13Q (16778.490000 sec): 3 clusters Score: Raw -12229070.704970 + Penalty 5570.819291 = -12223499.885680 nChanged 231 SP:Iteration 14Q (16778.980000 sec): 3 clusters Score: Raw -12229250.237723 + Penalty 5570.819291 = -12223679.418432 nChanged 180 SP:Iteration 15Q (16779.460000 sec): 3 clusters Score: Raw -12229381.941662 + Penalty 5570.819291 = -12223811.122372 nChanged 138 SP:Iteration 16Q (16779.950000 sec): 3 clusters Score: Raw -12229465.229886 + Penalty 5570.819291 = -12223894.410596 nChanged 123 SP:Iteration 17Q (16780.410000 sec): 3 clusters Score: Raw -12229526.686346 + Penalty 5570.819291 = -12223955.867055 nChanged 95 SP:Iteration 18Q (16780.850000 sec): 3 clusters Score: Raw -12229565.979396 + Penalty 5570.819291 = -12223995.160105 nChanged 65 SP:Iteration 19Q (16781.290000 sec): 3 clusters Score: Raw -12229591.571584 + Penalty 5570.819291 = -12224020.752294 nChanged 61 SP:Iteration 20F (16781.760000 sec): 3 clusters Score: Raw -12229610.734790 + Penalty 5570.819291 = -12224039.915499 nChanged 49 SP:Iteration 21Q (16782.220000 sec): 3 clusters Score: Raw -12229624.365798 + Penalty 5570.819291 = -12224053.546507 nChanged 33 SP:Iteration 22Q (16782.660000 sec): 3 clusters Score: Raw -12229633.442270 + Penalty 5570.819291 = -12224062.622979 nChanged 29 SP:Iteration 23Q (16783.090000 sec): 3 clusters Score: Raw -12229641.398375 + Penalty 5570.819291 = -12224070.579085 nChanged 24 SP:Iteration 24Q (16783.540000 sec): 3 clusters Score: Raw -12229646.855210 + Penalty 5570.819291 = -12224076.035919 nChanged 19 SP:Iteration 25Q (16783.980000 sec): 3 clusters Score: Raw -12229650.519252 + Penalty 5570.819291 = -12224079.699961 nChanged 11 SP:Iteration 26Q (16784.360000 sec): 3 clusters Score: Raw -12229652.602357 + Penalty 5570.819291 = -12224081.783066 nChanged 8 SP:Iteration 27Q (16784.770000 sec): 3 clusters Score: Raw -12229653.929775 + Penalty 5570.819291 = -12224083.110485 nChanged 12 SP:Iteration 28Q (16785.120000 sec): 3 clusters Score: Raw -12229656.344768 + Penalty 5570.819291 = -12224085.525477 nChanged 8 SP:Iteration 29Q (16785.570000 sec): 3 clusters Score: Raw -12229657.932020 + Penalty 5570.819291 = -12224087.112729 nChanged 4 SP:Iteration 30Q (16785.980000 sec): 3 clusters Score: Raw -12229658.422820 + Penalty 5570.819291 = -12224087.603530 nChanged 3 SP:Iteration 31Q (16786.380000 sec): 3 clusters Score: Raw -12229658.924349 + Penalty 5570.819291 = -12224088.105058 nChanged 8 SP:Iteration 32Q (16786.800000 sec): 3 clusters Score: Raw -12229660.414461 + Penalty 5570.819291 = -12224089.595171 nChanged 6 SP:Iteration 33Q (16787.240000 sec): 3 clusters Score: Raw -12229661.574705 + Penalty 5570.819291 = -12224090.755414 nChanged 4 SP:Iteration 34Q (16787.710000 sec): 3 clusters Score: Raw -12229661.962544 + Penalty 5570.819291 = -12224091.143253 nChanged 3 SP:Iteration 35Q (16788.180000 sec): 3 clusters Score: Raw -12229662.550532 + Penalty 5570.819291 = -12224091.731242 nChanged 4 SP:Iteration 36Q (16788.640000 sec): 3 clusters Score: Raw -12229663.490820 + Penalty 5570.819291 = -12224092.671529 nChanged 5 SP:Iteration 37Q (16789.090000 sec): 3 clusters Score: Raw -12229664.143232 + Penalty 5570.819291 = -12224093.323942 nChanged 3 SP:Iteration 38Q (16789.530000 sec): 3 clusters Score: Raw -12229664.692146 + Penalty 5570.819291 = -12224093.872856 nChanged 2 SP:Iteration 39Q (16790.020000 sec): 3 clusters Score: Raw -12229665.110663 + Penalty 5570.819291 = -12224094.291372 nChanged 2 SP:Iteration 40F (16790.550000 sec): 3 clusters Score: Raw -12229665.584030 + Penalty 5570.819291 = -12224094.764739 nChanged 2 SP:Iteration 41Q (16791.050000 sec): 3 clusters Score: Raw -12229665.733383 + Penalty 5570.819291 = -12224094.914092 nChanged 0 SP:Iteration 42F (16791.620000 sec): 3 clusters Score: Raw -12229665.733383 + Penalty 5570.819291 = -12224094.914092 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16791.800000 sec): 2 clusters Score: Raw -2294972.963438 + Penalty 2385.512092 = -2292587.451346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16792.030000 sec): 3 clusters Score: Raw -2286617.688950 + Penalty 4771.024184 = -2281846.664766 nChanged 6378 SP:Iteration 1F (16792.280000 sec): 3 clusters Score: Raw -2290333.535226 + Penalty 4771.024184 = -2285562.511042 nChanged 1068 SP:Iteration 2F (16792.590000 sec): 3 clusters Score: Raw -2291096.102889 + Penalty 4771.024184 = -2286325.078705 nChanged 1111 SP:Iteration 3F (16792.820000 sec): 3 clusters Score: Raw -2291996.156457 + Penalty 4771.024184 = -2287225.132273 nChanged 1136 SP:Iteration 4F (16793.110000 sec): 3 clusters Score: Raw -2292878.889212 + Penalty 4771.024184 = -2288107.865028 nChanged 1050 SP:Iteration 5F (16793.410000 sec): 3 clusters Score: Raw -2293589.803408 + Penalty 4771.024184 = -2288818.779224 nChanged 890 SP:Iteration 6F (16793.690000 sec): 3 clusters Score: Raw -2294183.865906 + Penalty 4771.024184 = -2289412.841722 nChanged 761 SP:Iteration 7F (16793.940000 sec): 3 clusters Score: Raw -2294725.043713 + Penalty 4771.024184 = -2289954.019529 nChanged 673 SP:Iteration 8Q (16794.240000 sec): 3 clusters Score: Raw -2295227.399938 + Penalty 4771.024184 = -2290456.375754 nChanged 548 SP:Iteration 9Q (16794.510000 sec): 3 clusters Score: Raw -2295626.045087 + Penalty 4771.024184 = -2290855.020903 nChanged 435 SP:Iteration 10Q (16794.840000 sec): 3 clusters Score: Raw -2295951.546482 + Penalty 4771.024184 = -2291180.522298 nChanged 327 SP:Iteration 11Q (16795.090000 sec): 3 clusters Score: Raw -2296204.098120 + Penalty 4771.024184 = -2291433.073936 nChanged 232 SP:Iteration 12Q (16795.330000 sec): 3 clusters Score: Raw -2296359.357217 + Penalty 4771.024184 = -2291588.333033 nChanged 145 SP:Iteration 13Q (16795.660000 sec): 3 clusters Score: Raw -2296459.843040 + Penalty 4771.024184 = -2291688.818856 nChanged 116 SP:Iteration 14Q (16795.980000 sec): 3 clusters Score: Raw -2296537.463146 + Penalty 4771.024184 = -2291766.438962 nChanged 82 SP:Iteration 15Q (16796.210000 sec): 3 clusters Score: Raw -2296579.114591 + Penalty 4771.024184 = -2291808.090407 nChanged 57 SP:Iteration 16Q (16796.500000 sec): 3 clusters Score: Raw -2296606.663459 + Penalty 4771.024184 = -2291835.639275 nChanged 34 SP:Iteration 17Q (16796.740000 sec): 3 clusters Score: Raw -2296621.562667 + Penalty 4771.024184 = -2291850.538483 nChanged 28 SP:Iteration 18Q (16796.990000 sec): 3 clusters Score: Raw -2296634.198506 + Penalty 4771.024184 = -2291863.174322 nChanged 23 SP:Iteration 19Q (16797.260000 sec): 3 clusters Score: Raw -2296643.216505 + Penalty 4771.024184 = -2291872.192321 nChanged 23 SP:Iteration 20F (16797.500000 sec): 3 clusters Score: Raw -2296650.743131 + Penalty 4771.024184 = -2291879.718947 nChanged 25 SP:Iteration 21Q (16797.690000 sec): 3 clusters Score: Raw -2296662.009417 + Penalty 4771.024184 = -2291890.985233 nChanged 34 SP:Iteration 22Q (16797.940000 sec): 3 clusters Score: Raw -2296681.461330 + Penalty 4771.024184 = -2291910.437146 nChanged 44 SP:Iteration 23Q (16798.230000 sec): 3 clusters Score: Raw -2296709.586863 + Penalty 4771.024184 = -2291938.562679 nChanged 45 SP:Iteration 24Q (16798.460000 sec): 3 clusters Score: Raw -2296731.816529 + Penalty 4771.024184 = -2291960.792345 nChanged 35 SP:Iteration 25Q (16798.720000 sec): 3 clusters Score: Raw -2296752.226901 + Penalty 4771.024184 = -2291981.202717 nChanged 29 SP:Iteration 26Q (16798.940000 sec): 3 clusters Score: Raw -2296767.820762 + Penalty 4771.024184 = -2291996.796578 nChanged 25 SP:Iteration 27Q (16799.170000 sec): 3 clusters Score: Raw -2296780.137811 + Penalty 4771.024184 = -2292009.113627 nChanged 18 SP:Iteration 28Q (16799.440000 sec): 3 clusters Score: Raw -2296790.885960 + Penalty 4771.024184 = -2292019.861776 nChanged 16 SP:Iteration 29Q (16799.670000 sec): 3 clusters Score: Raw -2296801.531067 + Penalty 4771.024184 = -2292030.506883 nChanged 13 SP:Iteration 30Q (16799.900000 sec): 3 clusters Score: Raw -2296809.870010 + Penalty 4771.024184 = -2292038.845826 nChanged 16 SP:Iteration 31Q (16800.160000 sec): 3 clusters Score: Raw -2296816.098488 + Penalty 4771.024184 = -2292045.074304 nChanged 10 SP:Iteration 32Q (16800.410000 sec): 3 clusters Score: Raw -2296818.811478 + Penalty 4771.024184 = -2292047.787294 nChanged 5 SP:Iteration 33Q (16800.690000 sec): 3 clusters Score: Raw -2296820.475760 + Penalty 4771.024184 = -2292049.451576 nChanged 7 SP:Iteration 34Q (16800.940000 sec): 3 clusters Score: Raw -2296822.337454 + Penalty 4771.024184 = -2292051.313270 nChanged 8 SP:Iteration 35Q (16801.250000 sec): 3 clusters Score: Raw -2296826.703226 + Penalty 4771.024184 = -2292055.679042 nChanged 7 SP:Iteration 36Q (16801.490000 sec): 3 clusters Score: Raw -2296830.791132 + Penalty 4771.024184 = -2292059.766948 nChanged 9 SP:Iteration 37Q (16801.820000 sec): 3 clusters Score: Raw -2296835.532866 + Penalty 4771.024184 = -2292064.508682 nChanged 9 SP:Iteration 38Q (16802.100000 sec): 3 clusters Score: Raw -2296838.730782 + Penalty 4771.024184 = -2292067.706598 nChanged 7 SP:Iteration 39Q (16802.450000 sec): 3 clusters Score: Raw -2296840.361926 + Penalty 4771.024184 = -2292069.337742 nChanged 4 SP:Iteration 40F (16802.750000 sec): 3 clusters Score: Raw -2296841.101772 + Penalty 4771.024184 = -2292070.077588 nChanged 1 SP:Iteration 41Q (16803.020000 sec): 3 clusters Score: Raw -2296842.086678 + Penalty 4771.024184 = -2292071.062494 nChanged 2 SP:Iteration 42Q (16803.290000 sec): 3 clusters Score: Raw -2296842.338637 + Penalty 4771.024184 = -2292071.314453 nChanged 0 SP:Iteration 43F (16803.520000 sec): 3 clusters Score: Raw -2296842.338637 + Penalty 4771.024184 = -2292071.314453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16803.650000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16803.860000 sec): 3 clusters Score: Raw -135175.797901 + Penalty 3391.848980 = -131783.948921 nChanged 237 SP:Iteration 1F (16804.000000 sec): 3 clusters Score: Raw -135648.489009 + Penalty 3391.848980 = -132256.640030 nChanged 93 SP:Iteration 2F (16804.220000 sec): 3 clusters Score: Raw -135923.088826 + Penalty 3391.848980 = -132531.239846 nChanged 63 SP:Iteration 3F (16804.410000 sec): 3 clusters Score: Raw -136077.292033 + Penalty 3391.848980 = -132685.443053 nChanged 44 SP:Iteration 4Q (16804.610000 sec): 3 clusters Score: Raw -136211.073476 + Penalty 3391.848980 = -132819.224496 nChanged 46 SP:Iteration 5Q (16804.790000 sec): 3 clusters Score: Raw -136299.412320 + Penalty 3391.848980 = -132907.563340 nChanged 31 SP:Iteration 6Q (16804.990000 sec): 3 clusters Score: Raw -136371.649764 + Penalty 3391.848980 = -132979.800785 nChanged 26 SP:Iteration 7Q (16805.190000 sec): 3 clusters Score: Raw -136431.475816 + Penalty 3391.848980 = -133039.626836 nChanged 25 SP:Iteration 8Q (16805.330000 sec): 3 clusters Score: Raw -136485.781626 + Penalty 3391.848980 = -133093.932646 nChanged 23 SP:Iteration 9Q (16805.530000 sec): 3 clusters Score: Raw -136534.761538 + Penalty 3391.848980 = -133142.912559 nChanged 25 SP:Iteration 10Q (16805.690000 sec): 3 clusters Score: Raw -136641.684001 + Penalty 3391.848980 = -133249.835021 nChanged 27 SP:Iteration 11Q (16805.870000 sec): 3 clusters Score: Raw -136710.809681 + Penalty 3391.848980 = -133318.960701 nChanged 12 SP:Iteration 12Q (16806.050000 sec): 3 clusters Score: Raw -136741.936316 + Penalty 3391.848980 = -133350.087337 nChanged 9 SP:Iteration 13Q (16806.260000 sec): 3 clusters Score: Raw -136764.791070 + Penalty 3391.848980 = -133372.942090 nChanged 6 SP:Iteration 14Q (16806.480000 sec): 3 clusters Score: Raw -136798.530396 + Penalty 3391.848980 = -133406.681417 nChanged 4 SP:Iteration 15Q (16806.630000 sec): 3 clusters Score: Raw -136821.459067 + Penalty 3391.848980 = -133429.610087 nChanged 5 SP:Iteration 16Q (16806.820000 sec): 3 clusters Score: Raw -136833.092937 + Penalty 3391.848980 = -133441.243958 nChanged 1 SP:Iteration 17Q (16807.030000 sec): 3 clusters Score: Raw -136834.572647 + Penalty 3391.848980 = -133442.723668 nChanged 2 SP:Iteration 18Q (16807.220000 sec): 3 clusters Score: Raw -136837.537532 + Penalty 3391.848980 = -133445.688552 nChanged 1 SP:Iteration 19Q (16807.390000 sec): 3 clusters Score: Raw -136842.557115 + Penalty 3391.848980 = -133450.708135 nChanged 1 SP:Iteration 20F (16807.580000 sec): 3 clusters Score: Raw -136845.757493 + Penalty 3391.848980 = -133453.908513 nChanged 2 SP:Iteration 21Q (16807.770000 sec): 3 clusters Score: Raw -136869.773812 + Penalty 3391.848980 = -133477.924832 nChanged 5 SP:Iteration 22Q (16807.970000 sec): 3 clusters Score: Raw -136881.081493 + Penalty 3391.848980 = -133489.232513 nChanged 3 SP:Iteration 23Q (16808.120000 sec): 3 clusters Score: Raw -136889.556634 + Penalty 3391.848980 = -133497.707654 nChanged 4 SP:Iteration 24Q (16808.320000 sec): 3 clusters Score: Raw -136894.324209 + Penalty 3391.848980 = -133502.475229 nChanged 4 SP:Iteration 25Q (16808.470000 sec): 3 clusters Score: Raw -136899.502657 + Penalty 3391.848980 = -133507.653677 nChanged 0 SP:Iteration 26F (16808.670000 sec): 3 clusters Score: Raw -136899.502657 + Penalty 3391.848980 = -133507.653677 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16808.720000 sec): 2 clusters Score: Raw -29271.129719 + Penalty 1318.893758 = -27952.235960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16808.920000 sec): 3 clusters Score: Raw -29542.882113 + Penalty 2637.787517 = -26905.094596 nChanged 22 SP:Iteration 1F (16809.070000 sec): 3 clusters Score: Raw -29665.955466 + Penalty 2637.787517 = -27028.167949 nChanged 13 SP:Iteration 2F (16809.240000 sec): 3 clusters Score: Raw -29731.658188 + Penalty 2637.787517 = -27093.870672 nChanged 8 SP:Iteration 3Q (16809.450000 sec): 3 clusters Score: Raw -29765.372530 + Penalty 2637.787517 = -27127.585013 nChanged 6 SP:Iteration 4Q (16809.620000 sec): 3 clusters Score: Raw -29807.509972 + Penalty 2637.787517 = -27169.722456 nChanged 5 SP:Iteration 5Q (16809.760000 sec): 3 clusters Score: Raw -29851.244637 + Penalty 2637.787517 = -27213.457120 nChanged 4 SP:Iteration 6Q (16809.930000 sec): 3 clusters Score: Raw -29966.471493 + Penalty 2637.787517 = -27328.683976 nChanged 2 SP:Iteration 7Q (16810.180000 sec): 3 clusters Score: Raw -29979.530575 + Penalty 2637.787517 = -27341.743058 nChanged 1 SP:Iteration 8Q (16810.330000 sec): 3 clusters Score: Raw -29992.324392 + Penalty 2637.787517 = -27354.536875 nChanged 1 SP:Iteration 9Q (16810.530000 sec): 3 clusters Score: Raw -29998.772851 + Penalty 2637.787517 = -27360.985334 nChanged 1 SP:Iteration 10Q (16810.700000 sec): 3 clusters Score: Raw -30015.099358 + Penalty 2637.787517 = -27377.311841 nChanged 1 SP:Iteration 11Q (16810.880000 sec): 3 clusters Score: Raw -30025.103271 + Penalty 2637.787517 = -27387.315754 nChanged 3 SP:Iteration 12Q (16811.070000 sec): 3 clusters Score: Raw -30051.510548 + Penalty 2637.787517 = -27413.723031 nChanged 2 SP:Iteration 13Q (16811.250000 sec): 3 clusters Score: Raw -30069.500074 + Penalty 2637.787517 = -27431.712557 nChanged 2 SP:Iteration 14Q (16811.440000 sec): 3 clusters Score: Raw -30088.188456 + Penalty 2637.787517 = -27450.400940 nChanged 1 SP:Iteration 15Q (16811.620000 sec): 3 clusters Score: Raw -30096.326001 + Penalty 2637.787517 = -27458.538484 nChanged 0 SP:Iteration 16F (16811.820000 sec): 3 clusters Score: Raw -30097.207021 + Penalty 2637.787517 = -27459.419505 nChanged 1 SP:Iteration 17Q (16812.020000 sec): 3 clusters Score: Raw -30101.358107 + Penalty 2637.787517 = -27463.570590 nChanged 0 SP:Iteration 18F (16812.230000 sec): 3 clusters Score: Raw -30101.358107 + Penalty 2637.787517 = -27463.570590 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16812.330000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16812.540000 sec): 3 clusters Score: Raw -379916.840320 + Penalty 3887.231186 = -376029.609134 nChanged 858 SP:Iteration 1F (16812.790000 sec): 3 clusters Score: Raw -380536.334011 + Penalty 3887.231186 = -376649.102824 nChanged 210 SP:Iteration 2F (16813.010000 sec): 3 clusters Score: Raw -380709.825054 + Penalty 3887.231186 = -376822.593867 nChanged 126 SP:Iteration 3Q (16813.190000 sec): 3 clusters Score: Raw -380812.119796 + Penalty 3887.231186 = -376924.888610 nChanged 100 SP:Iteration 4Q (16813.430000 sec): 3 clusters Score: Raw -380890.029468 + Penalty 3887.231186 = -377002.798281 nChanged 62 SP:Iteration 5Q (16813.610000 sec): 3 clusters Score: Raw -380938.247751 + Penalty 3887.231186 = -377051.016565 nChanged 46 SP:Iteration 6Q (16813.810000 sec): 3 clusters Score: Raw -380970.440869 + Penalty 3887.231186 = -377083.209683 nChanged 40 SP:Iteration 7Q (16814.040000 sec): 3 clusters Score: Raw -380999.851440 + Penalty 3887.231186 = -377112.620253 nChanged 43 SP:Iteration 8Q (16814.190000 sec): 3 clusters Score: Raw -381032.162045 + Penalty 3887.231186 = -377144.930859 nChanged 49 SP:Iteration 9Q (16814.400000 sec): 3 clusters Score: Raw -381068.250484 + Penalty 3887.231186 = -377181.019298 nChanged 46 SP:Iteration 10Q (16814.600000 sec): 3 clusters Score: Raw -381096.653320 + Penalty 3887.231186 = -377209.422133 nChanged 42 SP:Iteration 11Q (16814.760000 sec): 3 clusters Score: Raw -381121.641281 + Penalty 3887.231186 = -377234.410094 nChanged 36 SP:Iteration 12Q (16814.960000 sec): 3 clusters Score: Raw -381139.336584 + Penalty 3887.231186 = -377252.105398 nChanged 14 SP:Iteration 13Q (16815.180000 sec): 3 clusters Score: Raw -381145.790611 + Penalty 3887.231186 = -377258.559425 nChanged 13 SP:Iteration 14Q (16815.330000 sec): 3 clusters Score: Raw -381153.895560 + Penalty 3887.231186 = -377266.664373 nChanged 20 SP:Iteration 15Q (16815.540000 sec): 3 clusters Score: Raw -381164.222716 + Penalty 3887.231186 = -377276.991530 nChanged 13 SP:Iteration 16Q (16815.710000 sec): 3 clusters Score: Raw -381170.237762 + Penalty 3887.231186 = -377283.006575 nChanged 15 SP:Iteration 17Q (16815.880000 sec): 3 clusters Score: Raw -381177.878228 + Penalty 3887.231186 = -377290.647042 nChanged 13 SP:Iteration 18Q (16816.060000 sec): 3 clusters Score: Raw -381185.072096 + Penalty 3887.231186 = -377297.840910 nChanged 16 SP:Iteration 19Q (16816.240000 sec): 3 clusters Score: Raw -381196.014586 + Penalty 3887.231186 = -377308.783399 nChanged 22 SP:Iteration 20F (16816.440000 sec): 3 clusters Score: Raw -381210.749559 + Penalty 3887.231186 = -377323.518373 nChanged 20 SP:Iteration 21Q (16816.650000 sec): 3 clusters Score: Raw -381223.301180 + Penalty 3887.231186 = -377336.069993 nChanged 17 SP:Iteration 22Q (16816.890000 sec): 3 clusters Score: Raw -381232.792558 + Penalty 3887.231186 = -377345.561372 nChanged 15 SP:Iteration 23Q (16817.040000 sec): 3 clusters Score: Raw -381243.831209 + Penalty 3887.231186 = -377356.600023 nChanged 13 SP:Iteration 24Q (16817.280000 sec): 3 clusters Score: Raw -381251.941578 + Penalty 3887.231186 = -377364.710392 nChanged 9 SP:Iteration 25Q (16817.430000 sec): 3 clusters Score: Raw -381259.887788 + Penalty 3887.231186 = -377372.656602 nChanged 11 SP:Iteration 26Q (16817.640000 sec): 3 clusters Score: Raw -381266.220058 + Penalty 3887.231186 = -377378.988872 nChanged 16 SP:Iteration 27Q (16817.780000 sec): 3 clusters Score: Raw -381277.030224 + Penalty 3887.231186 = -377389.799038 nChanged 14 SP:Iteration 28Q (16817.960000 sec): 3 clusters Score: Raw -381289.488488 + Penalty 3887.231186 = -377402.257302 nChanged 14 SP:Iteration 29Q (16818.190000 sec): 3 clusters Score: Raw -381297.964497 + Penalty 3887.231186 = -377410.733311 nChanged 13 SP:Iteration 30Q (16818.350000 sec): 3 clusters Score: Raw -381304.613457 + Penalty 3887.231186 = -377417.382271 nChanged 11 SP:Iteration 31Q (16818.550000 sec): 3 clusters Score: Raw -381313.189369 + Penalty 3887.231186 = -377425.958182 nChanged 16 SP:Iteration 32Q (16818.700000 sec): 3 clusters Score: Raw -381326.618076 + Penalty 3887.231186 = -377439.386890 nChanged 20 SP:Iteration 33Q (16818.910000 sec): 3 clusters Score: Raw -381339.942291 + Penalty 3887.231186 = -377452.711105 nChanged 17 SP:Iteration 34Q (16819.080000 sec): 3 clusters Score: Raw -381351.973534 + Penalty 3887.231186 = -377464.742347 nChanged 23 SP:Iteration 35Q (16819.270000 sec): 3 clusters Score: Raw -381368.550306 + Penalty 3887.231186 = -377481.319119 nChanged 19 SP:Iteration 36Q (16819.480000 sec): 3 clusters Score: Raw -381382.623563 + Penalty 3887.231186 = -377495.392376 nChanged 14 SP:Iteration 37Q (16819.690000 sec): 3 clusters Score: Raw -381393.940159 + Penalty 3887.231186 = -377506.708972 nChanged 13 SP:Iteration 38Q (16819.870000 sec): 3 clusters Score: Raw -381405.987191 + Penalty 3887.231186 = -377518.756005 nChanged 20 SP:Iteration 39Q (16820.110000 sec): 3 clusters Score: Raw -381423.183251 + Penalty 3887.231186 = -377535.952065 nChanged 20 SP:Iteration 40F (16820.280000 sec): 3 clusters Score: Raw -381444.592599 + Penalty 3887.231186 = -377557.361413 nChanged 18 SP:Iteration 41Q (16820.510000 sec): 3 clusters Score: Raw -381460.143369 + Penalty 3887.231186 = -377572.912183 nChanged 10 SP:Iteration 42Q (16820.720000 sec): 3 clusters Score: Raw -381467.459148 + Penalty 3887.231186 = -377580.227961 nChanged 7 SP:Iteration 43Q (16820.910000 sec): 3 clusters Score: Raw -381473.637397 + Penalty 3887.231186 = -377586.406211 nChanged 5 SP:Iteration 44Q (16821.110000 sec): 3 clusters Score: Raw -381477.610530 + Penalty 3887.231186 = -377590.379344 nChanged 3 SP:Iteration 45Q (16821.320000 sec): 3 clusters Score: Raw -381479.109610 + Penalty 3887.231186 = -377591.878424 nChanged 1 SP:Iteration 46Q (16821.540000 sec): 3 clusters Score: Raw -381480.077349 + Penalty 3887.231186 = -377592.846162 nChanged 1 SP:Iteration 47Q (16821.750000 sec): 3 clusters Score: Raw -381481.061380 + Penalty 3887.231186 = -377593.830193 nChanged 0 SP:Iteration 48F (16821.960000 sec): 3 clusters Score: Raw -381481.061380 + Penalty 3887.231186 = -377593.830193 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16822.060000 sec): 2 clusters Score: Raw -20911.870573 + Penalty 1287.853299 = -19624.017274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16822.260000 sec): 3 clusters Score: Raw -21381.600580 + Penalty 2575.706598 = -18805.893982 nChanged 29 SP:Iteration 1F (16822.410000 sec): 3 clusters Score: Raw -21516.447545 + Penalty 2575.706598 = -18940.740947 nChanged 11 SP:Iteration 2F (16822.590000 sec): 3 clusters Score: Raw -21592.080107 + Penalty 2575.706598 = -19016.373509 nChanged 5 SP:Iteration 3Q (16822.800000 sec): 3 clusters Score: Raw -21639.144333 + Penalty 2575.706598 = -19063.437735 nChanged 1 SP:Iteration 4Q (16823.000000 sec): 3 clusters Score: Raw -21643.512063 + Penalty 2575.706598 = -19067.805465 nChanged 1 SP:Iteration 5Q (16823.180000 sec): 3 clusters Score: Raw -21647.002811 + Penalty 2575.706598 = -19071.296213 nChanged 0 SP:Iteration 6F (16823.370000 sec): 3 clusters Score: Raw -21647.002811 + Penalty 2575.706598 = -19071.296213 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16823.470000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16823.670000 sec): 3 clusters Score: Raw -29472.954950 + Penalty 2744.561186 = -26728.393764 nChanged 37 SP:Iteration 1F (16823.860000 sec): 3 clusters Score: Raw -29753.521895 + Penalty 2744.561186 = -27008.960709 nChanged 17 SP:Iteration 2F (16824.040000 sec): 3 clusters Score: Raw -29916.289001 + Penalty 2744.561186 = -27171.727815 nChanged 14 SP:Iteration 3F (16824.220000 sec): 3 clusters Score: Raw -30010.005470 + Penalty 2744.561186 = -27265.444284 nChanged 3 SP:Iteration 4Q (16824.420000 sec): 3 clusters Score: Raw -30021.879053 + Penalty 2744.561186 = -27277.317867 nChanged 2 SP:Iteration 5Q (16824.610000 sec): 3 clusters Score: Raw -30038.159723 + Penalty 2744.561186 = -27293.598537 nChanged 3 SP:Iteration 6Q (16824.770000 sec): 3 clusters Score: Raw -30064.707073 + Penalty 2744.561186 = -27320.145887 nChanged 3 SP:Iteration 7Q (16824.940000 sec): 3 clusters Score: Raw -30092.574511 + Penalty 2744.561186 = -27348.013324 nChanged 2 SP:Iteration 8Q (16825.150000 sec): 3 clusters Score: Raw -30106.601873 + Penalty 2744.561186 = -27362.040687 nChanged 0 SP:Iteration 9F (16825.370000 sec): 3 clusters Score: Raw -30106.601873 + Penalty 2744.561186 = -27362.040687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16825.470000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16825.660000 sec): 3 clusters Score: Raw -160219.809080 + Penalty 3453.742233 = -156766.066847 nChanged 285 SP:Iteration 1F (16825.810000 sec): 3 clusters Score: Raw -160674.888048 + Penalty 3453.742233 = -157221.145815 nChanged 88 SP:Iteration 2F (16826.000000 sec): 3 clusters Score: Raw -160821.962040 + Penalty 3453.742233 = -157368.219807 nChanged 39 SP:Iteration 3Q (16826.170000 sec): 3 clusters Score: Raw -160885.432043 + Penalty 3453.742233 = -157431.689810 nChanged 31 SP:Iteration 4Q (16826.360000 sec): 3 clusters Score: Raw -160930.980703 + Penalty 3453.742233 = -157477.238470 nChanged 20 SP:Iteration 5Q (16826.540000 sec): 3 clusters Score: Raw -160950.920197 + Penalty 3453.742233 = -157497.177964 nChanged 10 SP:Iteration 6Q (16826.740000 sec): 3 clusters Score: Raw -160964.543588 + Penalty 3453.742233 = -157510.801355 nChanged 13 SP:Iteration 7Q (16826.870000 sec): 3 clusters Score: Raw -160980.018829 + Penalty 3453.742233 = -157526.276596 nChanged 12 SP:Iteration 8Q (16827.050000 sec): 3 clusters Score: Raw -160993.660194 + Penalty 3453.742233 = -157539.917961 nChanged 8 SP:Iteration 9Q (16827.250000 sec): 3 clusters Score: Raw -161005.728221 + Penalty 3453.742233 = -157551.985988 nChanged 5 SP:Iteration 10Q (16827.430000 sec): 3 clusters Score: Raw -161010.757937 + Penalty 3453.742233 = -157557.015704 nChanged 3 SP:Iteration 11Q (16827.560000 sec): 3 clusters Score: Raw -161013.307264 + Penalty 3453.742233 = -157559.565031 nChanged 1 SP:Iteration 12Q (16827.740000 sec): 3 clusters Score: Raw -161015.996058 + Penalty 3453.742233 = -157562.253825 nChanged 5 SP:Iteration 13Q (16827.920000 sec): 3 clusters Score: Raw -161022.284304 + Penalty 3453.742233 = -157568.542071 nChanged 3 SP:Iteration 14Q (16828.110000 sec): 3 clusters Score: Raw -161024.615165 + Penalty 3453.742233 = -157570.872932 nChanged 1 SP:Iteration 15Q (16828.300000 sec): 3 clusters Score: Raw -161027.368171 + Penalty 3453.742233 = -157573.625938 nChanged 1 SP:Iteration 16Q (16828.430000 sec): 3 clusters Score: Raw -161028.892433 + Penalty 3453.742233 = -157575.150200 nChanged 2 SP:Iteration 17Q (16828.630000 sec): 3 clusters Score: Raw -161031.979242 + Penalty 3453.742233 = -157578.237009 nChanged 0 SP:Iteration 18F (16828.790000 sec): 3 clusters Score: Raw -161031.979242 + Penalty 3453.742233 = -157578.237009 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16829.030000 sec): 2 clusters Score: Raw -3890539.721982 + Penalty 2505.999152 = -3888033.722830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16829.320000 sec): 3 clusters Score: Raw -3876134.718631 + Penalty 5011.998305 = -3871122.720326 nChanged 10835 SP:Iteration 1F (16829.660000 sec): 3 clusters Score: Raw -3882110.413548 + Penalty 5011.998305 = -3877098.415243 nChanged 1297 SP:Iteration 2F (16829.960000 sec): 3 clusters Score: Raw -3882675.785560 + Penalty 5011.998305 = -3877663.787255 nChanged 1209 SP:Iteration 3Q (16830.320000 sec): 3 clusters Score: Raw -3883266.580711 + Penalty 5011.998305 = -3878254.582406 nChanged 1248 SP:Iteration 4F (16830.610000 sec): 3 clusters Score: Raw -3884040.319596 + Penalty 5011.998305 = -3879028.321291 nChanged 1293 SP:Iteration 5F (16830.910000 sec): 3 clusters Score: Raw -3884976.571216 + Penalty 5011.998305 = -3879964.572911 nChanged 1349 SP:Iteration 6F (16831.190000 sec): 3 clusters Score: Raw -3885947.214394 + Penalty 5011.998305 = -3880935.216090 nChanged 1311 SP:Iteration 7F (16831.510000 sec): 3 clusters Score: Raw -3886860.886807 + Penalty 5011.998305 = -3881848.888503 nChanged 1186 SP:Iteration 8Q (16831.820000 sec): 3 clusters Score: Raw -3887580.494143 + Penalty 5011.998305 = -3882568.495839 nChanged 1024 SP:Iteration 9Q (16832.110000 sec): 3 clusters Score: Raw -3888155.942915 + Penalty 5011.998305 = -3883143.944611 nChanged 974 SP:Iteration 10Q (16832.430000 sec): 3 clusters Score: Raw -3888675.456227 + Penalty 5011.998305 = -3883663.457923 nChanged 849 SP:Iteration 11Q (16832.770000 sec): 3 clusters Score: Raw -3889078.361545 + Penalty 5011.998305 = -3884066.363241 nChanged 747 SP:Iteration 12Q (16833.100000 sec): 3 clusters Score: Raw -3889423.921510 + Penalty 5011.998305 = -3884411.923206 nChanged 690 SP:Iteration 13Q (16833.400000 sec): 3 clusters Score: Raw -3889750.577966 + Penalty 5011.998305 = -3884738.579661 nChanged 536 SP:Iteration 14Q (16833.740000 sec): 3 clusters Score: Raw -3889993.153008 + Penalty 5011.998305 = -3884981.154704 nChanged 474 SP:Iteration 15Q (16834.030000 sec): 3 clusters Score: Raw -3890182.782896 + Penalty 5011.998305 = -3885170.784592 nChanged 427 SP:Iteration 16Q (16834.370000 sec): 3 clusters Score: Raw -3890340.680006 + Penalty 5011.998305 = -3885328.681702 nChanged 313 SP:Iteration 17Q (16834.710000 sec): 3 clusters Score: Raw -3890439.761936 + Penalty 5011.998305 = -3885427.763631 nChanged 261 SP:Iteration 18Q (16835.050000 sec): 3 clusters Score: Raw -3890504.600152 + Penalty 5011.998305 = -3885492.601848 nChanged 191 SP:Iteration 19Q (16835.340000 sec): 3 clusters Score: Raw -3890541.849443 + Penalty 5011.998305 = -3885529.851138 nChanged 129 SP:Iteration 20F (16835.650000 sec): 3 clusters Score: Raw -3890562.542801 + Penalty 5011.998305 = -3885550.544497 nChanged 95 SP:Iteration 21Q (16836.020000 sec): 3 clusters Score: Raw -3890575.782083 + Penalty 5011.998305 = -3885563.783778 nChanged 82 SP:Iteration 22Q (16836.340000 sec): 3 clusters Score: Raw -3890585.831339 + Penalty 5011.998305 = -3885573.833035 nChanged 73 SP:Iteration 23Q (16836.630000 sec): 3 clusters Score: Raw -3890594.917902 + Penalty 5011.998305 = -3885582.919597 nChanged 67 SP:Iteration 24Q (16836.930000 sec): 3 clusters Score: Raw -3890602.770833 + Penalty 5011.998305 = -3885590.772528 nChanged 45 SP:Iteration 25Q (16837.280000 sec): 3 clusters Score: Raw -3890607.804927 + Penalty 5011.998305 = -3885595.806622 nChanged 41 SP:Iteration 26Q (16837.600000 sec): 3 clusters Score: Raw -3890611.878772 + Penalty 5011.998305 = -3885599.880468 nChanged 37 SP:Iteration 27Q (16837.890000 sec): 3 clusters Score: Raw -3890615.031925 + Penalty 5011.998305 = -3885603.033620 nChanged 25 SP:Iteration 28Q (16838.180000 sec): 3 clusters Score: Raw -3890616.830455 + Penalty 5011.998305 = -3885604.832150 nChanged 15 SP:Iteration 29Q (16838.450000 sec): 3 clusters Score: Raw -3890617.923385 + Penalty 5011.998305 = -3885605.925080 nChanged 13 SP:Iteration 30Q (16838.740000 sec): 3 clusters Score: Raw -3890618.948758 + Penalty 5011.998305 = -3885606.950454 nChanged 13 SP:Iteration 31Q (16839.020000 sec): 3 clusters Score: Raw -3890619.745940 + Penalty 5011.998305 = -3885607.747635 nChanged 6 SP:Iteration 32Q (16839.290000 sec): 3 clusters Score: Raw -3890620.154392 + Penalty 5011.998305 = -3885608.156087 nChanged 9 SP:Iteration 33Q (16839.590000 sec): 3 clusters Score: Raw -3890620.776413 + Penalty 5011.998305 = -3885608.778108 nChanged 4 SP:Iteration 34Q (16839.900000 sec): 3 clusters Score: Raw -3890621.047622 + Penalty 5011.998305 = -3885609.049318 nChanged 6 SP:Iteration 35Q (16840.160000 sec): 3 clusters Score: Raw -3890621.379908 + Penalty 5011.998305 = -3885609.381604 nChanged 4 SP:Iteration 36Q (16840.440000 sec): 3 clusters Score: Raw -3890621.649339 + Penalty 5011.998305 = -3885609.651035 nChanged 4 SP:Iteration 37Q (16840.770000 sec): 3 clusters Score: Raw -3890621.927445 + Penalty 5011.998305 = -3885609.929141 nChanged 5 SP:Iteration 38Q (16841.080000 sec): 3 clusters Score: Raw -3890622.181555 + Penalty 5011.998305 = -3885610.183251 nChanged 5 SP:Iteration 39Q (16841.370000 sec): 3 clusters Score: Raw -3890622.530444 + Penalty 5011.998305 = -3885610.532139 nChanged 5 SP:Iteration 40F (16841.680000 sec): 3 clusters Score: Raw -3890622.739231 + Penalty 5011.998305 = -3885610.740927 nChanged 1 SP:Iteration 41Q (16842.030000 sec): 3 clusters Score: Raw -3890622.774908 + Penalty 5011.998305 = -3885610.776604 nChanged 4 SP:Iteration 42Q (16842.390000 sec): 3 clusters Score: Raw -3890623.164458 + Penalty 5011.998305 = -3885611.166153 nChanged 4 SP:Iteration 43Q (16842.690000 sec): 3 clusters Score: Raw -3890623.383619 + Penalty 5011.998305 = -3885611.385315 nChanged 2 SP:Iteration 44Q (16843.000000 sec): 3 clusters Score: Raw -3890623.511270 + Penalty 5011.998305 = -3885611.512966 nChanged 0 SP:Iteration 45F (16843.310000 sec): 3 clusters Score: Raw -3890623.511270 + Penalty 5011.998305 = -3885611.512966 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16843.420000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16843.610000 sec): 3 clusters Score: Raw -71881.607070 + Penalty 3004.164871 = -68877.442199 nChanged 64 SP:Iteration 1F (16843.790000 sec): 3 clusters Score: Raw -72005.729465 + Penalty 3004.164871 = -69001.564595 nChanged 15 SP:Iteration 2Q (16843.930000 sec): 3 clusters Score: Raw -72044.956051 + Penalty 3004.164871 = -69040.791180 nChanged 5 SP:Iteration 3Q (16844.120000 sec): 3 clusters Score: Raw -72065.567735 + Penalty 3004.164871 = -69061.402864 nChanged 3 SP:Iteration 4Q (16844.320000 sec): 3 clusters Score: Raw -72070.508028 + Penalty 3004.164871 = -69066.343157 nChanged 3 SP:Iteration 5Q (16844.520000 sec): 3 clusters Score: Raw -72076.784499 + Penalty 3004.164871 = -69072.619628 nChanged 0 SP:Iteration 6F (16844.730000 sec): 3 clusters Score: Raw -72076.784499 + Penalty 3004.164871 = -69072.619628 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16844.920000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16845.190000 sec): 3 clusters Score: Raw -2666069.519226 + Penalty 4830.235008 = -2661239.284218 nChanged 7307 SP:Iteration 1F (16845.470000 sec): 3 clusters Score: Raw -2669935.991112 + Penalty 4830.235008 = -2665105.756104 nChanged 976 SP:Iteration 2F (16845.760000 sec): 3 clusters Score: Raw -2670323.312044 + Penalty 4830.235008 = -2665493.077036 nChanged 848 SP:Iteration 3F (16846.060000 sec): 3 clusters Score: Raw -2670634.922334 + Penalty 4830.235008 = -2665804.687326 nChanged 712 SP:Iteration 4Q (16846.330000 sec): 3 clusters Score: Raw -2670902.023442 + Penalty 4830.235008 = -2666071.788434 nChanged 659 SP:Iteration 5Q (16846.620000 sec): 3 clusters Score: Raw -2671165.698915 + Penalty 4830.235008 = -2666335.463906 nChanged 698 SP:Iteration 6Q (16846.910000 sec): 3 clusters Score: Raw -2671465.233054 + Penalty 4830.235008 = -2666634.998046 nChanged 730 SP:Iteration 7Q (16847.170000 sec): 3 clusters Score: Raw -2671819.396265 + Penalty 4830.235008 = -2666989.161257 nChanged 806 SP:Iteration 8Q (16847.470000 sec): 3 clusters Score: Raw -2672254.385731 + Penalty 4830.235008 = -2667424.150723 nChanged 867 SP:Iteration 9F (16847.720000 sec): 3 clusters Score: Raw -2672745.613191 + Penalty 4830.235008 = -2667915.378183 nChanged 838 SP:Iteration 10Q (16848.020000 sec): 3 clusters Score: Raw -2673249.918909 + Penalty 4830.235008 = -2668419.683901 nChanged 762 SP:Iteration 11Q (16848.280000 sec): 3 clusters Score: Raw -2673769.464261 + Penalty 4830.235008 = -2668939.229252 nChanged 760 SP:Iteration 12Q (16848.540000 sec): 3 clusters Score: Raw -2674319.861856 + Penalty 4830.235008 = -2669489.626848 nChanged 620 SP:Iteration 13Q (16848.780000 sec): 3 clusters Score: Raw -2674763.112479 + Penalty 4830.235008 = -2669932.877471 nChanged 475 SP:Iteration 14Q (16849.050000 sec): 3 clusters Score: Raw -2675105.330864 + Penalty 4830.235008 = -2670275.095856 nChanged 355 SP:Iteration 15Q (16849.330000 sec): 3 clusters Score: Raw -2675369.637650 + Penalty 4830.235008 = -2670539.402642 nChanged 251 SP:Iteration 16Q (16849.580000 sec): 3 clusters Score: Raw -2675557.151022 + Penalty 4830.235008 = -2670726.916014 nChanged 187 SP:Iteration 17Q (16849.830000 sec): 3 clusters Score: Raw -2675711.824467 + Penalty 4830.235008 = -2670881.589459 nChanged 118 SP:Iteration 18Q (16850.080000 sec): 3 clusters Score: Raw -2675810.178878 + Penalty 4830.235008 = -2670979.943870 nChanged 79 SP:Iteration 19Q (16850.310000 sec): 3 clusters Score: Raw -2675884.344180 + Penalty 4830.235008 = -2671054.109172 nChanged 55 SP:Iteration 20F (16850.610000 sec): 3 clusters Score: Raw -2675941.294113 + Penalty 4830.235008 = -2671111.059105 nChanged 38 SP:Iteration 21Q (16850.880000 sec): 3 clusters Score: Raw -2675976.971084 + Penalty 4830.235008 = -2671146.736076 nChanged 21 SP:Iteration 22Q (16851.090000 sec): 3 clusters Score: Raw -2675994.224755 + Penalty 4830.235008 = -2671163.989747 nChanged 15 SP:Iteration 23Q (16851.370000 sec): 3 clusters Score: Raw -2676005.721063 + Penalty 4830.235008 = -2671175.486055 nChanged 9 SP:Iteration 24Q (16851.590000 sec): 3 clusters Score: Raw -2676012.963196 + Penalty 4830.235008 = -2671182.728188 nChanged 9 SP:Iteration 25Q (16851.870000 sec): 3 clusters Score: Raw -2676019.708002 + Penalty 4830.235008 = -2671189.472994 nChanged 8 SP:Iteration 26Q (16852.150000 sec): 3 clusters Score: Raw -2676025.000533 + Penalty 4830.235008 = -2671194.765525 nChanged 2 SP:Iteration 27Q (16852.430000 sec): 3 clusters Score: Raw -2676025.758203 + Penalty 4830.235008 = -2671195.523195 nChanged 3 SP:Iteration 28Q (16852.650000 sec): 3 clusters Score: Raw -2676027.797383 + Penalty 4830.235008 = -2671197.562375 nChanged 2 SP:Iteration 29Q (16852.950000 sec): 3 clusters Score: Raw -2676028.609955 + Penalty 4830.235008 = -2671198.374947 nChanged 1 SP:Iteration 30Q (16853.210000 sec): 3 clusters Score: Raw -2676029.333836 + Penalty 4830.235008 = -2671199.098827 nChanged 1 SP:Iteration 31Q (16853.420000 sec): 3 clusters Score: Raw -2676030.580859 + Penalty 4830.235008 = -2671200.345850 nChanged 3 SP:Iteration 32Q (16853.670000 sec): 3 clusters Score: Raw -2676032.808619 + Penalty 4830.235008 = -2671202.573611 nChanged 1 SP:Iteration 33Q (16853.930000 sec): 3 clusters Score: Raw -2676033.241346 + Penalty 4830.235008 = -2671203.006338 nChanged 0 SP:Iteration 34F (16854.210000 sec): 3 clusters Score: Raw -2676033.241346 + Penalty 4830.235008 = -2671203.006338 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16854.650000 sec): 2 clusters Score: Raw -12684684.558975 + Penalty 2797.573754 = -12681886.985221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16855.290000 sec): 3 clusters Score: Raw -12634499.688866 + Penalty 5595.147509 = -12628904.541357 nChanged 37164 SP:Iteration 1F (16855.830000 sec): 3 clusters Score: Raw -12655209.332484 + Penalty 5595.147509 = -12649614.184975 nChanged 2765 SP:Iteration 2Q (16856.440000 sec): 3 clusters Score: Raw -12655916.659740 + Penalty 5595.147509 = -12650321.512231 nChanged 2943 SP:Iteration 3Q (16857.070000 sec): 3 clusters Score: Raw -12656730.366233 + Penalty 5595.147509 = -12651135.218724 nChanged 3077 SP:Iteration 4Q (16857.710000 sec): 3 clusters Score: Raw -12657708.700979 + Penalty 5595.147509 = -12652113.553470 nChanged 3444 SP:Iteration 5Q (16858.370000 sec): 3 clusters Score: Raw -12659022.827584 + Penalty 5595.147509 = -12653427.680075 nChanged 3961 SP:Iteration 6Q (16859.020000 sec): 3 clusters Score: Raw -12660718.038782 + Penalty 5595.147509 = -12655122.891273 nChanged 4359 SP:Iteration 7F (16859.650000 sec): 3 clusters Score: Raw -12662776.178372 + Penalty 5595.147509 = -12657181.030864 nChanged 4511 SP:Iteration 8F (16860.310000 sec): 3 clusters Score: Raw -12665028.676482 + Penalty 5595.147509 = -12659433.528973 nChanged 4547 SP:Iteration 9F (16860.910000 sec): 3 clusters Score: Raw -12667467.128312 + Penalty 5595.147509 = -12661871.980804 nChanged 4445 SP:Iteration 10F (16861.540000 sec): 3 clusters Score: Raw -12670003.421953 + Penalty 5595.147509 = -12664408.274444 nChanged 4267 SP:Iteration 11F (16862.150000 sec): 3 clusters Score: Raw -12672679.655312 + Penalty 5595.147509 = -12667084.507803 nChanged 4074 SP:Iteration 12F (16862.800000 sec): 3 clusters Score: Raw -12675375.803398 + Penalty 5595.147509 = -12669780.655889 nChanged 3644 SP:Iteration 13Q (16863.460000 sec): 3 clusters Score: Raw -12677936.568656 + Penalty 5595.147509 = -12672341.421147 nChanged 3100 SP:Iteration 14Q (16864.040000 sec): 3 clusters Score: Raw -12680281.914787 + Penalty 5595.147509 = -12674686.767278 nChanged 2378 SP:Iteration 15Q (16864.770000 sec): 3 clusters Score: Raw -12682161.155187 + Penalty 5595.147509 = -12676566.007679 nChanged 1601 SP:Iteration 16Q (16865.390000 sec): 3 clusters Score: Raw -12683474.595235 + Penalty 5595.147509 = -12677879.447727 nChanged 926 SP:Iteration 17Q (16865.970000 sec): 3 clusters Score: Raw -12684205.721774 + Penalty 5595.147509 = -12678610.574265 nChanged 456 SP:Iteration 18Q (16866.510000 sec): 3 clusters Score: Raw -12684563.881860 + Penalty 5595.147509 = -12678968.734351 nChanged 212 SP:Iteration 19Q (16867.030000 sec): 3 clusters Score: Raw -12684737.122728 + Penalty 5595.147509 = -12679141.975219 nChanged 95 SP:Iteration 20F (16867.590000 sec): 3 clusters Score: Raw -12684822.548909 + Penalty 5595.147509 = -12679227.401400 nChanged 61 SP:Iteration 21Q (16868.090000 sec): 3 clusters Score: Raw -12684873.926030 + Penalty 5595.147509 = -12679278.778521 nChanged 43 SP:Iteration 22Q (16868.620000 sec): 3 clusters Score: Raw -12684911.429783 + Penalty 5595.147509 = -12679316.282274 nChanged 31 SP:Iteration 23Q (16869.150000 sec): 3 clusters Score: Raw -12684938.618328 + Penalty 5595.147509 = -12679343.470819 nChanged 26 SP:Iteration 24Q (16869.650000 sec): 3 clusters Score: Raw -12684964.809935 + Penalty 5595.147509 = -12679369.662426 nChanged 26 SP:Iteration 25Q (16870.150000 sec): 3 clusters Score: Raw -12684988.550802 + Penalty 5595.147509 = -12679393.403293 nChanged 13 SP:Iteration 26Q (16870.660000 sec): 3 clusters Score: Raw -12685000.629540 + Penalty 5595.147509 = -12679405.482031 nChanged 10 SP:Iteration 27Q (16871.160000 sec): 3 clusters Score: Raw -12685008.854569 + Penalty 5595.147509 = -12679413.707061 nChanged 3 SP:Iteration 28Q (16871.710000 sec): 3 clusters Score: Raw -12685011.697483 + Penalty 5595.147509 = -12679416.549974 nChanged 2 SP:Iteration 29Q (16872.270000 sec): 3 clusters Score: Raw -12685012.930886 + Penalty 5595.147509 = -12679417.783378 nChanged 0 SP:Iteration 30F (16872.830000 sec): 3 clusters Score: Raw -12685012.930886 + Penalty 5595.147509 = -12679417.783378 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16873.030000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16873.410000 sec): 3 clusters Score: Raw -5030580.559997 + Penalty 5150.693168 = -5025429.866829 nChanged 14607 SP:Iteration 1F (16873.740000 sec): 3 clusters Score: Raw -5038569.542519 + Penalty 5150.693168 = -5033418.849352 nChanged 1532 SP:Iteration 2Q (16874.100000 sec): 3 clusters Score: Raw -5039072.383968 + Penalty 5150.693168 = -5033921.690800 nChanged 1355 SP:Iteration 3Q (16874.470000 sec): 3 clusters Score: Raw -5039493.910707 + Penalty 5150.693168 = -5034343.217540 nChanged 1190 SP:Iteration 4Q (16874.870000 sec): 3 clusters Score: Raw -5039894.254265 + Penalty 5150.693168 = -5034743.561097 nChanged 1181 SP:Iteration 5Q (16875.240000 sec): 3 clusters Score: Raw -5040335.285468 + Penalty 5150.693168 = -5035184.592300 nChanged 1186 SP:Iteration 6Q (16875.600000 sec): 3 clusters Score: Raw -5040852.635231 + Penalty 5150.693168 = -5035701.942063 nChanged 1317 SP:Iteration 7Q (16875.990000 sec): 3 clusters Score: Raw -5041519.111528 + Penalty 5150.693168 = -5036368.418361 nChanged 1472 SP:Iteration 8Q (16876.350000 sec): 3 clusters Score: Raw -5042440.111410 + Penalty 5150.693168 = -5037289.418243 nChanged 1649 SP:Iteration 9F (16876.770000 sec): 3 clusters Score: Raw -5043610.847742 + Penalty 5150.693168 = -5038460.154574 nChanged 1745 SP:Iteration 10F (16877.100000 sec): 3 clusters Score: Raw -5045009.526391 + Penalty 5150.693168 = -5039858.833223 nChanged 1687 SP:Iteration 11F (16877.450000 sec): 3 clusters Score: Raw -5046463.502051 + Penalty 5150.693168 = -5041312.808883 nChanged 1420 SP:Iteration 12Q (16877.860000 sec): 3 clusters Score: Raw -5047595.617083 + Penalty 5150.693168 = -5042444.923916 nChanged 1077 SP:Iteration 13Q (16878.220000 sec): 3 clusters Score: Raw -5048411.958414 + Penalty 5150.693168 = -5043261.265247 nChanged 830 SP:Iteration 14Q (16878.580000 sec): 3 clusters Score: Raw -5048971.970993 + Penalty 5150.693168 = -5043821.277825 nChanged 622 SP:Iteration 15Q (16878.980000 sec): 3 clusters Score: Raw -5049353.781857 + Penalty 5150.693168 = -5044203.088690 nChanged 476 SP:Iteration 16Q (16879.290000 sec): 3 clusters Score: Raw -5049648.205787 + Penalty 5150.693168 = -5044497.512620 nChanged 349 SP:Iteration 17Q (16879.640000 sec): 3 clusters Score: Raw -5049852.750445 + Penalty 5150.693168 = -5044702.057278 nChanged 243 SP:Iteration 18Q (16879.950000 sec): 3 clusters Score: Raw -5049989.965419 + Penalty 5150.693168 = -5044839.272252 nChanged 197 SP:Iteration 19Q (16880.260000 sec): 3 clusters Score: Raw -5050092.013960 + Penalty 5150.693168 = -5044941.320792 nChanged 160 SP:Iteration 20F (16880.610000 sec): 3 clusters Score: Raw -5050173.653706 + Penalty 5150.693168 = -5045022.960538 nChanged 107 SP:Iteration 21Q (16880.880000 sec): 3 clusters Score: Raw -5050233.456753 + Penalty 5150.693168 = -5045082.763586 nChanged 101 SP:Iteration 22Q (16881.170000 sec): 3 clusters Score: Raw -5050289.381059 + Penalty 5150.693168 = -5045138.687891 nChanged 87 SP:Iteration 23Q (16881.450000 sec): 3 clusters Score: Raw -5050335.390759 + Penalty 5150.693168 = -5045184.697592 nChanged 60 SP:Iteration 24Q (16881.760000 sec): 3 clusters Score: Raw -5050365.742930 + Penalty 5150.693168 = -5045215.049762 nChanged 55 SP:Iteration 25Q (16882.080000 sec): 3 clusters Score: Raw -5050391.779296 + Penalty 5150.693168 = -5045241.086128 nChanged 39 SP:Iteration 26Q (16882.440000 sec): 3 clusters Score: Raw -5050410.556992 + Penalty 5150.693168 = -5045259.863825 nChanged 27 SP:Iteration 27Q (16882.840000 sec): 3 clusters Score: Raw -5050427.280275 + Penalty 5150.693168 = -5045276.587107 nChanged 30 SP:Iteration 28Q (16883.150000 sec): 3 clusters Score: Raw -5050444.110058 + Penalty 5150.693168 = -5045293.416890 nChanged 26 SP:Iteration 29Q (16883.480000 sec): 3 clusters Score: Raw -5050460.576162 + Penalty 5150.693168 = -5045309.882994 nChanged 15 SP:Iteration 30Q (16883.800000 sec): 3 clusters Score: Raw -5050468.392158 + Penalty 5150.693168 = -5045317.698990 nChanged 16 SP:Iteration 31Q (16884.160000 sec): 3 clusters Score: Raw -5050477.498403 + Penalty 5150.693168 = -5045326.805235 nChanged 20 SP:Iteration 32Q (16884.500000 sec): 3 clusters Score: Raw -5050491.049492 + Penalty 5150.693168 = -5045340.356325 nChanged 18 SP:Iteration 33Q (16884.810000 sec): 3 clusters Score: Raw -5050500.523558 + Penalty 5150.693168 = -5045349.830390 nChanged 20 SP:Iteration 34Q (16885.080000 sec): 3 clusters Score: Raw -5050510.261661 + Penalty 5150.693168 = -5045359.568494 nChanged 19 SP:Iteration 35Q (16885.380000 sec): 3 clusters Score: Raw -5050519.422803 + Penalty 5150.693168 = -5045368.729636 nChanged 13 SP:Iteration 36Q (16885.700000 sec): 3 clusters Score: Raw -5050526.763877 + Penalty 5150.693168 = -5045376.070710 nChanged 13 SP:Iteration 37Q (16885.980000 sec): 3 clusters Score: Raw -5050533.329244 + Penalty 5150.693168 = -5045382.636077 nChanged 8 SP:Iteration 38Q (16886.270000 sec): 3 clusters Score: Raw -5050537.251191 + Penalty 5150.693168 = -5045386.558023 nChanged 8 SP:Iteration 39Q (16886.570000 sec): 3 clusters Score: Raw -5050542.009993 + Penalty 5150.693168 = -5045391.316826 nChanged 10 SP:Iteration 40F (16886.880000 sec): 3 clusters Score: Raw -5050547.243474 + Penalty 5150.693168 = -5045396.550306 nChanged 9 SP:Iteration 41Q (16887.180000 sec): 3 clusters Score: Raw -5050551.093743 + Penalty 5150.693168 = -5045400.400575 nChanged 5 SP:Iteration 42Q (16887.520000 sec): 3 clusters Score: Raw -5050554.031350 + Penalty 5150.693168 = -5045403.338183 nChanged 8 SP:Iteration 43Q (16887.820000 sec): 3 clusters Score: Raw -5050558.820898 + Penalty 5150.693168 = -5045408.127730 nChanged 8 SP:Iteration 44Q (16888.120000 sec): 3 clusters Score: Raw -5050564.038556 + Penalty 5150.693168 = -5045413.345389 nChanged 12 SP:Iteration 45Q (16888.480000 sec): 3 clusters Score: Raw -5050568.988698 + Penalty 5150.693168 = -5045418.295530 nChanged 8 SP:Iteration 46Q (16888.770000 sec): 3 clusters Score: Raw -5050572.479355 + Penalty 5150.693168 = -5045421.786187 nChanged 4 SP:Iteration 47Q (16889.100000 sec): 3 clusters Score: Raw -5050574.966967 + Penalty 5150.693168 = -5045424.273799 nChanged 5 SP:Iteration 48Q (16889.420000 sec): 3 clusters Score: Raw -5050577.480376 + Penalty 5150.693168 = -5045426.787208 nChanged 3 SP:Iteration 49Q (16889.680000 sec): 3 clusters Score: Raw -5050578.790009 + Penalty 5150.693168 = -5045428.096841 nChanged 2 SP:Iteration 50Q (16889.990000 sec): 3 clusters Score: Raw -5050580.149840 + Penalty 5150.693168 = -5045429.456673 nChanged 2 SP:Iteration 51Q (16890.290000 sec): 3 clusters Score: Raw -5050582.032374 + Penalty 5150.693168 = -5045431.339206 nChanged 6 SP:Iteration 52Q (16890.590000 sec): 3 clusters Score: Raw -5050585.911707 + Penalty 5150.693168 = -5045435.218540 nChanged 8 SP:Iteration 53Q (16890.940000 sec): 3 clusters Score: Raw -5050589.889268 + Penalty 5150.693168 = -5045439.196100 nChanged 4 SP:Iteration 54Q (16891.240000 sec): 3 clusters Score: Raw -5050591.286754 + Penalty 5150.693168 = -5045440.593586 nChanged 3 SP:Iteration 55Q (16891.550000 sec): 3 clusters Score: Raw -5050592.813171 + Penalty 5150.693168 = -5045442.120004 nChanged 3 SP:Iteration 56Q (16891.860000 sec): 3 clusters Score: Raw -5050593.909193 + Penalty 5150.693168 = -5045443.216026 nChanged 3 SP:Iteration 57Q (16892.160000 sec): 3 clusters Score: Raw -5050595.739240 + Penalty 5150.693168 = -5045445.046072 nChanged 3 SP:Iteration 58Q (16892.440000 sec): 3 clusters Score: Raw -5050596.963512 + Penalty 5150.693168 = -5045446.270345 nChanged 2 SP:Iteration 59Q (16892.700000 sec): 3 clusters Score: Raw -5050598.003609 + Penalty 5150.693168 = -5045447.310442 nChanged 4 SP:Iteration 60F (16893.060000 sec): 3 clusters Score: Raw -5050599.872832 + Penalty 5150.693168 = -5045449.179664 nChanged 6 SP:Iteration 61Q (16893.330000 sec): 3 clusters Score: Raw -5050602.437977 + Penalty 5150.693168 = -5045451.744810 nChanged 3 SP:Iteration 62Q (16893.610000 sec): 3 clusters Score: Raw -5050603.654213 + Penalty 5150.693168 = -5045452.961046 nChanged 1 SP:Iteration 63Q (16893.940000 sec): 3 clusters Score: Raw -5050604.237217 + Penalty 5150.693168 = -5045453.544050 nChanged 2 SP:Iteration 64Q (16894.200000 sec): 3 clusters Score: Raw -5050605.719253 + Penalty 5150.693168 = -5045455.026085 nChanged 2 SP:Iteration 65Q (16894.520000 sec): 3 clusters Score: Raw -5050606.250939 + Penalty 5150.693168 = -5045455.557772 nChanged 0 SP:Iteration 66F (16894.880000 sec): 3 clusters Score: Raw -5050606.250939 + Penalty 5150.693168 = -5045455.557772 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16895.020000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16895.230000 sec): 3 clusters Score: Raw -1115118.790079 + Penalty 4396.704070 = -1110722.086009 nChanged 2871 SP:Iteration 1F (16895.440000 sec): 3 clusters Score: Raw -1116655.453133 + Penalty 4396.704070 = -1112258.749062 nChanged 532 SP:Iteration 2F (16895.690000 sec): 3 clusters Score: Raw -1116903.330621 + Penalty 4396.704070 = -1112506.626551 nChanged 325 SP:Iteration 3Q (16895.930000 sec): 3 clusters Score: Raw -1117054.079722 + Penalty 4396.704070 = -1112657.375651 nChanged 276 SP:Iteration 4Q (16896.110000 sec): 3 clusters Score: Raw -1117190.183990 + Penalty 4396.704070 = -1112793.479919 nChanged 297 SP:Iteration 5Q (16896.360000 sec): 3 clusters Score: Raw -1117356.634612 + Penalty 4396.704070 = -1112959.930541 nChanged 290 SP:Iteration 6Q (16896.580000 sec): 3 clusters Score: Raw -1117512.595727 + Penalty 4396.704070 = -1113115.891656 nChanged 282 SP:Iteration 7Q (16896.780000 sec): 3 clusters Score: Raw -1117690.534151 + Penalty 4396.704070 = -1113293.830081 nChanged 310 SP:Iteration 8Q (16896.990000 sec): 3 clusters Score: Raw -1117873.849852 + Penalty 4396.704070 = -1113477.145781 nChanged 324 SP:Iteration 9Q (16897.200000 sec): 3 clusters Score: Raw -1118110.458722 + Penalty 4396.704070 = -1113713.754651 nChanged 346 SP:Iteration 10Q (16897.400000 sec): 3 clusters Score: Raw -1118360.813724 + Penalty 4396.704070 = -1113964.109653 nChanged 300 SP:Iteration 11Q (16897.610000 sec): 3 clusters Score: Raw -1118578.964097 + Penalty 4396.704070 = -1114182.260026 nChanged 251 SP:Iteration 12Q (16897.800000 sec): 3 clusters Score: Raw -1118746.501391 + Penalty 4396.704070 = -1114349.797321 nChanged 208 SP:Iteration 13Q (16898.010000 sec): 3 clusters Score: Raw -1118870.409679 + Penalty 4396.704070 = -1114473.705609 nChanged 168 SP:Iteration 14Q (16898.210000 sec): 3 clusters Score: Raw -1118971.436878 + Penalty 4396.704070 = -1114574.732808 nChanged 122 SP:Iteration 15Q (16898.450000 sec): 3 clusters Score: Raw -1119032.351066 + Penalty 4396.704070 = -1114635.646996 nChanged 96 SP:Iteration 16Q (16898.630000 sec): 3 clusters Score: Raw -1119079.919807 + Penalty 4396.704070 = -1114683.215737 nChanged 63 SP:Iteration 17Q (16898.840000 sec): 3 clusters Score: Raw -1119110.774310 + Penalty 4396.704070 = -1114714.070240 nChanged 53 SP:Iteration 18Q (16899.100000 sec): 3 clusters Score: Raw -1119140.174739 + Penalty 4396.704070 = -1114743.470669 nChanged 56 SP:Iteration 19Q (16899.270000 sec): 3 clusters Score: Raw -1119168.789282 + Penalty 4396.704070 = -1114772.085212 nChanged 36 SP:Iteration 20F (16899.520000 sec): 3 clusters Score: Raw -1119190.252359 + Penalty 4396.704070 = -1114793.548289 nChanged 38 SP:Iteration 21Q (16899.700000 sec): 3 clusters Score: Raw -1119211.651580 + Penalty 4396.704070 = -1114814.947510 nChanged 30 SP:Iteration 22Q (16899.950000 sec): 3 clusters Score: Raw -1119227.032054 + Penalty 4396.704070 = -1114830.327983 nChanged 23 SP:Iteration 23Q (16900.120000 sec): 3 clusters Score: Raw -1119235.911974 + Penalty 4396.704070 = -1114839.207904 nChanged 12 SP:Iteration 24Q (16900.380000 sec): 3 clusters Score: Raw -1119240.696283 + Penalty 4396.704070 = -1114843.992213 nChanged 10 SP:Iteration 25Q (16900.550000 sec): 3 clusters Score: Raw -1119245.954371 + Penalty 4396.704070 = -1114849.250301 nChanged 11 SP:Iteration 26Q (16900.790000 sec): 3 clusters Score: Raw -1119249.859133 + Penalty 4396.704070 = -1114853.155063 nChanged 11 SP:Iteration 27Q (16900.970000 sec): 3 clusters Score: Raw -1119254.306844 + Penalty 4396.704070 = -1114857.602774 nChanged 13 SP:Iteration 28Q (16901.180000 sec): 3 clusters Score: Raw -1119260.197580 + Penalty 4396.704070 = -1114863.493510 nChanged 17 SP:Iteration 29Q (16901.390000 sec): 3 clusters Score: Raw -1119268.852039 + Penalty 4396.704070 = -1114872.147968 nChanged 19 SP:Iteration 30Q (16901.650000 sec): 3 clusters Score: Raw -1119279.437155 + Penalty 4396.704070 = -1114882.733085 nChanged 20 SP:Iteration 31Q (16901.850000 sec): 3 clusters Score: Raw -1119287.072811 + Penalty 4396.704070 = -1114890.368740 nChanged 11 SP:Iteration 32Q (16902.040000 sec): 3 clusters Score: Raw -1119292.866535 + Penalty 4396.704070 = -1114896.162465 nChanged 14 SP:Iteration 33Q (16902.260000 sec): 3 clusters Score: Raw -1119301.682388 + Penalty 4396.704070 = -1114904.978318 nChanged 18 SP:Iteration 34Q (16902.510000 sec): 3 clusters Score: Raw -1119312.104273 + Penalty 4396.704070 = -1114915.400203 nChanged 15 SP:Iteration 35Q (16902.700000 sec): 3 clusters Score: Raw -1119320.592136 + Penalty 4396.704070 = -1114923.888066 nChanged 18 SP:Iteration 36Q (16902.910000 sec): 3 clusters Score: Raw -1119329.642419 + Penalty 4396.704070 = -1114932.938349 nChanged 11 SP:Iteration 37Q (16903.110000 sec): 3 clusters Score: Raw -1119335.843954 + Penalty 4396.704070 = -1114939.139884 nChanged 8 SP:Iteration 38Q (16903.370000 sec): 3 clusters Score: Raw -1119339.015955 + Penalty 4396.704070 = -1114942.311884 nChanged 3 SP:Iteration 39Q (16903.580000 sec): 3 clusters Score: Raw -1119340.302601 + Penalty 4396.704070 = -1114943.598531 nChanged 5 SP:Iteration 40F (16903.800000 sec): 3 clusters Score: Raw -1119343.735457 + Penalty 4396.704070 = -1114947.031387 nChanged 8 SP:Iteration 41Q (16904.030000 sec): 3 clusters Score: Raw -1119348.890040 + Penalty 4396.704070 = -1114952.185970 nChanged 11 SP:Iteration 42Q (16904.270000 sec): 3 clusters Score: Raw -1119354.791270 + Penalty 4396.704070 = -1114958.087199 nChanged 3 SP:Iteration 43Q (16904.480000 sec): 3 clusters Score: Raw -1119356.507797 + Penalty 4396.704070 = -1114959.803727 nChanged 7 SP:Iteration 44Q (16904.700000 sec): 3 clusters Score: Raw -1119359.734968 + Penalty 4396.704070 = -1114963.030897 nChanged 7 SP:Iteration 45Q (16904.900000 sec): 3 clusters Score: Raw -1119364.628557 + Penalty 4396.704070 = -1114967.924487 nChanged 6 SP:Iteration 46Q (16905.120000 sec): 3 clusters Score: Raw -1119367.581954 + Penalty 4396.704070 = -1114970.877884 nChanged 4 SP:Iteration 47Q (16905.350000 sec): 3 clusters Score: Raw -1119368.211494 + Penalty 4396.704070 = -1114971.507424 nChanged 1 SP:Iteration 48Q (16905.530000 sec): 3 clusters Score: Raw -1119368.729404 + Penalty 4396.704070 = -1114972.025333 nChanged 3 SP:Iteration 49Q (16905.770000 sec): 3 clusters Score: Raw -1119369.518917 + Penalty 4396.704070 = -1114972.814847 nChanged 2 SP:Iteration 50Q (16905.940000 sec): 3 clusters Score: Raw -1119370.158143 + Penalty 4396.704070 = -1114973.454073 nChanged 3 SP:Iteration 51Q (16906.170000 sec): 3 clusters Score: Raw -1119372.319699 + Penalty 4396.704070 = -1114975.615629 nChanged 5 SP:Iteration 52Q (16906.380000 sec): 3 clusters Score: Raw -1119376.622851 + Penalty 4396.704070 = -1114979.918781 nChanged 6 SP:Iteration 53Q (16906.600000 sec): 3 clusters Score: Raw -1119380.256025 + Penalty 4396.704070 = -1114983.551954 nChanged 7 SP:Iteration 54Q (16906.780000 sec): 3 clusters Score: Raw -1119385.283917 + Penalty 4396.704070 = -1114988.579846 nChanged 7 SP:Iteration 55Q (16906.980000 sec): 3 clusters Score: Raw -1119389.679741 + Penalty 4396.704070 = -1114992.975670 nChanged 10 SP:Iteration 56Q (16907.210000 sec): 3 clusters Score: Raw -1119395.797432 + Penalty 4396.704070 = -1114999.093362 nChanged 11 SP:Iteration 57Q (16907.410000 sec): 3 clusters Score: Raw -1119403.537628 + Penalty 4396.704070 = -1115006.833558 nChanged 15 SP:Iteration 58Q (16907.620000 sec): 3 clusters Score: Raw -1119414.732313 + Penalty 4396.704070 = -1115018.028243 nChanged 16 SP:Iteration 59Q (16907.830000 sec): 3 clusters Score: Raw -1119425.786739 + Penalty 4396.704070 = -1115029.082668 nChanged 13 SP:Iteration 60F (16908.020000 sec): 3 clusters Score: Raw -1119433.765843 + Penalty 4396.704070 = -1115037.061772 nChanged 12 SP:Iteration 61Q (16908.210000 sec): 3 clusters Score: Raw -1119440.963444 + Penalty 4396.704070 = -1115044.259373 nChanged 8 SP:Iteration 62Q (16908.430000 sec): 3 clusters Score: Raw -1119445.072881 + Penalty 4396.704070 = -1115048.368811 nChanged 3 SP:Iteration 63Q (16908.670000 sec): 3 clusters Score: Raw -1119446.260878 + Penalty 4396.704070 = -1115049.556808 nChanged 2 SP:Iteration 64Q (16908.850000 sec): 3 clusters Score: Raw -1119446.764008 + Penalty 4396.704070 = -1115050.059938 nChanged 1 SP:Iteration 65Q (16909.040000 sec): 3 clusters Score: Raw -1119447.874979 + Penalty 4396.704070 = -1115051.170909 nChanged 1 SP:Iteration 66Q (16909.270000 sec): 3 clusters Score: Raw -1119448.186851 + Penalty 4396.704070 = -1115051.482781 nChanged 1 SP:Iteration 67Q (16909.460000 sec): 3 clusters Score: Raw -1119448.455060 + Penalty 4396.704070 = -1115051.750989 nChanged 1 SP:Iteration 68Q (16909.680000 sec): 3 clusters Score: Raw -1119448.934873 + Penalty 4396.704070 = -1115052.230803 nChanged 1 SP:Iteration 69Q (16909.880000 sec): 3 clusters Score: Raw -1119449.373833 + Penalty 4396.704070 = -1115052.669763 nChanged 0 SP:Iteration 70F (16910.100000 sec): 3 clusters Score: Raw -1119449.373833 + Penalty 4396.704070 = -1115052.669763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16910.220000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16910.350000 sec): 3 clusters Score: Raw -65025.407676 + Penalty 3077.460650 = -61947.947026 nChanged 130 SP:Iteration 1F (16910.570000 sec): 3 clusters Score: Raw -65420.301634 + Penalty 3077.460650 = -62342.840984 nChanged 48 SP:Iteration 2F (16910.760000 sec): 3 clusters Score: Raw -65643.143792 + Penalty 3077.460650 = -62565.683141 nChanged 31 SP:Iteration 3F (16910.900000 sec): 3 clusters Score: Raw -65767.092395 + Penalty 3077.460650 = -62689.631744 nChanged 16 SP:Iteration 4Q (16911.080000 sec): 3 clusters Score: Raw -65816.272957 + Penalty 3077.460650 = -62738.812307 nChanged 13 SP:Iteration 5Q (16911.220000 sec): 3 clusters Score: Raw -65845.283701 + Penalty 3077.460650 = -62767.823051 nChanged 9 SP:Iteration 6Q (16911.400000 sec): 3 clusters Score: Raw -65869.396938 + Penalty 3077.460650 = -62791.936288 nChanged 2 SP:Iteration 7Q (16911.620000 sec): 3 clusters Score: Raw -65872.361977 + Penalty 3077.460650 = -62794.901327 nChanged 3 SP:Iteration 8Q (16911.810000 sec): 3 clusters Score: Raw -65883.612621 + Penalty 3077.460650 = -62806.151971 nChanged 1 SP:Iteration 9Q (16911.930000 sec): 3 clusters Score: Raw -65884.250411 + Penalty 3077.460650 = -62806.789761 nChanged 1 SP:Iteration 10Q (16912.150000 sec): 3 clusters Score: Raw -65886.349355 + Penalty 3077.460650 = -62808.888705 nChanged 1 SP:Iteration 11Q (16912.310000 sec): 3 clusters Score: Raw -65887.176719 + Penalty 3077.460650 = -62809.716069 nChanged 0 SP:Iteration 12F (16912.460000 sec): 3 clusters Score: Raw -65887.176719 + Penalty 3077.460650 = -62809.716069 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16912.590000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16912.730000 sec): 3 clusters Score: Raw -61507.774375 + Penalty 2968.032395 = -58539.741980 nChanged 43 SP:Iteration 1F (16912.890000 sec): 3 clusters Score: Raw -61621.889736 + Penalty 2968.032395 = -58653.857340 nChanged 20 SP:Iteration 2F (16913.090000 sec): 3 clusters Score: Raw -61698.817555 + Penalty 2968.032395 = -58730.785160 nChanged 12 SP:Iteration 3Q (16913.300000 sec): 3 clusters Score: Raw -61734.451429 + Penalty 2968.032395 = -58766.419033 nChanged 5 SP:Iteration 4Q (16913.450000 sec): 3 clusters Score: Raw -61748.270333 + Penalty 2968.032395 = -58780.237937 nChanged 3 SP:Iteration 5Q (16913.630000 sec): 3 clusters Score: Raw -61759.711120 + Penalty 2968.032395 = -58791.678725 nChanged 1 SP:Iteration 6Q (16913.790000 sec): 3 clusters Score: Raw -61761.881820 + Penalty 2968.032395 = -58793.849425 nChanged 2 SP:Iteration 7Q (16913.970000 sec): 3 clusters Score: Raw -61780.867429 + Penalty 2968.032395 = -58812.835034 nChanged 1 SP:Iteration 8Q (16914.130000 sec): 3 clusters Score: Raw -61786.058555 + Penalty 2968.032395 = -58818.026159 nChanged 1 SP:Iteration 9Q (16914.310000 sec): 3 clusters Score: Raw -61788.159335 + Penalty 2968.032395 = -58820.126940 nChanged 0 SP:Iteration 10F (16914.490000 sec): 3 clusters Score: Raw -61788.159335 + Penalty 2968.032395 = -58820.126940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16914.610000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16914.770000 sec): 3 clusters Score: Raw -234384.992225 + Penalty 3652.501097 = -230732.491128 nChanged 424 SP:Iteration 1F (16914.970000 sec): 3 clusters Score: Raw -234757.428860 + Penalty 3652.501097 = -231104.927763 nChanged 116 SP:Iteration 2F (16915.190000 sec): 3 clusters Score: Raw -234879.003572 + Penalty 3652.501097 = -231226.502475 nChanged 63 SP:Iteration 3Q (16915.370000 sec): 3 clusters Score: Raw -234936.765105 + Penalty 3652.501097 = -231284.264008 nChanged 49 SP:Iteration 4Q (16915.590000 sec): 3 clusters Score: Raw -234986.459229 + Penalty 3652.501097 = -231333.958133 nChanged 27 SP:Iteration 5Q (16915.740000 sec): 3 clusters Score: Raw -235011.694805 + Penalty 3652.501097 = -231359.193708 nChanged 21 SP:Iteration 6Q (16915.920000 sec): 3 clusters Score: Raw -235031.055486 + Penalty 3652.501097 = -231378.554389 nChanged 19 SP:Iteration 7Q (16916.120000 sec): 3 clusters Score: Raw -235048.005698 + Penalty 3652.501097 = -231395.504601 nChanged 16 SP:Iteration 8Q (16916.320000 sec): 3 clusters Score: Raw -235060.911341 + Penalty 3652.501097 = -231408.410244 nChanged 8 SP:Iteration 9Q (16916.540000 sec): 3 clusters Score: Raw -235069.432303 + Penalty 3652.501097 = -231416.931206 nChanged 10 SP:Iteration 10Q (16916.660000 sec): 3 clusters Score: Raw -235076.693487 + Penalty 3652.501097 = -231424.192390 nChanged 6 SP:Iteration 11Q (16916.870000 sec): 3 clusters Score: Raw -235079.936407 + Penalty 3652.501097 = -231427.435310 nChanged 5 SP:Iteration 12Q (16917.040000 sec): 3 clusters Score: Raw -235082.946329 + Penalty 3652.501097 = -231430.445233 nChanged 6 SP:Iteration 13Q (16917.210000 sec): 3 clusters Score: Raw -235088.834189 + Penalty 3652.501097 = -231436.333093 nChanged 3 SP:Iteration 14Q (16917.410000 sec): 3 clusters Score: Raw -235091.280321 + Penalty 3652.501097 = -231438.779224 nChanged 1 SP:Iteration 15Q (16917.550000 sec): 3 clusters Score: Raw -235091.958518 + Penalty 3652.501097 = -231439.457421 nChanged 0 SP:Iteration 16F (16917.770000 sec): 3 clusters Score: Raw -235091.958518 + Penalty 3652.501097 = -231439.457421 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16917.860000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16918.010000 sec): 3 clusters Score: Raw -43408.926544 + Penalty 2848.529581 = -40560.396963 nChanged 35 SP:Iteration 1F (16918.200000 sec): 3 clusters Score: Raw -43508.898830 + Penalty 2848.529581 = -40660.369249 nChanged 3 SP:Iteration 2Q (16918.380000 sec): 3 clusters Score: Raw -43517.617898 + Penalty 2848.529581 = -40669.088317 nChanged 1 SP:Iteration 3Q (16918.570000 sec): 3 clusters Score: Raw -43518.985307 + Penalty 2848.529581 = -40670.455726 nChanged 0 SP:Iteration 4F (16918.750000 sec): 3 clusters Score: Raw -43518.985307 + Penalty 2848.529581 = -40670.455726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16918.850000 sec): 2 clusters Score: Raw -394699.992084 + Penalty 1955.561651 = -392744.430433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16919.030000 sec): 3 clusters Score: Raw -393624.343348 + Penalty 3911.123303 = -389713.220045 nChanged 948 SP:Iteration 1F (16919.210000 sec): 3 clusters Score: Raw -394416.243398 + Penalty 3911.123303 = -390505.120096 nChanged 291 SP:Iteration 2F (16919.420000 sec): 3 clusters Score: Raw -394973.106767 + Penalty 3911.123303 = -391061.983464 nChanged 261 SP:Iteration 3F (16919.630000 sec): 3 clusters Score: Raw -395396.868870 + Penalty 3911.123303 = -391485.745567 nChanged 204 SP:Iteration 4F (16919.780000 sec): 3 clusters Score: Raw -395688.776767 + Penalty 3911.123303 = -391777.653464 nChanged 154 SP:Iteration 5F (16920.030000 sec): 3 clusters Score: Raw -395905.633968 + Penalty 3911.123303 = -391994.510665 nChanged 124 SP:Iteration 6Q (16920.230000 sec): 3 clusters Score: Raw -396032.886635 + Penalty 3911.123303 = -392121.763332 nChanged 83 SP:Iteration 7Q (16920.360000 sec): 3 clusters Score: Raw -396121.885233 + Penalty 3911.123303 = -392210.761930 nChanged 68 SP:Iteration 8Q (16920.570000 sec): 3 clusters Score: Raw -396190.438695 + Penalty 3911.123303 = -392279.315393 nChanged 47 SP:Iteration 9Q (16920.790000 sec): 3 clusters Score: Raw -396235.684134 + Penalty 3911.123303 = -392324.560832 nChanged 43 SP:Iteration 10Q (16920.930000 sec): 3 clusters Score: Raw -396264.616349 + Penalty 3911.123303 = -392353.493046 nChanged 18 SP:Iteration 11Q (16921.110000 sec): 3 clusters Score: Raw -396273.029260 + Penalty 3911.123303 = -392361.905957 nChanged 10 SP:Iteration 12Q (16921.320000 sec): 3 clusters Score: Raw -396278.311358 + Penalty 3911.123303 = -392367.188055 nChanged 4 SP:Iteration 13Q (16921.490000 sec): 3 clusters Score: Raw -396280.295605 + Penalty 3911.123303 = -392369.172303 nChanged 4 SP:Iteration 14Q (16921.670000 sec): 3 clusters Score: Raw -396282.328345 + Penalty 3911.123303 = -392371.205042 nChanged 3 SP:Iteration 15Q (16921.870000 sec): 3 clusters Score: Raw -396283.465737 + Penalty 3911.123303 = -392372.342435 nChanged 3 SP:Iteration 16Q (16922.070000 sec): 3 clusters Score: Raw -396284.405588 + Penalty 3911.123303 = -392373.282285 nChanged 2 SP:Iteration 17Q (16922.240000 sec): 3 clusters Score: Raw -396285.290310 + Penalty 3911.123303 = -392374.167008 nChanged 3 SP:Iteration 18Q (16922.470000 sec): 3 clusters Score: Raw -396286.295774 + Penalty 3911.123303 = -392375.172472 nChanged 2 SP:Iteration 19Q (16922.640000 sec): 3 clusters Score: Raw -396287.200548 + Penalty 3911.123303 = -392376.077245 nChanged 1 SP:Iteration 20F (16922.830000 sec): 3 clusters Score: Raw -396287.635702 + Penalty 3911.123303 = -392376.512399 nChanged 2 SP:Iteration 21Q (16922.970000 sec): 3 clusters Score: Raw -396289.072466 + Penalty 3911.123303 = -392377.949164 nChanged 3 SP:Iteration 22Q (16923.170000 sec): 3 clusters Score: Raw -396290.458610 + Penalty 3911.123303 = -392379.335307 nChanged 1 SP:Iteration 23Q (16923.360000 sec): 3 clusters Score: Raw -396290.685997 + Penalty 3911.123303 = -392379.562694 nChanged 0 SP:Iteration 24F (16923.540000 sec): 3 clusters Score: Raw -396290.685997 + Penalty 3911.123303 = -392379.562694 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16923.610000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16923.790000 sec): 3 clusters Score: Raw -19831.240339 + Penalty 2418.097872 = -17413.142467 nChanged 5 SP:Iteration 1Q (16924.000000 sec): 3 clusters Score: Raw -19871.457009 + Penalty 2418.097872 = -17453.359136 nChanged 0 SP:Iteration 2F (16924.150000 sec): 3 clusters Score: Raw -19871.457009 + Penalty 2418.097872 = -17453.359136 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16924.250000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16924.440000 sec): 3 clusters Score: Raw -110699.676910 + Penalty 3278.905238 = -107420.771672 nChanged 159 SP:Iteration 1F (16924.640000 sec): 3 clusters Score: Raw -110969.446680 + Penalty 3278.905238 = -107690.541441 nChanged 42 SP:Iteration 2F (16924.780000 sec): 3 clusters Score: Raw -111055.546782 + Penalty 3278.905238 = -107776.641543 nChanged 20 SP:Iteration 3Q (16924.920000 sec): 3 clusters Score: Raw -111096.859940 + Penalty 3278.905238 = -107817.954702 nChanged 15 SP:Iteration 4Q (16925.120000 sec): 3 clusters Score: Raw -111144.075274 + Penalty 3278.905238 = -107865.170036 nChanged 15 SP:Iteration 5Q (16925.320000 sec): 3 clusters Score: Raw -111184.537366 + Penalty 3278.905238 = -107905.632128 nChanged 8 SP:Iteration 6Q (16925.470000 sec): 3 clusters Score: Raw -111207.657979 + Penalty 3278.905238 = -107928.752741 nChanged 7 SP:Iteration 7Q (16925.670000 sec): 3 clusters Score: Raw -111230.471753 + Penalty 3278.905238 = -107951.566514 nChanged 7 SP:Iteration 8Q (16925.870000 sec): 3 clusters Score: Raw -111246.702351 + Penalty 3278.905238 = -107967.797113 nChanged 5 SP:Iteration 9Q (16926.060000 sec): 3 clusters Score: Raw -111274.956724 + Penalty 3278.905238 = -107996.051486 nChanged 7 SP:Iteration 10Q (16926.200000 sec): 3 clusters Score: Raw -111293.031086 + Penalty 3278.905238 = -108014.125847 nChanged 5 SP:Iteration 11Q (16926.380000 sec): 3 clusters Score: Raw -111304.864279 + Penalty 3278.905238 = -108025.959041 nChanged 4 SP:Iteration 12Q (16926.570000 sec): 3 clusters Score: Raw -111311.008078 + Penalty 3278.905238 = -108032.102840 nChanged 2 SP:Iteration 13Q (16926.770000 sec): 3 clusters Score: Raw -111315.355385 + Penalty 3278.905238 = -108036.450146 nChanged 0 SP:Iteration 14F (16926.910000 sec): 3 clusters Score: Raw -111315.355385 + Penalty 3278.905238 = -108036.450146 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16927.010000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16927.220000 sec): 3 clusters Score: Raw -48122.379347 + Penalty 2791.300072 = -45331.079275 nChanged 33 SP:Iteration 1F (16927.390000 sec): 3 clusters Score: Raw -48213.854919 + Penalty 2791.300072 = -45422.554847 nChanged 11 SP:Iteration 2Q (16927.540000 sec): 3 clusters Score: Raw -48253.287823 + Penalty 2791.300072 = -45461.987750 nChanged 5 SP:Iteration 3Q (16927.720000 sec): 3 clusters Score: Raw -48273.049218 + Penalty 2791.300072 = -45481.749146 nChanged 0 SP:Iteration 4F (16927.890000 sec): 3 clusters Score: Raw -48273.049218 + Penalty 2791.300072 = -45481.749146 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16927.980000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16928.130000 sec): 3 clusters Score: Raw -62436.274807 + Penalty 2992.410766 = -59443.864041 nChanged 57 SP:Iteration 1F (16928.310000 sec): 3 clusters Score: Raw -62547.770997 + Penalty 2992.410766 = -59555.360231 nChanged 15 SP:Iteration 2Q (16928.480000 sec): 3 clusters Score: Raw -62587.861416 + Penalty 2992.410766 = -59595.450650 nChanged 6 SP:Iteration 3Q (16928.640000 sec): 3 clusters Score: Raw -62611.764442 + Penalty 2992.410766 = -59619.353676 nChanged 5 SP:Iteration 4Q (16928.820000 sec): 3 clusters Score: Raw -62620.217791 + Penalty 2992.410766 = -59627.807025 nChanged 1 SP:Iteration 5Q (16929.000000 sec): 3 clusters Score: Raw -62622.735200 + Penalty 2992.410766 = -59630.324434 nChanged 2 SP:Iteration 6Q (16929.160000 sec): 3 clusters Score: Raw -62630.063451 + Penalty 2992.410766 = -59637.652685 nChanged 0 SP:Iteration 7F (16929.340000 sec): 3 clusters Score: Raw -62630.063451 + Penalty 2992.410766 = -59637.652685 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16929.430000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16929.660000 sec): 3 clusters Score: Raw -1011494.862211 + Penalty 4352.749128 = -1007142.113083 nChanged 2628 SP:Iteration 1F (16929.880000 sec): 3 clusters Score: Raw -1012898.151075 + Penalty 4352.749128 = -1008545.401947 nChanged 448 SP:Iteration 2F (16930.050000 sec): 3 clusters Score: Raw -1013119.284330 + Penalty 4352.749128 = -1008766.535203 nChanged 301 SP:Iteration 3Q (16930.250000 sec): 3 clusters Score: Raw -1013257.768842 + Penalty 4352.749128 = -1008905.019714 nChanged 219 SP:Iteration 4Q (16930.470000 sec): 3 clusters Score: Raw -1013350.062640 + Penalty 4352.749128 = -1008997.313512 nChanged 171 SP:Iteration 5Q (16930.700000 sec): 3 clusters Score: Raw -1013426.906150 + Penalty 4352.749128 = -1009074.157022 nChanged 161 SP:Iteration 6Q (16930.900000 sec): 3 clusters Score: Raw -1013499.220943 + Penalty 4352.749128 = -1009146.471815 nChanged 163 SP:Iteration 7Q (16931.100000 sec): 3 clusters Score: Raw -1013562.349781 + Penalty 4352.749128 = -1009209.600653 nChanged 127 SP:Iteration 8Q (16931.300000 sec): 3 clusters Score: Raw -1013611.284807 + Penalty 4352.749128 = -1009258.535680 nChanged 114 SP:Iteration 9Q (16931.510000 sec): 3 clusters Score: Raw -1013650.891080 + Penalty 4352.749128 = -1009298.141952 nChanged 100 SP:Iteration 10Q (16931.680000 sec): 3 clusters Score: Raw -1013688.861320 + Penalty 4352.749128 = -1009336.112193 nChanged 116 SP:Iteration 11Q (16931.900000 sec): 3 clusters Score: Raw -1013735.489929 + Penalty 4352.749128 = -1009382.740801 nChanged 110 SP:Iteration 12Q (16932.110000 sec): 3 clusters Score: Raw -1013777.363026 + Penalty 4352.749128 = -1009424.613899 nChanged 107 SP:Iteration 13Q (16932.290000 sec): 3 clusters Score: Raw -1013816.004216 + Penalty 4352.749128 = -1009463.255088 nChanged 126 SP:Iteration 14Q (16932.510000 sec): 3 clusters Score: Raw -1013872.513082 + Penalty 4352.749128 = -1009519.763954 nChanged 132 SP:Iteration 15Q (16932.730000 sec): 3 clusters Score: Raw -1013927.431681 + Penalty 4352.749128 = -1009574.682554 nChanged 127 SP:Iteration 16Q (16932.920000 sec): 3 clusters Score: Raw -1013982.036584 + Penalty 4352.749128 = -1009629.287456 nChanged 120 SP:Iteration 17Q (16933.130000 sec): 3 clusters Score: Raw -1014034.739229 + Penalty 4352.749128 = -1009681.990101 nChanged 127 SP:Iteration 18Q (16933.380000 sec): 3 clusters Score: Raw -1014098.629349 + Penalty 4352.749128 = -1009745.880221 nChanged 139 SP:Iteration 19Q (16933.590000 sec): 3 clusters Score: Raw -1014166.172610 + Penalty 4352.749128 = -1009813.423482 nChanged 131 SP:Iteration 20F (16933.790000 sec): 3 clusters Score: Raw -1014229.726871 + Penalty 4352.749128 = -1009876.977744 nChanged 133 SP:Iteration 21Q (16934.020000 sec): 3 clusters Score: Raw -1014305.710006 + Penalty 4352.749128 = -1009952.960879 nChanged 143 SP:Iteration 22Q (16934.220000 sec): 3 clusters Score: Raw -1014392.442596 + Penalty 4352.749128 = -1010039.693469 nChanged 149 SP:Iteration 23Q (16934.410000 sec): 3 clusters Score: Raw -1014481.871568 + Penalty 4352.749128 = -1010129.122441 nChanged 124 SP:Iteration 24Q (16934.630000 sec): 3 clusters Score: Raw -1014553.621922 + Penalty 4352.749128 = -1010200.872794 nChanged 123 SP:Iteration 25Q (16934.880000 sec): 3 clusters Score: Raw -1014632.817696 + Penalty 4352.749128 = -1010280.068569 nChanged 111 SP:Iteration 26Q (16935.070000 sec): 3 clusters Score: Raw -1014706.271981 + Penalty 4352.749128 = -1010353.522854 nChanged 90 SP:Iteration 27Q (16935.280000 sec): 3 clusters Score: Raw -1014770.919930 + Penalty 4352.749128 = -1010418.170802 nChanged 86 SP:Iteration 28Q (16935.440000 sec): 3 clusters Score: Raw -1014833.454512 + Penalty 4352.749128 = -1010480.705385 nChanged 67 SP:Iteration 29Q (16935.680000 sec): 3 clusters Score: Raw -1014881.453382 + Penalty 4352.749128 = -1010528.704254 nChanged 53 SP:Iteration 30Q (16935.850000 sec): 3 clusters Score: Raw -1014921.493140 + Penalty 4352.749128 = -1010568.744012 nChanged 38 SP:Iteration 31Q (16936.060000 sec): 3 clusters Score: Raw -1014949.799831 + Penalty 4352.749128 = -1010597.050703 nChanged 27 SP:Iteration 32Q (16936.270000 sec): 3 clusters Score: Raw -1014967.214145 + Penalty 4352.749128 = -1010614.465017 nChanged 20 SP:Iteration 33Q (16936.480000 sec): 3 clusters Score: Raw -1014982.114584 + Penalty 4352.749128 = -1010629.365456 nChanged 17 SP:Iteration 34Q (16936.700000 sec): 3 clusters Score: Raw -1014991.821751 + Penalty 4352.749128 = -1010639.072623 nChanged 8 SP:Iteration 35Q (16936.890000 sec): 3 clusters Score: Raw -1014996.331772 + Penalty 4352.749128 = -1010643.582645 nChanged 12 SP:Iteration 36Q (16937.070000 sec): 3 clusters Score: Raw -1015002.599263 + Penalty 4352.749128 = -1010649.850135 nChanged 6 SP:Iteration 37Q (16937.290000 sec): 3 clusters Score: Raw -1015006.940237 + Penalty 4352.749128 = -1010654.191109 nChanged 5 SP:Iteration 38Q (16937.530000 sec): 3 clusters Score: Raw -1015010.144921 + Penalty 4352.749128 = -1010657.395794 nChanged 1 SP:Iteration 39Q (16937.720000 sec): 3 clusters Score: Raw -1015010.861720 + Penalty 4352.749128 = -1010658.112592 nChanged 3 SP:Iteration 40F (16937.950000 sec): 3 clusters Score: Raw -1015013.317862 + Penalty 4352.749128 = -1010660.568735 nChanged 4 SP:Iteration 41Q (16938.140000 sec): 3 clusters Score: Raw -1015015.778428 + Penalty 4352.749128 = -1010663.029301 nChanged 3 SP:Iteration 42Q (16938.340000 sec): 3 clusters Score: Raw -1015016.992649 + Penalty 4352.749128 = -1010664.243521 nChanged 3 SP:Iteration 43Q (16938.520000 sec): 3 clusters Score: Raw -1015019.407039 + Penalty 4352.749128 = -1010666.657911 nChanged 4 SP:Iteration 44Q (16938.740000 sec): 3 clusters Score: Raw -1015022.086112 + Penalty 4352.749128 = -1010669.336984 nChanged 4 SP:Iteration 45Q (16938.970000 sec): 3 clusters Score: Raw -1015024.064233 + Penalty 4352.749128 = -1010671.315105 nChanged 5 SP:Iteration 46Q (16939.190000 sec): 3 clusters Score: Raw -1015027.273632 + Penalty 4352.749128 = -1010674.524504 nChanged 6 SP:Iteration 47Q (16939.390000 sec): 3 clusters Score: Raw -1015030.853446 + Penalty 4352.749128 = -1010678.104318 nChanged 5 SP:Iteration 48Q (16939.560000 sec): 3 clusters Score: Raw -1015034.081573 + Penalty 4352.749128 = -1010681.332446 nChanged 5 SP:Iteration 49Q (16939.750000 sec): 3 clusters Score: Raw -1015037.743674 + Penalty 4352.749128 = -1010684.994547 nChanged 3 SP:Iteration 50Q (16939.980000 sec): 3 clusters Score: Raw -1015040.389086 + Penalty 4352.749128 = -1010687.639958 nChanged 1 SP:Iteration 51Q (16940.190000 sec): 3 clusters Score: Raw -1015041.032277 + Penalty 4352.749128 = -1010688.283149 nChanged 1 SP:Iteration 52Q (16940.410000 sec): 3 clusters Score: Raw -1015041.802917 + Penalty 4352.749128 = -1010689.053789 nChanged 1 SP:Iteration 53Q (16940.670000 sec): 3 clusters Score: Raw -1015043.484113 + Penalty 4352.749128 = -1010690.734986 nChanged 3 SP:Iteration 54Q (16940.840000 sec): 3 clusters Score: Raw -1015045.789952 + Penalty 4352.749128 = -1010693.040824 nChanged 5 SP:Iteration 55Q (16941.050000 sec): 3 clusters Score: Raw -1015049.841441 + Penalty 4352.749128 = -1010697.092313 nChanged 4 SP:Iteration 56Q (16941.290000 sec): 3 clusters Score: Raw -1015052.110045 + Penalty 4352.749128 = -1010699.360918 nChanged 6 SP:Iteration 57Q (16941.480000 sec): 3 clusters Score: Raw -1015055.584482 + Penalty 4352.749128 = -1010702.835354 nChanged 1 SP:Iteration 58Q (16941.700000 sec): 3 clusters Score: Raw -1015056.323826 + Penalty 4352.749128 = -1010703.574699 nChanged 3 SP:Iteration 59Q (16941.930000 sec): 3 clusters Score: Raw -1015057.980496 + Penalty 4352.749128 = -1010705.231369 nChanged 3 SP:Iteration 60F (16942.110000 sec): 3 clusters Score: Raw -1015059.379268 + Penalty 4352.749128 = -1010706.630140 nChanged 2 SP:Iteration 61Q (16942.320000 sec): 3 clusters Score: Raw -1015059.764917 + Penalty 4352.749128 = -1010707.015789 nChanged 1 SP:Iteration 62Q (16942.560000 sec): 3 clusters Score: Raw -1015060.215307 + Penalty 4352.749128 = -1010707.466179 nChanged 1 SP:Iteration 63Q (16942.740000 sec): 3 clusters Score: Raw -1015060.895649 + Penalty 4352.749128 = -1010708.146521 nChanged 1 SP:Iteration 64Q (16942.970000 sec): 3 clusters Score: Raw -1015061.223983 + Penalty 4352.749128 = -1010708.474855 nChanged 0 SP:Iteration 65F (16943.180000 sec): 3 clusters Score: Raw -1015061.223983 + Penalty 4352.749128 = -1010708.474855 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16943.280000 sec): 2 clusters Score: Raw -38565.231092 + Penalty 1401.817317 = -37163.413775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16943.450000 sec): 3 clusters Score: Raw -38779.405043 + Penalty 2803.634633 = -35975.770409 nChanged 30 SP:Iteration 1F (16943.590000 sec): 3 clusters Score: Raw -39038.797097 + Penalty 2803.634633 = -36235.162463 nChanged 16 SP:Iteration 2F (16943.780000 sec): 3 clusters Score: Raw -39124.977814 + Penalty 2803.634633 = -36321.343181 nChanged 13 SP:Iteration 3Q (16943.980000 sec): 3 clusters Score: Raw -39183.734217 + Penalty 2803.634633 = -36380.099584 nChanged 8 SP:Iteration 4Q (16944.150000 sec): 3 clusters Score: Raw -39227.060896 + Penalty 2803.634633 = -36423.426263 nChanged 4 SP:Iteration 5Q (16944.320000 sec): 3 clusters Score: Raw -39247.777840 + Penalty 2803.634633 = -36444.143206 nChanged 2 SP:Iteration 6Q (16944.500000 sec): 3 clusters Score: Raw -39258.866721 + Penalty 2803.634633 = -36455.232088 nChanged 2 SP:Iteration 7Q (16944.660000 sec): 3 clusters Score: Raw -39266.915725 + Penalty 2803.634633 = -36463.281092 nChanged 1 SP:Iteration 8Q (16944.860000 sec): 3 clusters Score: Raw -39271.073584 + Penalty 2803.634633 = -36467.438951 nChanged 0 SP:Iteration 9F (16945.020000 sec): 3 clusters Score: Raw -39271.073584 + Penalty 2803.634633 = -36467.438951 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16945.100000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16945.250000 sec): 3 clusters Score: Raw -28760.313111 + Penalty 2640.212950 = -26120.100162 nChanged 11 SP:Iteration 1F (16945.420000 sec): 3 clusters Score: Raw -28813.792476 + Penalty 2640.212950 = -26173.579527 nChanged 2 SP:Iteration 2Q (16945.580000 sec): 3 clusters Score: Raw -28821.597440 + Penalty 2640.212950 = -26181.384491 nChanged 2 SP:Iteration 3Q (16945.770000 sec): 3 clusters Score: Raw -28828.123883 + Penalty 2640.212950 = -26187.910934 nChanged 0 SP:Iteration 4F (16945.980000 sec): 3 clusters Score: Raw -28828.123883 + Penalty 2640.212950 = -26187.910934 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16946.060000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16946.250000 sec): 3 clusters Score: Raw -142301.369021 + Penalty 3415.212796 = -138886.156225 nChanged 260 SP:Iteration 1F (16946.410000 sec): 3 clusters Score: Raw -142565.187507 + Penalty 3415.212796 = -139149.974711 nChanged 63 SP:Iteration 2F (16946.590000 sec): 3 clusters Score: Raw -142639.221854 + Penalty 3415.212796 = -139224.009057 nChanged 34 SP:Iteration 3Q (16946.800000 sec): 3 clusters Score: Raw -142670.682556 + Penalty 3415.212796 = -139255.469759 nChanged 12 SP:Iteration 4Q (16946.940000 sec): 3 clusters Score: Raw -142686.859391 + Penalty 3415.212796 = -139271.646594 nChanged 8 SP:Iteration 5Q (16947.120000 sec): 3 clusters Score: Raw -142698.538812 + Penalty 3415.212796 = -139283.326015 nChanged 15 SP:Iteration 6Q (16947.290000 sec): 3 clusters Score: Raw -142730.756639 + Penalty 3415.212796 = -139315.543843 nChanged 15 SP:Iteration 7Q (16947.510000 sec): 3 clusters Score: Raw -142756.146102 + Penalty 3415.212796 = -139340.933306 nChanged 20 SP:Iteration 8Q (16947.680000 sec): 3 clusters Score: Raw -142790.914928 + Penalty 3415.212796 = -139375.702131 nChanged 29 SP:Iteration 9Q (16947.850000 sec): 3 clusters Score: Raw -142843.074085 + Penalty 3415.212796 = -139427.861289 nChanged 32 SP:Iteration 10Q (16948.050000 sec): 3 clusters Score: Raw -142900.902032 + Penalty 3415.212796 = -139485.689236 nChanged 37 SP:Iteration 11Q (16948.260000 sec): 3 clusters Score: Raw -142976.169082 + Penalty 3415.212796 = -139560.956286 nChanged 50 SP:Iteration 12F (16948.400000 sec): 3 clusters Score: Raw -143119.516620 + Penalty 3415.212796 = -139704.303823 nChanged 57 SP:Iteration 13F (16948.620000 sec): 3 clusters Score: Raw -143304.795135 + Penalty 3415.212796 = -139889.582338 nChanged 44 SP:Iteration 14Q (16948.780000 sec): 3 clusters Score: Raw -143448.752766 + Penalty 3415.212796 = -140033.539969 nChanged 50 SP:Iteration 15F (16948.920000 sec): 3 clusters Score: Raw -143621.425609 + Penalty 3415.212796 = -140206.212813 nChanged 43 SP:Iteration 16Q (16949.120000 sec): 3 clusters Score: Raw -143790.572979 + Penalty 3415.212796 = -140375.360183 nChanged 35 SP:Iteration 17Q (16949.310000 sec): 3 clusters Score: Raw -143953.480207 + Penalty 3415.212796 = -140538.267411 nChanged 21 SP:Iteration 18Q (16949.490000 sec): 3 clusters Score: Raw -144034.513190 + Penalty 3415.212796 = -140619.300394 nChanged 13 SP:Iteration 19Q (16949.660000 sec): 3 clusters Score: Raw -144069.588025 + Penalty 3415.212796 = -140654.375229 nChanged 1 SP:Iteration 20F (16949.820000 sec): 3 clusters Score: Raw -144075.085684 + Penalty 3415.212796 = -140659.872887 nChanged 1 SP:Iteration 21Q (16950.030000 sec): 3 clusters Score: Raw -144077.299190 + Penalty 3415.212796 = -140662.086394 nChanged 0 SP:Iteration 22F (16950.180000 sec): 3 clusters Score: Raw -144077.299190 + Penalty 3415.212796 = -140662.086394 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16950.280000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16950.480000 sec): 3 clusters Score: Raw -45079.888702 + Penalty 2785.918464 = -42293.970238 nChanged 35 SP:Iteration 1F (16950.630000 sec): 3 clusters Score: Raw -45208.301853 + Penalty 2785.918464 = -42422.383388 nChanged 12 SP:Iteration 2Q (16950.770000 sec): 3 clusters Score: Raw -45257.954891 + Penalty 2785.918464 = -42472.036427 nChanged 6 SP:Iteration 3Q (16950.970000 sec): 3 clusters Score: Raw -45279.954694 + Penalty 2785.918464 = -42494.036230 nChanged 2 SP:Iteration 4Q (16951.160000 sec): 3 clusters Score: Raw -45285.222106 + Penalty 2785.918464 = -42499.303641 nChanged 2 SP:Iteration 5Q (16951.340000 sec): 3 clusters Score: Raw -45300.307946 + Penalty 2785.918464 = -42514.389482 nChanged 1 SP:Iteration 6Q (16951.510000 sec): 3 clusters Score: Raw -45312.490306 + Penalty 2785.918464 = -42526.571841 nChanged 1 SP:Iteration 7Q (16951.650000 sec): 3 clusters Score: Raw -45319.295629 + Penalty 2785.918464 = -42533.377164 nChanged 2 SP:Iteration 8Q (16951.850000 sec): 3 clusters Score: Raw -45337.312998 + Penalty 2785.918464 = -42551.394534 nChanged 1 SP:Iteration 9Q (16952.060000 sec): 3 clusters Score: Raw -45340.549309 + Penalty 2785.918464 = -42554.630845 nChanged 0 SP:Iteration 10F (16952.220000 sec): 3 clusters Score: Raw -45340.549309 + Penalty 2785.918464 = -42554.630845 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16952.310000 sec): 2 clusters Score: Raw -28119.608765 + Penalty 1295.985175 = -26823.623590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16952.540000 sec): 3 clusters Score: Raw -28394.224372 + Penalty 2591.970350 = -25802.254022 nChanged 17 SP:Iteration 1F (16952.710000 sec): 3 clusters Score: Raw -28508.617123 + Penalty 2591.970350 = -25916.646772 nChanged 5 SP:Iteration 2Q (16952.890000 sec): 3 clusters Score: Raw -28539.349811 + Penalty 2591.970350 = -25947.379461 nChanged 5 SP:Iteration 3Q (16953.070000 sec): 3 clusters Score: Raw -28573.354536 + Penalty 2591.970350 = -25981.384185 nChanged 3 SP:Iteration 4Q (16953.270000 sec): 3 clusters Score: Raw -28588.116018 + Penalty 2591.970350 = -25996.145668 nChanged 0 SP:Iteration 5F (16953.470000 sec): 3 clusters Score: Raw -28588.116018 + Penalty 2591.970350 = -25996.145668 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16953.530000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16953.730000 sec): 3 clusters Score: Raw -388735.077752 + Penalty 3875.541410 = -384859.536342 nChanged 815 SP:Iteration 1F (16953.890000 sec): 3 clusters Score: Raw -389316.402774 + Penalty 3875.541410 = -385440.861364 nChanged 195 SP:Iteration 2F (16954.080000 sec): 3 clusters Score: Raw -389480.175619 + Penalty 3875.541410 = -385604.634209 nChanged 113 SP:Iteration 3Q (16954.250000 sec): 3 clusters Score: Raw -389582.854711 + Penalty 3875.541410 = -385707.313301 nChanged 83 SP:Iteration 4Q (16954.470000 sec): 3 clusters Score: Raw -389659.292521 + Penalty 3875.541410 = -385783.751110 nChanged 72 SP:Iteration 5Q (16954.650000 sec): 3 clusters Score: Raw -389717.109857 + Penalty 3875.541410 = -385841.568446 nChanged 67 SP:Iteration 6Q (16954.840000 sec): 3 clusters Score: Raw -389765.032875 + Penalty 3875.541410 = -385889.491464 nChanged 51 SP:Iteration 7Q (16955.010000 sec): 3 clusters Score: Raw -389801.078326 + Penalty 3875.541410 = -385925.536915 nChanged 50 SP:Iteration 8Q (16955.180000 sec): 3 clusters Score: Raw -389836.970869 + Penalty 3875.541410 = -385961.429458 nChanged 52 SP:Iteration 9Q (16955.360000 sec): 3 clusters Score: Raw -389875.232976 + Penalty 3875.541410 = -385999.691566 nChanged 31 SP:Iteration 10Q (16955.530000 sec): 3 clusters Score: Raw -389894.892231 + Penalty 3875.541410 = -386019.350821 nChanged 27 SP:Iteration 11Q (16955.710000 sec): 3 clusters Score: Raw -389917.047640 + Penalty 3875.541410 = -386041.506230 nChanged 28 SP:Iteration 12Q (16955.930000 sec): 3 clusters Score: Raw -389937.748799 + Penalty 3875.541410 = -386062.207389 nChanged 29 SP:Iteration 13Q (16956.150000 sec): 3 clusters Score: Raw -389959.560413 + Penalty 3875.541410 = -386084.019003 nChanged 37 SP:Iteration 14Q (16956.350000 sec): 3 clusters Score: Raw -389992.940042 + Penalty 3875.541410 = -386117.398632 nChanged 41 SP:Iteration 15Q (16956.510000 sec): 3 clusters Score: Raw -390024.127284 + Penalty 3875.541410 = -386148.585873 nChanged 36 SP:Iteration 16Q (16956.710000 sec): 3 clusters Score: Raw -390052.184252 + Penalty 3875.541410 = -386176.642841 nChanged 37 SP:Iteration 17Q (16956.890000 sec): 3 clusters Score: Raw -390082.849567 + Penalty 3875.541410 = -386207.308156 nChanged 34 SP:Iteration 18Q (16957.100000 sec): 3 clusters Score: Raw -390107.613415 + Penalty 3875.541410 = -386232.072005 nChanged 29 SP:Iteration 19Q (16957.290000 sec): 3 clusters Score: Raw -390125.142350 + Penalty 3875.541410 = -386249.600940 nChanged 23 SP:Iteration 20F (16957.430000 sec): 3 clusters Score: Raw -390139.876691 + Penalty 3875.541410 = -386264.335280 nChanged 19 SP:Iteration 21Q (16957.630000 sec): 3 clusters Score: Raw -390151.371208 + Penalty 3875.541410 = -386275.829797 nChanged 13 SP:Iteration 22Q (16957.840000 sec): 3 clusters Score: Raw -390157.113556 + Penalty 3875.541410 = -386281.572146 nChanged 13 SP:Iteration 23Q (16958.030000 sec): 3 clusters Score: Raw -390165.342888 + Penalty 3875.541410 = -386289.801477 nChanged 14 SP:Iteration 24Q (16958.190000 sec): 3 clusters Score: Raw -390174.011921 + Penalty 3875.541410 = -386298.470511 nChanged 15 SP:Iteration 25Q (16958.370000 sec): 3 clusters Score: Raw -390183.072048 + Penalty 3875.541410 = -386307.530637 nChanged 17 SP:Iteration 26Q (16958.530000 sec): 3 clusters Score: Raw -390198.435004 + Penalty 3875.541410 = -386322.893594 nChanged 16 SP:Iteration 27Q (16958.750000 sec): 3 clusters Score: Raw -390209.026398 + Penalty 3875.541410 = -386333.484988 nChanged 12 SP:Iteration 28Q (16958.980000 sec): 3 clusters Score: Raw -390221.813257 + Penalty 3875.541410 = -386346.271847 nChanged 17 SP:Iteration 29Q (16959.150000 sec): 3 clusters Score: Raw -390232.647892 + Penalty 3875.541410 = -386357.106482 nChanged 14 SP:Iteration 30Q (16959.310000 sec): 3 clusters Score: Raw -390242.270698 + Penalty 3875.541410 = -386366.729288 nChanged 17 SP:Iteration 31Q (16959.520000 sec): 3 clusters Score: Raw -390253.704371 + Penalty 3875.541410 = -386378.162961 nChanged 10 SP:Iteration 32Q (16959.700000 sec): 3 clusters Score: Raw -390258.973484 + Penalty 3875.541410 = -386383.432074 nChanged 9 SP:Iteration 33Q (16959.940000 sec): 3 clusters Score: Raw -390263.211061 + Penalty 3875.541410 = -386387.669651 nChanged 4 SP:Iteration 34Q (16960.120000 sec): 3 clusters Score: Raw -390265.504687 + Penalty 3875.541410 = -386389.963277 nChanged 6 SP:Iteration 35Q (16960.290000 sec): 3 clusters Score: Raw -390270.615160 + Penalty 3875.541410 = -386395.073750 nChanged 10 SP:Iteration 36Q (16960.470000 sec): 3 clusters Score: Raw -390277.082890 + Penalty 3875.541410 = -386401.541480 nChanged 9 SP:Iteration 37Q (16960.680000 sec): 3 clusters Score: Raw -390282.326128 + Penalty 3875.541410 = -386406.784718 nChanged 8 SP:Iteration 38Q (16960.830000 sec): 3 clusters Score: Raw -390290.058611 + Penalty 3875.541410 = -386414.517201 nChanged 9 SP:Iteration 39Q (16961.070000 sec): 3 clusters Score: Raw -390295.666876 + Penalty 3875.541410 = -386420.125466 nChanged 6 SP:Iteration 40F (16961.220000 sec): 3 clusters Score: Raw -390299.043214 + Penalty 3875.541410 = -386423.501804 nChanged 4 SP:Iteration 41Q (16961.430000 sec): 3 clusters Score: Raw -390300.685162 + Penalty 3875.541410 = -386425.143752 nChanged 2 SP:Iteration 42Q (16961.590000 sec): 3 clusters Score: Raw -390301.567738 + Penalty 3875.541410 = -386426.026328 nChanged 3 SP:Iteration 43Q (16961.810000 sec): 3 clusters Score: Raw -390302.641751 + Penalty 3875.541410 = -386427.100341 nChanged 2 SP:Iteration 44Q (16961.980000 sec): 3 clusters Score: Raw -390303.396139 + Penalty 3875.541410 = -386427.854728 nChanged 2 SP:Iteration 45Q (16962.180000 sec): 3 clusters Score: Raw -390304.032769 + Penalty 3875.541410 = -386428.491358 nChanged 1 SP:Iteration 46Q (16962.430000 sec): 3 clusters Score: Raw -390304.562327 + Penalty 3875.541410 = -386429.020916 nChanged 0 SP:Iteration 47F (16962.610000 sec): 3 clusters Score: Raw -390304.562327 + Penalty 3875.541410 = -386429.020916 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16962.690000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16962.860000 sec): 3 clusters Score: Raw -15299.382560 + Penalty 2394.843614 = -12904.538947 nChanged 6 SP:Iteration 1Q (16963.070000 sec): 3 clusters Score: Raw -15354.514640 + Penalty 2394.843614 = -12959.671026 nChanged 2 SP:Iteration 2Q (16963.200000 sec): 3 clusters Score: Raw -15370.024992 + Penalty 2394.843614 = -12975.181379 nChanged 0 SP:Iteration 3F (16963.410000 sec): 3 clusters Score: Raw -15370.024992 + Penalty 2394.843614 = -12975.181379 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16963.490000 sec): 2 clusters Score: Raw -33321.810106 + Penalty 1380.001061 = -31941.809045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16963.670000 sec): 3 clusters Score: Raw -33550.378223 + Penalty 2760.002122 = -30790.376101 nChanged 34 SP:Iteration 1F (16963.870000 sec): 3 clusters Score: Raw -33852.610675 + Penalty 2760.002122 = -31092.608553 nChanged 17 SP:Iteration 2F (16964.040000 sec): 3 clusters Score: Raw -34061.222780 + Penalty 2760.002122 = -31301.220658 nChanged 14 SP:Iteration 3F (16964.250000 sec): 3 clusters Score: Raw -34347.101623 + Penalty 2760.002122 = -31587.099501 nChanged 9 SP:Iteration 4Q (16964.430000 sec): 3 clusters Score: Raw -34437.011780 + Penalty 2760.002122 = -31677.009658 nChanged 8 SP:Iteration 5Q (16964.580000 sec): 3 clusters Score: Raw -34547.304824 + Penalty 2760.002122 = -31787.302702 nChanged 6 SP:Iteration 6Q (16964.750000 sec): 3 clusters Score: Raw -34621.947581 + Penalty 2760.002122 = -31861.945459 nChanged 6 SP:Iteration 7Q (16964.940000 sec): 3 clusters Score: Raw -34692.856064 + Penalty 2760.002122 = -31932.853942 nChanged 7 SP:Iteration 8Q (16965.150000 sec): 3 clusters Score: Raw -34762.097313 + Penalty 2760.002122 = -32002.095191 nChanged 4 SP:Iteration 9Q (16965.310000 sec): 3 clusters Score: Raw -34795.018409 + Penalty 2760.002122 = -32035.016287 nChanged 2 SP:Iteration 10Q (16965.480000 sec): 3 clusters Score: Raw -34849.034075 + Penalty 2760.002122 = -32089.031953 nChanged 4 SP:Iteration 11Q (16965.670000 sec): 3 clusters Score: Raw -34931.849736 + Penalty 2760.002122 = -32171.847614 nChanged 1 SP:Iteration 12Q (16965.820000 sec): 3 clusters Score: Raw -35082.062611 + Penalty 2760.002122 = -32322.060489 nChanged 2 SP:Iteration 13Q (16966.010000 sec): 3 clusters Score: Raw -35169.015093 + Penalty 2760.002122 = -32409.012971 nChanged 2 SP:Iteration 14Q (16966.190000 sec): 3 clusters Score: Raw -35202.261650 + Penalty 2760.002122 = -32442.259528 nChanged 1 SP:Iteration 15Q (16966.360000 sec): 3 clusters Score: Raw -35221.575496 + Penalty 2760.002122 = -32461.573374 nChanged 1 SP:Iteration 16Q (16966.510000 sec): 3 clusters Score: Raw -35250.816581 + Penalty 2760.002122 = -32490.814459 nChanged 0 SP:Iteration 17F (16966.680000 sec): 3 clusters Score: Raw -35250.816581 + Penalty 2760.002122 = -32490.814459 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 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16966.800000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16966.990000 sec): 3 clusters Score: Raw -39814.377727 + Penalty 2767.545994 = -37046.831733 nChanged 26 SP:Iteration 1F (16967.130000 sec): 3 clusters Score: Raw -39938.982683 + Penalty 2767.545994 = -37171.436689 nChanged 9 SP:Iteration 2Q (16967.310000 sec): 3 clusters Score: Raw -39977.870820 + Penalty 2767.545994 = -37210.324826 nChanged 6 SP:Iteration 3Q (16967.510000 sec): 3 clusters Score: Raw -39993.808576 + Penalty 2767.545994 = -37226.262582 nChanged 2 SP:Iteration 4Q (16967.670000 sec): 3 clusters Score: Raw -40002.269078 + Penalty 2767.545994 = -37234.723084 nChanged 1 SP:Iteration 5Q (16967.850000 sec): 3 clusters Score: Raw -40005.918761 + Penalty 2767.545994 = -37238.372767 nChanged 0 SP:Iteration 6F (16968.050000 sec): 3 clusters Score: Raw -40005.918761 + Penalty 2767.545994 = -37238.372767 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16968.090000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16968.280000 sec): 3 clusters Score: Raw -55730.605329 + Penalty 2952.808694 = -52777.796635 nChanged 69 SP:Iteration 1F (16968.510000 sec): 3 clusters Score: Raw -55930.715157 + Penalty 2952.808694 = -52977.906463 nChanged 24 SP:Iteration 2F (16968.650000 sec): 3 clusters Score: Raw -56016.822386 + Penalty 2952.808694 = -53064.013692 nChanged 18 SP:Iteration 3Q (16968.870000 sec): 3 clusters Score: Raw -56095.353088 + Penalty 2952.808694 = -53142.544394 nChanged 15 SP:Iteration 4Q (16969.040000 sec): 3 clusters Score: Raw -56172.547163 + Penalty 2952.808694 = -53219.738469 nChanged 12 SP:Iteration 5Q (16969.190000 sec): 3 clusters Score: Raw -56223.239162 + Penalty 2952.808694 = -53270.430468 nChanged 10 SP:Iteration 6Q (16969.360000 sec): 3 clusters Score: Raw -56255.412990 + Penalty 2952.808694 = -53302.604296 nChanged 3 SP:Iteration 7Q (16969.560000 sec): 3 clusters Score: Raw -56269.837755 + Penalty 2952.808694 = -53317.029061 nChanged 3 SP:Iteration 8Q (16969.720000 sec): 3 clusters Score: Raw -56280.100700 + Penalty 2952.808694 = -53327.292006 nChanged 4 SP:Iteration 9Q (16969.890000 sec): 3 clusters Score: Raw -56291.499857 + Penalty 2952.808694 = -53338.691163 nChanged 1 SP:Iteration 10Q (16970.070000 sec): 3 clusters Score: Raw -56295.965319 + Penalty 2952.808694 = -53343.156625 nChanged 1 SP:Iteration 11Q (16970.250000 sec): 3 clusters Score: Raw -56298.778412 + Penalty 2952.808694 = -53345.969718 nChanged 2 SP:Iteration 12Q (16970.430000 sec): 3 clusters Score: Raw -56312.273359 + Penalty 2952.808694 = -53359.464665 nChanged 5 SP:Iteration 13Q (16970.620000 sec): 3 clusters Score: Raw -56330.669400 + Penalty 2952.808694 = -53377.860706 nChanged 3 SP:Iteration 14Q (16970.810000 sec): 3 clusters Score: Raw -56339.278349 + Penalty 2952.808694 = -53386.469655 nChanged 0 SP:Iteration 15F (16970.980000 sec): 3 clusters Score: Raw -56339.278349 + Penalty 2952.808694 = -53386.469655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16971.110000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16971.260000 sec): 3 clusters Score: Raw -38710.773146 + Penalty 2744.561186 = -35966.211960 nChanged 21 SP:Iteration 1F (16971.420000 sec): 3 clusters Score: Raw -38786.554671 + Penalty 2744.561186 = -36041.993484 nChanged 7 SP:Iteration 2Q (16971.610000 sec): 3 clusters Score: Raw -38826.718540 + Penalty 2744.561186 = -36082.157354 nChanged 2 SP:Iteration 3Q (16971.790000 sec): 3 clusters Score: Raw -38837.275266 + Penalty 2744.561186 = -36092.714080 nChanged 1 SP:Iteration 4Q (16971.940000 sec): 3 clusters Score: Raw -38842.269073 + Penalty 2744.561186 = -36097.707886 nChanged 0 SP:Iteration 5F (16972.140000 sec): 3 clusters Score: Raw -38842.269073 + Penalty 2744.561186 = -36097.707886 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16972.230000 sec): 2 clusters Score: Raw -38029.407694 + Penalty 1361.256556 = -36668.151138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16972.430000 sec): 3 clusters Score: Raw -38233.871075 + Penalty 2722.513112 = -35511.357963 nChanged 30 SP:Iteration 1F (16972.620000 sec): 3 clusters Score: Raw -38398.658293 + Penalty 2722.513112 = -35676.145180 nChanged 4 SP:Iteration 2Q (16972.820000 sec): 3 clusters Score: Raw -38438.372178 + Penalty 2722.513112 = -35715.859066 nChanged 5 SP:Iteration 3Q (16973.020000 sec): 3 clusters Score: Raw -38471.019929 + Penalty 2722.513112 = -35748.506817 nChanged 4 SP:Iteration 4Q (16973.220000 sec): 3 clusters Score: Raw -38490.854825 + Penalty 2722.513112 = -35768.341713 nChanged 3 SP:Iteration 5Q (16973.440000 sec): 3 clusters Score: Raw -38500.752140 + Penalty 2722.513112 = -35778.239028 nChanged 0 SP:Iteration 6F (16973.620000 sec): 3 clusters Score: Raw -38500.752140 + Penalty 2722.513112 = -35778.239028 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16973.680000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16973.900000 sec): 3 clusters Score: Raw -14590.221166 + Penalty 2284.164412 = -12306.056753 nChanged 1 SP:Iteration 1Q (16974.060000 sec): 3 clusters Score: Raw -14600.340771 + Penalty 2284.164412 = -12316.176359 nChanged 0 SP:Iteration 2F (16974.270000 sec): 3 clusters Score: Raw -14600.340771 + Penalty 2284.164412 = -12316.176359 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16974.350000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16974.520000 sec): 3 clusters Score: Raw -66317.242754 + Penalty 3046.450553 = -63270.792201 nChanged 84 SP:Iteration 1F (16974.700000 sec): 3 clusters Score: Raw -66522.775935 + Penalty 3046.450553 = -63476.325382 nChanged 30 SP:Iteration 2F (16974.900000 sec): 3 clusters Score: Raw -66633.202603 + Penalty 3046.450553 = -63586.752050 nChanged 19 SP:Iteration 3Q (16975.050000 sec): 3 clusters Score: Raw -66691.813663 + Penalty 3046.450553 = -63645.363109 nChanged 14 SP:Iteration 4Q (16975.250000 sec): 3 clusters Score: Raw -66785.476991 + Penalty 3046.450553 = -63739.026438 nChanged 16 SP:Iteration 5Q (16975.440000 sec): 3 clusters Score: Raw -66865.619031 + Penalty 3046.450553 = -63819.168478 nChanged 12 SP:Iteration 6Q (16975.580000 sec): 3 clusters Score: Raw -66911.983688 + Penalty 3046.450553 = -63865.533134 nChanged 10 SP:Iteration 7Q (16975.750000 sec): 3 clusters Score: Raw -66948.269213 + Penalty 3046.450553 = -63901.818660 nChanged 12 SP:Iteration 8Q (16975.930000 sec): 3 clusters Score: Raw -66994.394960 + Penalty 3046.450553 = -63947.944406 nChanged 7 SP:Iteration 9Q (16976.110000 sec): 3 clusters Score: Raw -67016.356216 + Penalty 3046.450553 = -63969.905662 nChanged 9 SP:Iteration 10Q (16976.280000 sec): 3 clusters Score: Raw -67049.220148 + Penalty 3046.450553 = -64002.769595 nChanged 7 SP:Iteration 11Q (16976.430000 sec): 3 clusters Score: Raw -67072.907941 + Penalty 3046.450553 = -64026.457388 nChanged 7 SP:Iteration 12Q (16976.570000 sec): 3 clusters Score: Raw -67096.912274 + Penalty 3046.450553 = -64050.461720 nChanged 3 SP:Iteration 13Q (16976.750000 sec): 3 clusters Score: Raw -67111.597193 + Penalty 3046.450553 = -64065.146640 nChanged 5 SP:Iteration 14Q (16976.930000 sec): 3 clusters Score: Raw -67142.376421 + Penalty 3046.450553 = -64095.925868 nChanged 7 SP:Iteration 15Q (16977.110000 sec): 3 clusters Score: Raw -67184.945547 + Penalty 3046.450553 = -64138.494994 nChanged 7 SP:Iteration 16Q (16977.250000 sec): 3 clusters Score: Raw -67227.413882 + Penalty 3046.450553 = -64180.963329 nChanged 2 SP:Iteration 17Q (16977.450000 sec): 3 clusters Score: Raw -67235.820708 + Penalty 3046.450553 = -64189.370155 nChanged 1 SP:Iteration 18Q (16977.630000 sec): 3 clusters Score: Raw -67239.544597 + Penalty 3046.450553 = -64193.094044 nChanged 1 SP:Iteration 19Q (16977.790000 sec): 3 clusters Score: Raw -67243.035751 + Penalty 3046.450553 = -64196.585198 nChanged 0 SP:Iteration 20F (16977.950000 sec): 3 clusters Score: Raw -67244.882148 + Penalty 3046.450553 = -64198.431595 nChanged 1 SP:Iteration 21Q (16978.160000 sec): 3 clusters Score: Raw -67257.231003 + Penalty 3046.450553 = -64210.780449 nChanged 2 SP:Iteration 22Q (16978.330000 sec): 3 clusters Score: Raw -67262.687711 + Penalty 3046.450553 = -64216.237158 nChanged 3 SP:Iteration 23Q (16978.510000 sec): 3 clusters Score: Raw -67272.717960 + Penalty 3046.450553 = -64226.267407 nChanged 2 SP:Iteration 24Q (16978.740000 sec): 3 clusters Score: Raw -67281.162161 + Penalty 3046.450553 = -64234.711608 nChanged 2 SP:Iteration 25Q (16978.880000 sec): 3 clusters Score: Raw -67288.904680 + Penalty 3046.450553 = -64242.454127 nChanged 2 SP:Iteration 26Q (16979.080000 sec): 3 clusters Score: Raw -67295.238390 + Penalty 3046.450553 = -64248.787837 nChanged 1 SP:Iteration 27Q (16979.240000 sec): 3 clusters Score: Raw -67299.734854 + Penalty 3046.450553 = -64253.284301 nChanged 0 SP:Iteration 28F (16979.400000 sec): 3 clusters Score: Raw -67299.734854 + Penalty 3046.450553 = -64253.284301 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16979.530000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16979.690000 sec): 3 clusters Score: Raw -24571.911564 + Penalty 2553.157260 = -22018.754304 nChanged 11 SP:Iteration 1F (16979.910000 sec): 3 clusters Score: Raw -24627.485886 + Penalty 2553.157260 = -22074.328626 nChanged 5 SP:Iteration 2Q (16980.090000 sec): 3 clusters Score: Raw -24669.945228 + Penalty 2553.157260 = -22116.787968 nChanged 1 SP:Iteration 3Q (16980.250000 sec): 3 clusters Score: Raw -24683.539220 + Penalty 2553.157260 = -22130.381960 nChanged 0 SP:Iteration 4F (16980.420000 sec): 3 clusters Score: Raw -24683.539220 + Penalty 2553.157260 = -22130.381960 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16980.490000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16980.680000 sec): 3 clusters Score: Raw -23838.244341 + Penalty 2465.027397 = -21373.216944 nChanged 8 SP:Iteration 1F (16980.860000 sec): 3 clusters Score: Raw -23904.096165 + Penalty 2465.027397 = -21439.068768 nChanged 1 SP:Iteration 2Q (16981.020000 sec): 3 clusters Score: Raw -23911.427614 + Penalty 2465.027397 = -21446.400218 nChanged 0 SP:Iteration 3F (16981.220000 sec): 3 clusters Score: Raw -23911.427614 + Penalty 2465.027397 = -21446.400218 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16982.040000 sec): 2 clusters Score: Raw -21820290.358280 + Penalty 2933.269528 = -21817357.088752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16982.820000 sec): 3 clusters Score: Raw -21731622.526802 + Penalty 5866.539055 = -21725755.987747 nChanged 65365 SP:Iteration 1F (16983.660000 sec): 3 clusters Score: Raw -21769211.340270 + Penalty 5866.539055 = -21763344.801215 nChanged 4710 SP:Iteration 2Q (16984.710000 sec): 3 clusters Score: Raw -21770523.546057 + Penalty 5866.539055 = -21764657.007001 nChanged 5788 SP:Iteration 3Q (16985.830000 sec): 3 clusters Score: Raw -21772727.962124 + Penalty 5866.539055 = -21766861.423069 nChanged 7698 SP:Iteration 4F (16986.920000 sec): 3 clusters Score: Raw -21776815.065181 + Penalty 5866.539055 = -21770948.526126 nChanged 10071 SP:Iteration 5F (16988.070000 sec): 3 clusters Score: Raw -21783910.235219 + Penalty 5866.539055 = -21778043.696164 nChanged 11835 SP:Iteration 6F (16989.040000 sec): 3 clusters Score: Raw -21794089.020160 + Penalty 5866.539055 = -21788222.481105 nChanged 11560 SP:Iteration 7F (16989.950000 sec): 3 clusters Score: Raw -21805296.227313 + Penalty 5866.539055 = -21799429.688258 nChanged 8411 SP:Iteration 8F (16990.990000 sec): 3 clusters Score: Raw -21813583.489204 + Penalty 5866.539055 = -21807716.950149 nChanged 4580 SP:Iteration 9Q (16992.100000 sec): 3 clusters Score: Raw -21817966.670230 + Penalty 5866.539055 = -21812100.131175 nChanged 1851 SP:Iteration 10Q (16993.020000 sec): 3 clusters Score: Raw -21819704.314508 + Penalty 5866.539055 = -21813837.775453 nChanged 545 SP:Iteration 11Q (16993.810000 sec): 3 clusters Score: Raw -21820237.696257 + Penalty 5866.539055 = -21814371.157202 nChanged 179 SP:Iteration 12Q (16994.800000 sec): 3 clusters Score: Raw -21820446.625708 + Penalty 5866.539055 = -21814580.086653 nChanged 61 SP:Iteration 13Q (16995.640000 sec): 3 clusters Score: Raw -21820524.827131 + Penalty 5866.539055 = -21814658.288076 nChanged 29 SP:Iteration 14Q (16996.400000 sec): 3 clusters Score: Raw -21820565.518156 + Penalty 5866.539055 = -21814698.979101 nChanged 21 SP:Iteration 15Q (16997.230000 sec): 3 clusters Score: Raw -21820592.661311 + Penalty 5866.539055 = -21814726.122256 nChanged 12 SP:Iteration 16Q (16998.110000 sec): 3 clusters Score: Raw -21820611.470453 + Penalty 5866.539055 = -21814744.931398 nChanged 17 SP:Iteration 17Q (16999.010000 sec): 3 clusters Score: Raw -21820636.993362 + Penalty 5866.539055 = -21814770.454307 nChanged 8 SP:Iteration 18Q (16999.860000 sec): 3 clusters Score: Raw -21820648.440503 + Penalty 5866.539055 = -21814781.901448 nChanged 7 SP:Iteration 19Q (17000.680000 sec): 3 clusters Score: Raw -21820657.079225 + Penalty 5866.539055 = -21814790.540170 nChanged 1 SP:Iteration 20F (17001.550000 sec): 3 clusters Score: Raw -21820657.725869 + Penalty 5866.539055 = -21814791.186813 nChanged 2 SP:Iteration 21Q (17002.300000 sec): 3 clusters Score: Raw -21820659.075735 + Penalty 5866.539055 = -21814792.536680 nChanged 0 SP:Iteration 22F (17003.150000 sec): 3 clusters Score: Raw -21820659.075735 + Penalty 5866.539055 = -21814792.536680 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17003.270000 sec): 2 clusters Score: Raw -36336.610555 + Penalty 1357.123127 = -34979.487428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17003.450000 sec): 3 clusters Score: Raw -36532.080028 + Penalty 2714.246254 = -33817.833774 nChanged 18 SP:Iteration 1F (17003.630000 sec): 3 clusters Score: Raw -36613.646403 + Penalty 2714.246254 = -33899.400149 nChanged 10 SP:Iteration 2Q (17003.790000 sec): 3 clusters Score: Raw -36671.461960 + Penalty 2714.246254 = -33957.215705 nChanged 7 SP:Iteration 3Q (17003.930000 sec): 3 clusters Score: Raw -36712.056233 + Penalty 2714.246254 = -33997.809979 nChanged 4 SP:Iteration 4Q (17004.110000 sec): 3 clusters Score: Raw -36733.012455 + Penalty 2714.246254 = -34018.766201 nChanged 3 SP:Iteration 5Q (17004.290000 sec): 3 clusters Score: Raw -36753.122301 + Penalty 2714.246254 = -34038.876047 nChanged 3 SP:Iteration 6Q (17004.450000 sec): 3 clusters Score: Raw -36781.608457 + Penalty 2714.246254 = -34067.362203 nChanged 3 SP:Iteration 7Q (17004.600000 sec): 3 clusters Score: Raw -36806.375498 + Penalty 2714.246254 = -34092.129244 nChanged 2 SP:Iteration 8Q (17004.750000 sec): 3 clusters Score: Raw -36829.583977 + Penalty 2714.246254 = -34115.337723 nChanged 2 SP:Iteration 9Q (17004.910000 sec): 3 clusters Score: Raw -36841.024849 + Penalty 2714.246254 = -34126.778594 nChanged 0 SP:Iteration 10F (17005.080000 sec): 3 clusters Score: Raw -36841.024849 + Penalty 2714.246254 = -34126.778594 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17005.260000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17005.470000 sec): 3 clusters Score: Raw -1319437.838906 + Penalty 4478.888342 = -1314958.950565 nChanged 3325 SP:Iteration 1F (17005.700000 sec): 3 clusters Score: Raw -1321282.164832 + Penalty 4478.888342 = -1316803.276491 nChanged 562 SP:Iteration 2F (17005.930000 sec): 3 clusters Score: Raw -1321569.250646 + Penalty 4478.888342 = -1317090.362305 nChanged 429 SP:Iteration 3F (17006.160000 sec): 3 clusters Score: Raw -1321766.007510 + Penalty 4478.888342 = -1317287.119168 nChanged 340 SP:Iteration 4Q (17006.380000 sec): 3 clusters Score: Raw -1321915.790571 + Penalty 4478.888342 = -1317436.902229 nChanged 284 SP:Iteration 5Q (17006.640000 sec): 3 clusters Score: Raw -1322018.347201 + Penalty 4478.888342 = -1317539.458859 nChanged 213 SP:Iteration 6Q (17006.860000 sec): 3 clusters Score: Raw -1322098.302945 + Penalty 4478.888342 = -1317619.414603 nChanged 205 SP:Iteration 7Q (17007.130000 sec): 3 clusters Score: Raw -1322174.357691 + Penalty 4478.888342 = -1317695.469350 nChanged 196 SP:Iteration 8Q (17007.340000 sec): 3 clusters Score: Raw -1322252.234709 + Penalty 4478.888342 = -1317773.346367 nChanged 178 SP:Iteration 9Q (17007.610000 sec): 3 clusters Score: Raw -1322326.468078 + Penalty 4478.888342 = -1317847.579737 nChanged 185 SP:Iteration 10Q (17007.870000 sec): 3 clusters Score: Raw -1322391.497615 + Penalty 4478.888342 = -1317912.609273 nChanged 150 SP:Iteration 11Q (17008.090000 sec): 3 clusters Score: Raw -1322449.782614 + Penalty 4478.888342 = -1317970.894272 nChanged 144 SP:Iteration 12Q (17008.320000 sec): 3 clusters Score: Raw -1322505.288916 + Penalty 4478.888342 = -1318026.400574 nChanged 149 SP:Iteration 13Q (17008.540000 sec): 3 clusters Score: Raw -1322553.378031 + Penalty 4478.888342 = -1318074.489690 nChanged 135 SP:Iteration 14Q (17008.820000 sec): 3 clusters Score: Raw -1322607.873675 + Penalty 4478.888342 = -1318128.985333 nChanged 138 SP:Iteration 15Q (17009.070000 sec): 3 clusters Score: Raw -1322659.531399 + Penalty 4478.888342 = -1318180.643058 nChanged 146 SP:Iteration 16Q (17009.330000 sec): 3 clusters Score: Raw -1322714.658148 + Penalty 4478.888342 = -1318235.769807 nChanged 140 SP:Iteration 17Q (17009.510000 sec): 3 clusters Score: Raw -1322764.723281 + Penalty 4478.888342 = -1318285.834940 nChanged 162 SP:Iteration 18Q (17009.710000 sec): 3 clusters Score: Raw -1322830.256806 + Penalty 4478.888342 = -1318351.368464 nChanged 161 SP:Iteration 19Q (17009.930000 sec): 3 clusters Score: Raw -1322905.419903 + Penalty 4478.888342 = -1318426.531561 nChanged 172 SP:Iteration 20F (17010.170000 sec): 3 clusters Score: Raw -1322982.115048 + Penalty 4478.888342 = -1318503.226707 nChanged 163 SP:Iteration 21Q (17010.360000 sec): 3 clusters Score: Raw -1323049.138622 + Penalty 4478.888342 = -1318570.250281 nChanged 135 SP:Iteration 22Q (17010.620000 sec): 3 clusters Score: Raw -1323113.437180 + Penalty 4478.888342 = -1318634.548838 nChanged 124 SP:Iteration 23Q (17010.830000 sec): 3 clusters Score: Raw -1323180.670002 + Penalty 4478.888342 = -1318701.781660 nChanged 134 SP:Iteration 24Q (17011.070000 sec): 3 clusters Score: Raw -1323256.227804 + Penalty 4478.888342 = -1318777.339462 nChanged 128 SP:Iteration 25Q (17011.280000 sec): 3 clusters Score: Raw -1323341.893905 + Penalty 4478.888342 = -1318863.005563 nChanged 155 SP:Iteration 26Q (17011.540000 sec): 3 clusters Score: Raw -1323451.378900 + Penalty 4478.888342 = -1318972.490558 nChanged 146 SP:Iteration 27Q (17011.720000 sec): 3 clusters Score: Raw -1323549.874193 + Penalty 4478.888342 = -1319070.985851 nChanged 131 SP:Iteration 28Q (17011.940000 sec): 3 clusters Score: Raw -1323631.911376 + Penalty 4478.888342 = -1319153.023035 nChanged 121 SP:Iteration 29Q (17012.180000 sec): 3 clusters Score: Raw -1323702.452752 + Penalty 4478.888342 = -1319223.564411 nChanged 107 SP:Iteration 30Q (17012.400000 sec): 3 clusters Score: Raw -1323762.482676 + Penalty 4478.888342 = -1319283.594334 nChanged 95 SP:Iteration 31Q (17012.650000 sec): 3 clusters Score: Raw -1323814.414460 + Penalty 4478.888342 = -1319335.526118 nChanged 81 SP:Iteration 32Q (17012.920000 sec): 3 clusters Score: Raw -1323853.308514 + Penalty 4478.888342 = -1319374.420173 nChanged 60 SP:Iteration 33Q (17013.180000 sec): 3 clusters Score: Raw -1323886.027615 + Penalty 4478.888342 = -1319407.139273 nChanged 71 SP:Iteration 34Q (17013.460000 sec): 3 clusters Score: Raw -1323927.678883 + Penalty 4478.888342 = -1319448.790541 nChanged 66 SP:Iteration 35Q (17013.740000 sec): 3 clusters Score: Raw -1323967.846964 + Penalty 4478.888342 = -1319488.958622 nChanged 57 SP:Iteration 36Q (17013.960000 sec): 3 clusters Score: Raw -1324000.795640 + Penalty 4478.888342 = -1319521.907299 nChanged 53 SP:Iteration 37Q (17014.160000 sec): 3 clusters Score: Raw -1324027.320452 + Penalty 4478.888342 = -1319548.432110 nChanged 41 SP:Iteration 38Q (17014.380000 sec): 3 clusters Score: Raw -1324044.798865 + Penalty 4478.888342 = -1319565.910524 nChanged 32 SP:Iteration 39Q (17014.580000 sec): 3 clusters Score: Raw -1324059.696395 + Penalty 4478.888342 = -1319580.808053 nChanged 38 SP:Iteration 40F (17014.840000 sec): 3 clusters Score: Raw -1324079.282405 + Penalty 4478.888342 = -1319600.394063 nChanged 35 SP:Iteration 41Q (17015.110000 sec): 3 clusters Score: Raw -1324098.832808 + Penalty 4478.888342 = -1319619.944466 nChanged 32 SP:Iteration 42Q (17015.320000 sec): 3 clusters Score: Raw -1324114.443655 + Penalty 4478.888342 = -1319635.555314 nChanged 27 SP:Iteration 43Q (17015.590000 sec): 3 clusters Score: Raw -1324125.303930 + Penalty 4478.888342 = -1319646.415588 nChanged 20 SP:Iteration 44Q (17015.810000 sec): 3 clusters Score: Raw -1324133.851809 + Penalty 4478.888342 = -1319654.963467 nChanged 15 SP:Iteration 45Q (17016.050000 sec): 3 clusters Score: Raw -1324139.290730 + Penalty 4478.888342 = -1319660.402388 nChanged 8 SP:Iteration 46Q (17016.300000 sec): 3 clusters Score: Raw -1324142.134066 + Penalty 4478.888342 = -1319663.245724 nChanged 4 SP:Iteration 47Q (17016.480000 sec): 3 clusters Score: Raw -1324143.732769 + Penalty 4478.888342 = -1319664.844427 nChanged 8 SP:Iteration 48Q (17016.730000 sec): 3 clusters Score: Raw -1324146.932300 + Penalty 4478.888342 = -1319668.043959 nChanged 5 SP:Iteration 49Q (17016.940000 sec): 3 clusters Score: Raw -1324148.731665 + Penalty 4478.888342 = -1319669.843324 nChanged 1 SP:Iteration 50Q (17017.150000 sec): 3 clusters Score: Raw -1324149.839325 + Penalty 4478.888342 = -1319670.950983 nChanged 3 SP:Iteration 51Q (17017.360000 sec): 3 clusters Score: Raw -1324150.944537 + Penalty 4478.888342 = -1319672.056195 nChanged 2 SP:Iteration 52Q (17017.590000 sec): 3 clusters Score: Raw -1324151.488268 + Penalty 4478.888342 = -1319672.599926 nChanged 1 SP:Iteration 53Q (17017.800000 sec): 3 clusters Score: Raw -1324151.682691 + Penalty 4478.888342 = -1319672.794349 nChanged 0 SP:Iteration 54F (17018.020000 sec): 3 clusters Score: Raw -1324151.682691 + Penalty 4478.888342 = -1319672.794349 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17018.090000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17018.320000 sec): 3 clusters Score: Raw -45246.650450 + Penalty 2850.116783 = -42396.533668 nChanged 28 SP:Iteration 1F (17018.430000 sec): 3 clusters Score: Raw -45379.891926 + Penalty 2850.116783 = -42529.775143 nChanged 11 SP:Iteration 2Q (17018.600000 sec): 3 clusters Score: Raw -45465.210057 + Penalty 2850.116783 = -42615.093275 nChanged 4 SP:Iteration 3Q (17018.780000 sec): 3 clusters Score: Raw -45481.338728 + Penalty 2850.116783 = -42631.221945 nChanged 1 SP:Iteration 4Q (17018.980000 sec): 3 clusters Score: Raw -45484.077705 + Penalty 2850.116783 = -42633.960923 nChanged 3 SP:Iteration 5Q (17019.110000 sec): 3 clusters Score: Raw -45518.472999 + Penalty 2850.116783 = -42668.356217 nChanged 2 SP:Iteration 6Q (17019.270000 sec): 3 clusters Score: Raw -45527.014152 + Penalty 2850.116783 = -42676.897369 nChanged 1 SP:Iteration 7Q (17019.450000 sec): 3 clusters Score: Raw -45530.985885 + Penalty 2850.116783 = -42680.869103 nChanged 0 SP:Iteration 8F (17019.620000 sec): 3 clusters Score: Raw -45530.985885 + Penalty 2850.116783 = -42680.869103 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17019.720000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17019.910000 sec): 3 clusters Score: Raw -46552.566198 + Penalty 2845.339860 = -43707.226338 nChanged 46 SP:Iteration 1F (17020.090000 sec): 3 clusters Score: Raw -46700.353944 + Penalty 2845.339860 = -43855.014085 nChanged 14 SP:Iteration 2Q (17020.280000 sec): 3 clusters Score: Raw -46750.442711 + Penalty 2845.339860 = -43905.102851 nChanged 5 SP:Iteration 3Q (17020.480000 sec): 3 clusters Score: Raw -46769.361944 + Penalty 2845.339860 = -43924.022085 nChanged 1 SP:Iteration 4Q (17020.690000 sec): 3 clusters Score: Raw -46775.132032 + Penalty 2845.339860 = -43929.792172 nChanged 2 SP:Iteration 5Q (17020.830000 sec): 3 clusters Score: Raw -46779.771274 + Penalty 2845.339860 = -43934.431414 nChanged 1 SP:Iteration 6Q (17021.050000 sec): 3 clusters Score: Raw -46781.876860 + Penalty 2845.339860 = -43936.537000 nChanged 2 SP:Iteration 7Q (17021.250000 sec): 3 clusters Score: Raw -46785.204102 + Penalty 2845.339860 = -43939.864242 nChanged 1 SP:Iteration 8Q (17021.390000 sec): 3 clusters Score: Raw -46788.210207 + Penalty 2845.339860 = -43942.870347 nChanged 1 SP:Iteration 9Q (17021.620000 sec): 3 clusters Score: Raw -46790.503470 + Penalty 2845.339860 = -43945.163611 nChanged 0 SP:Iteration 10F (17021.750000 sec): 3 clusters Score: Raw -46790.503470 + Penalty 2845.339860 = -43945.163611 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17021.850000 sec): 2 clusters Score: Raw -35923.346891 + Penalty 1400.945611 = -34522.401280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17022.010000 sec): 3 clusters Score: Raw -36067.029538 + Penalty 2801.891222 = -33265.138316 nChanged 39 SP:Iteration 1F (17022.170000 sec): 3 clusters Score: Raw -36299.432830 + Penalty 2801.891222 = -33497.541608 nChanged 17 SP:Iteration 2F (17022.350000 sec): 3 clusters Score: Raw -36385.465155 + Penalty 2801.891222 = -33583.573932 nChanged 11 SP:Iteration 3Q (17022.540000 sec): 3 clusters Score: Raw -36459.696857 + Penalty 2801.891222 = -33657.805635 nChanged 11 SP:Iteration 4Q (17022.720000 sec): 3 clusters Score: Raw -36530.770795 + Penalty 2801.891222 = -33728.879573 nChanged 7 SP:Iteration 5Q (17022.890000 sec): 3 clusters Score: Raw -36600.222184 + Penalty 2801.891222 = -33798.330962 nChanged 6 SP:Iteration 6Q (17023.090000 sec): 3 clusters Score: Raw -36700.376545 + Penalty 2801.891222 = -33898.485323 nChanged 3 SP:Iteration 7Q (17023.270000 sec): 3 clusters Score: Raw -36718.118722 + Penalty 2801.891222 = -33916.227499 nChanged 4 SP:Iteration 8Q (17023.470000 sec): 3 clusters Score: Raw -36817.297642 + Penalty 2801.891222 = -34015.406420 nChanged 8 SP:Iteration 9Q (17023.630000 sec): 3 clusters Score: Raw -37014.011754 + Penalty 2801.891222 = -34212.120532 nChanged 6 SP:Iteration 10Q (17023.810000 sec): 3 clusters Score: Raw -37108.622332 + Penalty 2801.891222 = -34306.731110 nChanged 3 SP:Iteration 11Q (17024.020000 sec): 3 clusters Score: Raw -37165.341451 + Penalty 2801.891222 = -34363.450228 nChanged 1 SP:Iteration 12Q (17024.210000 sec): 3 clusters Score: Raw -37214.198206 + Penalty 2801.891222 = -34412.306984 nChanged 1 SP:Iteration 13Q (17024.370000 sec): 3 clusters Score: Raw -37222.968694 + Penalty 2801.891222 = -34421.077472 nChanged 2 SP:Iteration 14Q (17024.520000 sec): 3 clusters Score: Raw -37241.316387 + Penalty 2801.891222 = -34439.425165 nChanged 0 SP:Iteration 15F (17024.670000 sec): 3 clusters Score: Raw -37243.111647 + Penalty 2801.891222 = -34441.220424 nChanged 1 SP:Iteration 16Q (17024.820000 sec): 3 clusters Score: Raw -37254.543021 + Penalty 2801.891222 = -34452.651799 nChanged 1 SP:Iteration 17Q (17024.990000 sec): 3 clusters Score: Raw -37271.203001 + Penalty 2801.891222 = -34469.311779 nChanged 2 SP:Iteration 18Q (17025.160000 sec): 3 clusters Score: Raw -37310.155792 + Penalty 2801.891222 = -34508.264570 nChanged 3 SP:Iteration 19Q (17025.350000 sec): 3 clusters Score: Raw -37373.818684 + Penalty 2801.891222 = -34571.927462 nChanged 0 SP:Iteration 20F (17025.490000 sec): 3 clusters Score: Raw -37373.818684 + Penalty 2801.891222 = -34571.927462 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17025.590000 sec): 2 clusters Score: Raw -33503.684450 + Penalty 1330.762052 = -32172.922399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17025.780000 sec): 3 clusters Score: Raw -33706.266093 + Penalty 2661.524103 = -31044.741989 nChanged 21 SP:Iteration 1F (17025.970000 sec): 3 clusters Score: Raw -33776.477738 + Penalty 2661.524103 = -31114.953635 nChanged 6 SP:Iteration 2Q (17026.160000 sec): 3 clusters Score: Raw -33797.319402 + Penalty 2661.524103 = -31135.795299 nChanged 5 SP:Iteration 3Q (17026.330000 sec): 3 clusters Score: Raw -33816.133909 + Penalty 2661.524103 = -31154.609805 nChanged 4 SP:Iteration 4Q (17026.520000 sec): 3 clusters Score: Raw -33836.480251 + Penalty 2661.524103 = -31174.956148 nChanged 2 SP:Iteration 5Q (17026.690000 sec): 3 clusters Score: Raw -33850.974918 + Penalty 2661.524103 = -31189.450814 nChanged 2 SP:Iteration 6Q (17026.870000 sec): 3 clusters Score: Raw -33862.134470 + Penalty 2661.524103 = -31200.610366 nChanged 0 SP:Iteration 7F (17027.010000 sec): 3 clusters Score: Raw -33862.134470 + Penalty 2661.524103 = -31200.610366 nChanged 0 Iteration 321F (17137.240000 sec): 67 clusters Score: Raw -120287487.933563 + Penalty 221990.310998 = -120065497.622564 nChanged 1 Iteration 322F (17240.420000 sec): 67 clusters Score: Raw -120287500.579817 + Penalty 221990.310998 = -120065510.268819 nChanged 2 Iteration 323Q (17279.680000 sec): 67 clusters Score: Raw -120287518.061130 + Penalty 221990.310998 = -120065527.750132 nChanged 0 Iteration 324F (17382.900000 sec): 67 clusters Score: Raw -120287518.061130 + Penalty 221990.310998 = -120065527.750132 nChanged 0 Compute initial score before splitting: Score: Raw -120287518.061130 + Penalty 221990.310998 = -120065527.750132 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17384.040000 sec): 2 clusters Score: Raw -39099007.792904 + Penalty 3079.959146 = -39095927.833759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17385.370000 sec): 3 clusters Score: Raw -38935735.539414 + Penalty 6159.918291 = -38929575.621123 nChanged 119632 SP:Iteration 1F (17386.700000 sec): 3 clusters Score: Raw -39006044.284809 + Penalty 6159.918291 = -38999884.366518 nChanged 7077 SP:Iteration 2Q (17388.070000 sec): 3 clusters Score: Raw -39007635.793536 + Penalty 6159.918291 = -39001475.875245 nChanged 8104 SP:Iteration 3Q (17389.490000 sec): 3 clusters Score: Raw -39009826.033293 + Penalty 6159.918291 = -39003666.115002 nChanged 9602 SP:Iteration 4Q (17390.970000 sec): 3 clusters Score: Raw -39013111.185189 + Penalty 6159.918291 = -39006951.266897 nChanged 11541 SP:Iteration 5Q (17392.390000 sec): 3 clusters Score: Raw -39018032.909842 + Penalty 6159.918291 = -39011872.991551 nChanged 13612 SP:Iteration 6F (17393.810000 sec): 3 clusters Score: Raw -39025399.920510 + Penalty 6159.918291 = -39019240.002219 nChanged 15779 SP:Iteration 7F (17395.230000 sec): 3 clusters Score: Raw -39035872.949267 + Penalty 6159.918291 = -39029713.030975 nChanged 16605 SP:Iteration 8F (17396.720000 sec): 3 clusters Score: Raw -39048572.650581 + Penalty 6159.918291 = -39042412.732290 nChanged 15709 SP:Iteration 9F (17398.050000 sec): 3 clusters Score: Raw -39061501.824809 + Penalty 6159.918291 = -39055341.906518 nChanged 12855 SP:Iteration 10F (17399.480000 sec): 3 clusters Score: Raw -39071915.574960 + Penalty 6159.918291 = -39065755.656669 nChanged 9816 SP:Iteration 11Q (17400.810000 sec): 3 clusters Score: Raw -39079642.206766 + Penalty 6159.918291 = -39073482.288475 nChanged 7390 SP:Iteration 12Q (17402.090000 sec): 3 clusters Score: Raw -39085260.991097 + Penalty 6159.918291 = -39079101.072806 nChanged 5510 SP:Iteration 13Q (17403.350000 sec): 3 clusters Score: Raw -39089317.121984 + Penalty 6159.918291 = -39083157.203693 nChanged 4236 SP:Iteration 14Q (17404.570000 sec): 3 clusters Score: Raw -39092363.841454 + Penalty 6159.918291 = -39086203.923162 nChanged 3130 SP:Iteration 15Q (17405.740000 sec): 3 clusters Score: Raw -39094609.296343 + Penalty 6159.918291 = -39088449.378052 nChanged 2241 SP:Iteration 16Q (17406.910000 sec): 3 clusters Score: Raw -39096198.849004 + Penalty 6159.918291 = -39090038.930712 nChanged 1551 SP:Iteration 17Q (17408.080000 sec): 3 clusters Score: Raw -39097289.184910 + Penalty 6159.918291 = -39091129.266619 nChanged 1073 SP:Iteration 18Q (17409.320000 sec): 3 clusters Score: Raw -39098038.900296 + Penalty 6159.918291 = -39091878.982005 nChanged 708 SP:Iteration 19Q (17410.450000 sec): 3 clusters Score: Raw -39098511.690377 + Penalty 6159.918291 = -39092351.772086 nChanged 438 SP:Iteration 20F (17411.800000 sec): 3 clusters Score: Raw -39098782.795506 + Penalty 6159.918291 = -39092622.877215 nChanged 290 SP:Iteration 21Q (17412.880000 sec): 3 clusters Score: Raw -39098949.765731 + Penalty 6159.918291 = -39092789.847439 nChanged 206 SP:Iteration 22Q (17414.000000 sec): 3 clusters Score: Raw -39099072.059550 + Penalty 6159.918291 = -39092912.141259 nChanged 136 SP:Iteration 23Q (17415.090000 sec): 3 clusters Score: Raw -39099165.253874 + Penalty 6159.918291 = -39093005.335583 nChanged 115 SP:Iteration 24Q (17416.120000 sec): 3 clusters Score: Raw -39099240.667741 + Penalty 6159.918291 = -39093080.749450 nChanged 90 SP:Iteration 25Q (17417.180000 sec): 3 clusters Score: Raw -39099291.735200 + Penalty 6159.918291 = -39093131.816909 nChanged 66 SP:Iteration 26Q (17418.270000 sec): 3 clusters Score: Raw -39099326.571682 + Penalty 6159.918291 = -39093166.653391 nChanged 48 SP:Iteration 27Q (17419.370000 sec): 3 clusters Score: Raw -39099350.899316 + Penalty 6159.918291 = -39093190.981025 nChanged 38 SP:Iteration 28Q (17420.370000 sec): 3 clusters Score: Raw -39099373.112303 + Penalty 6159.918291 = -39093213.194012 nChanged 26 SP:Iteration 29Q (17421.490000 sec): 3 clusters Score: Raw -39099388.406326 + Penalty 6159.918291 = -39093228.488034 nChanged 22 SP:Iteration 30Q (17422.710000 sec): 3 clusters Score: Raw -39099402.336203 + Penalty 6159.918291 = -39093242.417912 nChanged 24 SP:Iteration 31Q (17423.930000 sec): 3 clusters Score: Raw -39099415.369738 + Penalty 6159.918291 = -39093255.451447 nChanged 19 SP:Iteration 32Q (17425.140000 sec): 3 clusters Score: Raw -39099427.592485 + Penalty 6159.918291 = -39093267.674194 nChanged 11 SP:Iteration 33Q (17426.410000 sec): 3 clusters Score: Raw -39099434.891240 + Penalty 6159.918291 = -39093274.972949 nChanged 15 SP:Iteration 34Q (17427.610000 sec): 3 clusters Score: Raw -39099442.143131 + Penalty 6159.918291 = -39093282.224840 nChanged 11 SP:Iteration 35Q (17429.050000 sec): 3 clusters Score: Raw -39099446.727457 + Penalty 6159.918291 = -39093286.809166 nChanged 11 SP:Iteration 36Q (17430.440000 sec): 3 clusters Score: Raw -39099453.621896 + Penalty 6159.918291 = -39093293.703605 nChanged 6 SP:Iteration 37Q (17431.580000 sec): 3 clusters Score: Raw -39099457.328378 + Penalty 6159.918291 = -39093297.410087 nChanged 9 SP:Iteration 38Q (17432.640000 sec): 3 clusters Score: Raw -39099460.603502 + Penalty 6159.918291 = -39093300.685211 nChanged 2 SP:Iteration 39Q (17433.870000 sec): 3 clusters Score: Raw -39099461.692136 + Penalty 6159.918291 = -39093301.773845 nChanged 5 SP:Iteration 40F (17435.360000 sec): 3 clusters Score: Raw -39099464.158964 + Penalty 6159.918291 = -39093304.240673 nChanged 5 SP:Iteration 41Q (17436.710000 sec): 3 clusters Score: Raw -39099466.561498 + Penalty 6159.918291 = -39093306.643206 nChanged 3 SP:Iteration 42Q (17438.160000 sec): 3 clusters Score: Raw -39099468.398415 + Penalty 6159.918291 = -39093308.480124 nChanged 4 SP:Iteration 43Q (17439.590000 sec): 3 clusters Score: Raw -39099469.891043 + Penalty 6159.918291 = -39093309.972752 nChanged 2 SP:Iteration 44Q (17440.800000 sec): 3 clusters Score: Raw -39099470.974909 + Penalty 6159.918291 = -39093311.056618 nChanged 2 SP:Iteration 45Q (17442.050000 sec): 3 clusters Score: Raw -39099471.919196 + Penalty 6159.918291 = -39093312.000905 nChanged 1 SP:Iteration 46Q (17443.180000 sec): 3 clusters Score: Raw -39099472.334267 + Penalty 6159.918291 = -39093312.415976 nChanged 1 SP:Iteration 47Q (17444.290000 sec): 3 clusters Score: Raw -39099473.081288 + Penalty 6159.918291 = -39093313.162996 nChanged 2 SP:Iteration 48Q (17445.320000 sec): 3 clusters Score: Raw -39099473.923883 + Penalty 6159.918291 = -39093314.005591 nChanged 1 SP:Iteration 49Q (17446.460000 sec): 3 clusters Score: Raw -39099474.397848 + Penalty 6159.918291 = -39093314.479557 nChanged 2 SP:Iteration 50Q (17447.690000 sec): 3 clusters Score: Raw -39099475.511294 + Penalty 6159.918291 = -39093315.593003 nChanged 0 SP:Iteration 51F (17449.110000 sec): 3 clusters Score: Raw -39099475.511294 + Penalty 6159.918291 = -39093315.593003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17449.360000 sec): 2 clusters Score: Raw -1952638.426657 + Penalty 2346.603343 = -1950291.823315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17449.630000 sec): 3 clusters Score: Raw -1945499.811274 + Penalty 4693.206685 = -1940806.604589 nChanged 5482 SP:Iteration 1F (17449.840000 sec): 3 clusters Score: Raw -1948700.340587 + Penalty 4693.206685 = -1944007.133902 nChanged 990 SP:Iteration 2F (17450.100000 sec): 3 clusters Score: Raw -1949349.452304 + Penalty 4693.206685 = -1944656.245619 nChanged 852 SP:Iteration 3F (17450.350000 sec): 3 clusters Score: Raw -1950039.441748 + Penalty 4693.206685 = -1945346.235063 nChanged 875 SP:Iteration 4F (17450.590000 sec): 3 clusters Score: Raw -1950896.237258 + Penalty 4693.206685 = -1946203.030573 nChanged 880 SP:Iteration 5F (17450.820000 sec): 3 clusters Score: Raw -1951722.794299 + Penalty 4693.206685 = -1947029.587614 nChanged 824 SP:Iteration 6F (17451.100000 sec): 3 clusters Score: Raw -1952419.107448 + Penalty 4693.206685 = -1947725.900763 nChanged 636 SP:Iteration 7Q (17451.400000 sec): 3 clusters Score: Raw -1953022.670329 + Penalty 4693.206685 = -1948329.463644 nChanged 527 SP:Iteration 8Q (17451.650000 sec): 3 clusters Score: Raw -1953496.831191 + Penalty 4693.206685 = -1948803.624506 nChanged 404 SP:Iteration 9Q (17451.900000 sec): 3 clusters Score: Raw -1953803.070451 + Penalty 4693.206685 = -1949109.863766 nChanged 295 SP:Iteration 10Q (17452.140000 sec): 3 clusters Score: Raw -1953976.711823 + Penalty 4693.206685 = -1949283.505138 nChanged 221 SP:Iteration 11Q (17452.380000 sec): 3 clusters Score: Raw -1954076.969967 + Penalty 4693.206685 = -1949383.763282 nChanged 156 SP:Iteration 12Q (17452.680000 sec): 3 clusters Score: Raw -1954137.722303 + Penalty 4693.206685 = -1949444.515618 nChanged 119 SP:Iteration 13Q (17452.910000 sec): 3 clusters Score: Raw -1954191.061099 + Penalty 4693.206685 = -1949497.854414 nChanged 112 SP:Iteration 14Q (17453.180000 sec): 3 clusters Score: Raw -1954248.403164 + Penalty 4693.206685 = -1949555.196479 nChanged 104 SP:Iteration 15Q (17453.380000 sec): 3 clusters Score: Raw -1954317.679428 + Penalty 4693.206685 = -1949624.472743 nChanged 114 SP:Iteration 16Q (17453.640000 sec): 3 clusters Score: Raw -1954395.858177 + Penalty 4693.206685 = -1949702.651492 nChanged 100 SP:Iteration 17Q (17453.900000 sec): 3 clusters Score: Raw -1954471.019539 + Penalty 4693.206685 = -1949777.812854 nChanged 82 SP:Iteration 18Q (17454.140000 sec): 3 clusters Score: Raw -1954524.748434 + Penalty 4693.206685 = -1949831.541749 nChanged 83 SP:Iteration 19Q (17454.400000 sec): 3 clusters Score: Raw -1954557.597436 + Penalty 4693.206685 = -1949864.390751 nChanged 51 SP:Iteration 20F (17454.640000 sec): 3 clusters Score: Raw -1954570.611994 + Penalty 4693.206685 = -1949877.405309 nChanged 35 SP:Iteration 21Q (17454.880000 sec): 3 clusters Score: Raw -1954578.520687 + Penalty 4693.206685 = -1949885.314002 nChanged 29 SP:Iteration 22Q (17455.140000 sec): 3 clusters Score: Raw -1954584.863762 + Penalty 4693.206685 = -1949891.657077 nChanged 16 SP:Iteration 23Q (17455.410000 sec): 3 clusters Score: Raw -1954589.172794 + Penalty 4693.206685 = -1949895.966109 nChanged 19 SP:Iteration 24Q (17455.630000 sec): 3 clusters Score: Raw -1954592.976193 + Penalty 4693.206685 = -1949899.769508 nChanged 16 SP:Iteration 25Q (17455.880000 sec): 3 clusters Score: Raw -1954595.939275 + Penalty 4693.206685 = -1949902.732590 nChanged 9 SP:Iteration 26Q (17456.120000 sec): 3 clusters Score: Raw -1954597.470196 + Penalty 4693.206685 = -1949904.263511 nChanged 9 SP:Iteration 27Q (17456.440000 sec): 3 clusters Score: Raw -1954599.430260 + Penalty 4693.206685 = -1949906.223575 nChanged 8 SP:Iteration 28Q (17456.680000 sec): 3 clusters Score: Raw -1954600.594411 + Penalty 4693.206685 = -1949907.387726 nChanged 2 SP:Iteration 29Q (17456.940000 sec): 3 clusters Score: Raw -1954600.874809 + Penalty 4693.206685 = -1949907.668124 nChanged 1 SP:Iteration 30Q (17457.190000 sec): 3 clusters Score: Raw -1954601.028353 + Penalty 4693.206685 = -1949907.821668 nChanged 0 SP:Iteration 31F (17457.460000 sec): 3 clusters Score: Raw -1954601.028353 + Penalty 4693.206685 = -1949907.821668 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17457.580000 sec): 2 clusters Score: Raw -749249.662247 + Penalty 2111.469039 = -747138.193208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17457.820000 sec): 3 clusters Score: Raw -746890.914635 + Penalty 4222.938078 = -742667.976557 nChanged 1937 SP:Iteration 1F (17457.990000 sec): 3 clusters Score: Raw -748107.328464 + Penalty 4222.938078 = -743884.390386 nChanged 384 SP:Iteration 2F (17458.160000 sec): 3 clusters Score: Raw -748417.627502 + Penalty 4222.938078 = -744194.689424 nChanged 306 SP:Iteration 3F (17458.360000 sec): 3 clusters Score: Raw -748722.695675 + Penalty 4222.938078 = -744499.757597 nChanged 295 SP:Iteration 4F (17458.530000 sec): 3 clusters Score: Raw -748994.987042 + Penalty 4222.938078 = -744772.048964 nChanged 243 SP:Iteration 5Q (17458.780000 sec): 3 clusters Score: Raw -749189.418266 + Penalty 4222.938078 = -744966.480188 nChanged 188 SP:Iteration 6Q (17458.970000 sec): 3 clusters Score: Raw -749330.198668 + Penalty 4222.938078 = -745107.260590 nChanged 175 SP:Iteration 7Q (17459.160000 sec): 3 clusters Score: Raw -749449.521315 + Penalty 4222.938078 = -745226.583237 nChanged 148 SP:Iteration 8Q (17459.360000 sec): 3 clusters Score: Raw -749546.802452 + Penalty 4222.938078 = -745323.864374 nChanged 133 SP:Iteration 9Q (17459.560000 sec): 3 clusters Score: Raw -749641.716115 + Penalty 4222.938078 = -745418.778037 nChanged 118 SP:Iteration 10Q (17459.770000 sec): 3 clusters Score: Raw -749730.665510 + Penalty 4222.938078 = -745507.727432 nChanged 124 SP:Iteration 11Q (17459.980000 sec): 3 clusters Score: Raw -749819.453545 + Penalty 4222.938078 = -745596.515467 nChanged 125 SP:Iteration 12Q (17460.230000 sec): 3 clusters Score: Raw -749917.284252 + Penalty 4222.938078 = -745694.346174 nChanged 113 SP:Iteration 13Q (17460.410000 sec): 3 clusters Score: Raw -750011.996581 + Penalty 4222.938078 = -745789.058503 nChanged 106 SP:Iteration 14Q (17460.630000 sec): 3 clusters Score: Raw -750099.991422 + Penalty 4222.938078 = -745877.053344 nChanged 105 SP:Iteration 15Q (17460.880000 sec): 3 clusters Score: Raw -750193.326032 + Penalty 4222.938078 = -745970.387954 nChanged 111 SP:Iteration 16Q (17461.090000 sec): 3 clusters Score: Raw -750288.684635 + Penalty 4222.938078 = -746065.746557 nChanged 105 SP:Iteration 17Q (17461.270000 sec): 3 clusters Score: Raw -750375.593419 + Penalty 4222.938078 = -746152.655341 nChanged 97 SP:Iteration 18Q (17461.460000 sec): 3 clusters Score: Raw -750465.041980 + Penalty 4222.938078 = -746242.103902 nChanged 87 SP:Iteration 19Q (17461.680000 sec): 3 clusters Score: Raw -750556.219149 + Penalty 4222.938078 = -746333.281071 nChanged 86 SP:Iteration 20F (17461.920000 sec): 3 clusters Score: Raw -750662.365771 + Penalty 4222.938078 = -746439.427693 nChanged 90 SP:Iteration 21Q (17462.100000 sec): 3 clusters Score: Raw -750762.252419 + Penalty 4222.938078 = -746539.314341 nChanged 67 SP:Iteration 22Q (17462.340000 sec): 3 clusters Score: Raw -750839.923361 + Penalty 4222.938078 = -746616.985283 nChanged 56 SP:Iteration 23Q (17462.540000 sec): 3 clusters Score: Raw -750880.453098 + Penalty 4222.938078 = -746657.515020 nChanged 26 SP:Iteration 24Q (17462.780000 sec): 3 clusters Score: Raw -750896.452975 + Penalty 4222.938078 = -746673.514897 nChanged 26 SP:Iteration 25Q (17462.940000 sec): 3 clusters Score: Raw -750911.301010 + Penalty 4222.938078 = -746688.362932 nChanged 10 SP:Iteration 26Q (17463.150000 sec): 3 clusters Score: Raw -750916.041227 + Penalty 4222.938078 = -746693.103149 nChanged 10 SP:Iteration 27Q (17463.360000 sec): 3 clusters Score: Raw -750919.993768 + Penalty 4222.938078 = -746697.055690 nChanged 10 SP:Iteration 28Q (17463.510000 sec): 3 clusters Score: Raw -750924.558439 + Penalty 4222.938078 = -746701.620361 nChanged 7 SP:Iteration 29Q (17463.710000 sec): 3 clusters Score: Raw -750926.861662 + Penalty 4222.938078 = -746703.923584 nChanged 5 SP:Iteration 30Q (17463.940000 sec): 3 clusters Score: Raw -750929.050828 + Penalty 4222.938078 = -746706.112750 nChanged 3 SP:Iteration 31Q (17464.090000 sec): 3 clusters Score: Raw -750930.077559 + Penalty 4222.938078 = -746707.139481 nChanged 1 SP:Iteration 32Q (17464.280000 sec): 3 clusters Score: Raw -750930.329256 + Penalty 4222.938078 = -746707.391178 nChanged 2 SP:Iteration 33Q (17464.480000 sec): 3 clusters Score: Raw -750931.113423 + Penalty 4222.938078 = -746708.175345 nChanged 2 SP:Iteration 34Q (17464.710000 sec): 3 clusters Score: Raw -750931.819118 + Penalty 4222.938078 = -746708.881040 nChanged 1 SP:Iteration 35Q (17464.890000 sec): 3 clusters Score: Raw -750932.123347 + Penalty 4222.938078 = -746709.185269 nChanged 0 SP:Iteration 36F (17465.110000 sec): 3 clusters Score: Raw -750932.123347 + Penalty 4222.938078 = -746709.185269 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17465.220000 sec): 2 clusters Score: Raw -57742.804988 + Penalty 1506.115044 = -56236.689944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17465.370000 sec): 3 clusters Score: Raw -57838.598467 + Penalty 3012.230089 = -54826.368378 nChanged 89 SP:Iteration 1F (17465.580000 sec): 3 clusters Score: Raw -58137.398671 + Penalty 3012.230089 = -55125.168582 nChanged 31 SP:Iteration 2F (17465.750000 sec): 3 clusters Score: Raw -58322.617886 + Penalty 3012.230089 = -55310.387797 nChanged 35 SP:Iteration 3F (17465.940000 sec): 3 clusters Score: Raw -58509.896178 + Penalty 3012.230089 = -55497.666089 nChanged 29 SP:Iteration 4F (17466.100000 sec): 3 clusters Score: Raw -58672.534861 + Penalty 3012.230089 = -55660.304772 nChanged 16 SP:Iteration 5Q (17466.340000 sec): 3 clusters Score: Raw -58806.517896 + Penalty 3012.230089 = -55794.287807 nChanged 9 SP:Iteration 6Q (17466.490000 sec): 3 clusters Score: Raw -58899.696455 + Penalty 3012.230089 = -55887.466366 nChanged 13 SP:Iteration 7Q (17466.680000 sec): 3 clusters Score: Raw -59044.912637 + Penalty 3012.230089 = -56032.682548 nChanged 10 SP:Iteration 8Q (17466.920000 sec): 3 clusters Score: Raw -59131.768067 + Penalty 3012.230089 = -56119.537978 nChanged 6 SP:Iteration 9Q (17467.110000 sec): 3 clusters Score: Raw -59189.071248 + Penalty 3012.230089 = -56176.841159 nChanged 5 SP:Iteration 10Q (17467.300000 sec): 3 clusters Score: Raw -59244.767559 + Penalty 3012.230089 = -56232.537470 nChanged 2 SP:Iteration 11Q (17467.470000 sec): 3 clusters Score: Raw -59259.682555 + Penalty 3012.230089 = -56247.452466 nChanged 3 SP:Iteration 12Q (17467.640000 sec): 3 clusters Score: Raw -59278.133405 + Penalty 3012.230089 = -56265.903316 nChanged 0 SP:Iteration 13F (17467.810000 sec): 3 clusters Score: Raw -59278.627207 + Penalty 3012.230089 = -56266.397118 nChanged 1 SP:Iteration 14Q (17468.040000 sec): 3 clusters Score: Raw -59307.263189 + Penalty 3012.230089 = -56295.033100 nChanged 1 SP:Iteration 15Q (17468.210000 sec): 3 clusters Score: Raw -59317.212944 + Penalty 3012.230089 = -56304.982855 nChanged 1 SP:Iteration 16Q (17468.430000 sec): 3 clusters Score: Raw -59323.844430 + Penalty 3012.230089 = -56311.614341 nChanged 0 SP:Iteration 17F (17468.580000 sec): 3 clusters Score: Raw -59323.844430 + Penalty 3012.230089 = -56311.614341 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17468.710000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17468.920000 sec): 3 clusters Score: Raw -911787.253245 + Penalty 4295.657925 = -907491.595320 nChanged 2248 SP:Iteration 1F (17469.130000 sec): 3 clusters Score: Raw -913058.400048 + Penalty 4295.657925 = -908762.742123 nChanged 466 SP:Iteration 2F (17469.330000 sec): 3 clusters Score: Raw -913349.745079 + Penalty 4295.657925 = -909054.087154 nChanged 335 SP:Iteration 3F (17469.530000 sec): 3 clusters Score: Raw -913537.643766 + Penalty 4295.657925 = -909241.985841 nChanged 257 SP:Iteration 4Q (17469.730000 sec): 3 clusters Score: Raw -913684.926203 + Penalty 4295.657925 = -909389.268278 nChanged 224 SP:Iteration 5Q (17470.000000 sec): 3 clusters Score: Raw -913805.063405 + Penalty 4295.657925 = -909509.405480 nChanged 204 SP:Iteration 6Q (17470.180000 sec): 3 clusters Score: Raw -913925.281952 + Penalty 4295.657925 = -909629.624027 nChanged 202 SP:Iteration 7Q (17470.420000 sec): 3 clusters Score: Raw -914046.432117 + Penalty 4295.657925 = -909750.774192 nChanged 192 SP:Iteration 8Q (17470.670000 sec): 3 clusters Score: Raw -914167.711378 + Penalty 4295.657925 = -909872.053453 nChanged 190 SP:Iteration 9Q (17470.880000 sec): 3 clusters Score: Raw -914278.800957 + Penalty 4295.657925 = -909983.143032 nChanged 150 SP:Iteration 10Q (17471.090000 sec): 3 clusters Score: Raw -914373.472190 + Penalty 4295.657925 = -910077.814265 nChanged 144 SP:Iteration 11Q (17471.310000 sec): 3 clusters Score: Raw -914457.649430 + Penalty 4295.657925 = -910161.991505 nChanged 132 SP:Iteration 12Q (17471.490000 sec): 3 clusters Score: Raw -914544.244467 + Penalty 4295.657925 = -910248.586543 nChanged 110 SP:Iteration 13Q (17471.790000 sec): 3 clusters Score: Raw -914612.967762 + Penalty 4295.657925 = -910317.309837 nChanged 97 SP:Iteration 14Q (17472.010000 sec): 3 clusters Score: Raw -914677.285699 + Penalty 4295.657925 = -910381.627775 nChanged 78 SP:Iteration 15Q (17472.270000 sec): 3 clusters Score: Raw -914731.745865 + Penalty 4295.657925 = -910436.087940 nChanged 74 SP:Iteration 16Q (17472.470000 sec): 3 clusters Score: Raw -914779.835461 + Penalty 4295.657925 = -910484.177536 nChanged 55 SP:Iteration 17Q (17472.660000 sec): 3 clusters Score: Raw -914814.862488 + Penalty 4295.657925 = -910519.204564 nChanged 48 SP:Iteration 18Q (17472.930000 sec): 3 clusters Score: Raw -914847.620793 + Penalty 4295.657925 = -910551.962868 nChanged 33 SP:Iteration 19Q (17473.110000 sec): 3 clusters Score: Raw -914867.837928 + Penalty 4295.657925 = -910572.180003 nChanged 29 SP:Iteration 20F (17473.330000 sec): 3 clusters Score: Raw -914885.643276 + Penalty 4295.657925 = -910589.985351 nChanged 29 SP:Iteration 21Q (17473.530000 sec): 3 clusters Score: Raw -914905.964984 + Penalty 4295.657925 = -910610.307060 nChanged 30 SP:Iteration 22Q (17473.740000 sec): 3 clusters Score: Raw -914925.694072 + Penalty 4295.657925 = -910630.036147 nChanged 23 SP:Iteration 23Q (17473.930000 sec): 3 clusters Score: Raw -914940.914134 + Penalty 4295.657925 = -910645.256209 nChanged 20 SP:Iteration 24Q (17474.110000 sec): 3 clusters Score: Raw -914954.351305 + Penalty 4295.657925 = -910658.693380 nChanged 16 SP:Iteration 25Q (17474.300000 sec): 3 clusters Score: Raw -914964.563722 + Penalty 4295.657925 = -910668.905797 nChanged 14 SP:Iteration 26Q (17474.470000 sec): 3 clusters Score: Raw -914973.432241 + Penalty 4295.657925 = -910677.774316 nChanged 9 SP:Iteration 27Q (17474.660000 sec): 3 clusters Score: Raw -914978.787382 + Penalty 4295.657925 = -910683.129458 nChanged 8 SP:Iteration 28Q (17474.900000 sec): 3 clusters Score: Raw -914984.752800 + Penalty 4295.657925 = -910689.094876 nChanged 5 SP:Iteration 29Q (17475.130000 sec): 3 clusters Score: Raw -914987.436868 + Penalty 4295.657925 = -910691.778943 nChanged 5 SP:Iteration 30Q (17475.330000 sec): 3 clusters Score: Raw -914991.428700 + Penalty 4295.657925 = -910695.770775 nChanged 6 SP:Iteration 31Q (17475.550000 sec): 3 clusters Score: Raw -914995.843413 + Penalty 4295.657925 = -910700.185489 nChanged 8 SP:Iteration 32Q (17475.740000 sec): 3 clusters Score: Raw -915003.198080 + Penalty 4295.657925 = -910707.540156 nChanged 11 SP:Iteration 33Q (17475.900000 sec): 3 clusters Score: Raw -915012.264476 + Penalty 4295.657925 = -910716.606551 nChanged 6 SP:Iteration 34Q (17476.110000 sec): 3 clusters Score: Raw -915018.010852 + Penalty 4295.657925 = -910722.352927 nChanged 8 SP:Iteration 35Q (17476.290000 sec): 3 clusters Score: Raw -915023.479378 + Penalty 4295.657925 = -910727.821454 nChanged 2 SP:Iteration 36Q (17476.450000 sec): 3 clusters Score: Raw -915024.085151 + Penalty 4295.657925 = -910728.427226 nChanged 0 SP:Iteration 37F (17476.670000 sec): 3 clusters Score: Raw -915024.085151 + Penalty 4295.657925 = -910728.427226 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17476.740000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17476.920000 sec): 3 clusters Score: Raw -171039.869993 + Penalty 3483.784442 = -167556.085552 nChanged 278 SP:Iteration 1F (17477.130000 sec): 3 clusters Score: Raw -171321.154142 + Penalty 3483.784442 = -167837.369701 nChanged 61 SP:Iteration 2F (17477.290000 sec): 3 clusters Score: Raw -171393.102292 + Penalty 3483.784442 = -167909.317851 nChanged 23 SP:Iteration 3Q (17477.450000 sec): 3 clusters Score: Raw -171422.167484 + Penalty 3483.784442 = -167938.383043 nChanged 20 SP:Iteration 4Q (17477.590000 sec): 3 clusters Score: Raw -171446.599963 + Penalty 3483.784442 = -167962.815521 nChanged 16 SP:Iteration 5Q (17477.730000 sec): 3 clusters Score: Raw -171466.979930 + Penalty 3483.784442 = -167983.195488 nChanged 7 SP:Iteration 6Q (17477.910000 sec): 3 clusters Score: Raw -171473.875550 + Penalty 3483.784442 = -167990.091108 nChanged 3 SP:Iteration 7Q (17478.080000 sec): 3 clusters Score: Raw -171476.300470 + Penalty 3483.784442 = -167992.516028 nChanged 1 SP:Iteration 8Q (17478.250000 sec): 3 clusters Score: Raw -171476.970325 + Penalty 3483.784442 = -167993.185884 nChanged 1 SP:Iteration 9Q (17478.430000 sec): 3 clusters Score: Raw -171478.535095 + Penalty 3483.784442 = -167994.750653 nChanged 2 SP:Iteration 10Q (17478.610000 sec): 3 clusters Score: Raw -171481.804046 + Penalty 3483.784442 = -167998.019604 nChanged 1 SP:Iteration 11Q (17478.750000 sec): 3 clusters Score: Raw -171482.819643 + Penalty 3483.784442 = -167999.035201 nChanged 0 SP:Iteration 12F (17478.900000 sec): 3 clusters Score: Raw -171482.819643 + Penalty 3483.784442 = -167999.035201 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17478.980000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17479.120000 sec): 3 clusters Score: Raw -39533.213317 + Penalty 2742.596827 = -36790.616490 nChanged 31 SP:Iteration 1F (17479.280000 sec): 3 clusters Score: Raw -39638.162999 + Penalty 2742.596827 = -36895.566172 nChanged 5 SP:Iteration 2Q (17479.450000 sec): 3 clusters Score: Raw -39660.675587 + Penalty 2742.596827 = -36918.078759 nChanged 2 SP:Iteration 3Q (17479.690000 sec): 3 clusters Score: Raw -39672.308015 + Penalty 2742.596827 = -36929.711187 nChanged 1 SP:Iteration 4Q (17479.870000 sec): 3 clusters Score: Raw -39674.692102 + Penalty 2742.596827 = -36932.095275 nChanged 2 SP:Iteration 5Q (17480.010000 sec): 3 clusters Score: Raw -39680.971823 + Penalty 2742.596827 = -36938.374996 nChanged 3 SP:Iteration 6Q (17480.190000 sec): 3 clusters Score: Raw -39690.106838 + Penalty 2742.596827 = -36947.510011 nChanged 1 SP:Iteration 7Q (17480.350000 sec): 3 clusters Score: Raw -39692.425030 + Penalty 2742.596827 = -36949.828202 nChanged 0 SP:Iteration 8F (17480.510000 sec): 3 clusters Score: Raw -39692.425030 + Penalty 2742.596827 = -36949.828202 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17480.630000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17480.830000 sec): 3 clusters Score: Raw -988099.474571 + Penalty 4352.519268 = -983746.955304 nChanged 2537 SP:Iteration 1F (17481.070000 sec): 3 clusters Score: Raw -989571.733360 + Penalty 4352.519268 = -985219.214092 nChanged 477 SP:Iteration 2F (17481.260000 sec): 3 clusters Score: Raw -989875.317605 + Penalty 4352.519268 = -985522.798338 nChanged 402 SP:Iteration 3F (17481.440000 sec): 3 clusters Score: Raw -990151.990688 + Penalty 4352.519268 = -985799.471421 nChanged 356 SP:Iteration 4F (17481.570000 sec): 3 clusters Score: Raw -990400.873849 + Penalty 4352.519268 = -986048.354582 nChanged 328 SP:Iteration 5F (17481.770000 sec): 3 clusters Score: Raw -990644.891634 + Penalty 4352.519268 = -986292.372367 nChanged 355 SP:Iteration 6F (17482.000000 sec): 3 clusters Score: Raw -990915.936253 + Penalty 4352.519268 = -986563.416985 nChanged 343 SP:Iteration 7F (17482.230000 sec): 3 clusters Score: Raw -991195.089279 + Penalty 4352.519268 = -986842.570011 nChanged 309 SP:Iteration 8Q (17482.410000 sec): 3 clusters Score: Raw -991437.067929 + Penalty 4352.519268 = -987084.548661 nChanged 255 SP:Iteration 9Q (17482.630000 sec): 3 clusters Score: Raw -991603.887954 + Penalty 4352.519268 = -987251.368686 nChanged 199 SP:Iteration 10Q (17482.860000 sec): 3 clusters Score: Raw -991732.043685 + Penalty 4352.519268 = -987379.524418 nChanged 170 SP:Iteration 11Q (17483.090000 sec): 3 clusters Score: Raw -991844.386338 + Penalty 4352.519268 = -987491.867071 nChanged 154 SP:Iteration 12Q (17483.290000 sec): 3 clusters Score: Raw -991931.247743 + Penalty 4352.519268 = -987578.728476 nChanged 101 SP:Iteration 13Q (17483.530000 sec): 3 clusters Score: Raw -991986.749750 + Penalty 4352.519268 = -987634.230483 nChanged 91 SP:Iteration 14Q (17483.790000 sec): 3 clusters Score: Raw -992031.789109 + Penalty 4352.519268 = -987679.269841 nChanged 59 SP:Iteration 15Q (17483.960000 sec): 3 clusters Score: Raw -992059.085845 + Penalty 4352.519268 = -987706.566577 nChanged 59 SP:Iteration 16Q (17484.210000 sec): 3 clusters Score: Raw -992087.912751 + Penalty 4352.519268 = -987735.393483 nChanged 58 SP:Iteration 17Q (17484.450000 sec): 3 clusters Score: Raw -992119.560885 + Penalty 4352.519268 = -987767.041618 nChanged 65 SP:Iteration 18Q (17484.650000 sec): 3 clusters Score: Raw -992153.617779 + Penalty 4352.519268 = -987801.098511 nChanged 48 SP:Iteration 19Q (17484.840000 sec): 3 clusters Score: Raw -992174.914535 + Penalty 4352.519268 = -987822.395268 nChanged 39 SP:Iteration 20F (17485.070000 sec): 3 clusters Score: Raw -992193.967037 + Penalty 4352.519268 = -987841.447770 nChanged 48 SP:Iteration 21Q (17485.340000 sec): 3 clusters Score: Raw -992215.474565 + Penalty 4352.519268 = -987862.955297 nChanged 44 SP:Iteration 22Q (17485.540000 sec): 3 clusters Score: Raw -992236.032672 + Penalty 4352.519268 = -987883.513404 nChanged 38 SP:Iteration 23Q (17485.820000 sec): 3 clusters Score: Raw -992252.231974 + Penalty 4352.519268 = -987899.712706 nChanged 27 SP:Iteration 24Q (17486.050000 sec): 3 clusters Score: Raw -992264.261306 + Penalty 4352.519268 = -987911.742039 nChanged 22 SP:Iteration 25Q (17486.290000 sec): 3 clusters Score: Raw -992273.104216 + Penalty 4352.519268 = -987920.584949 nChanged 22 SP:Iteration 26Q (17486.480000 sec): 3 clusters Score: Raw -992282.078969 + Penalty 4352.519268 = -987929.559702 nChanged 25 SP:Iteration 27Q (17486.650000 sec): 3 clusters Score: Raw -992293.526749 + Penalty 4352.519268 = -987941.007482 nChanged 23 SP:Iteration 28Q (17486.870000 sec): 3 clusters Score: Raw -992302.309870 + Penalty 4352.519268 = -987949.790603 nChanged 10 SP:Iteration 29Q (17487.090000 sec): 3 clusters Score: Raw -992307.532908 + Penalty 4352.519268 = -987955.013640 nChanged 15 SP:Iteration 30Q (17487.260000 sec): 3 clusters Score: Raw -992313.326490 + Penalty 4352.519268 = -987960.807223 nChanged 10 SP:Iteration 31Q (17487.470000 sec): 3 clusters Score: Raw -992316.991971 + Penalty 4352.519268 = -987964.472704 nChanged 8 SP:Iteration 32Q (17487.710000 sec): 3 clusters Score: Raw -992319.894321 + Penalty 4352.519268 = -987967.375053 nChanged 8 SP:Iteration 33Q (17487.970000 sec): 3 clusters Score: Raw -992322.373919 + Penalty 4352.519268 = -987969.854652 nChanged 4 SP:Iteration 34Q (17488.160000 sec): 3 clusters Score: Raw -992323.599918 + Penalty 4352.519268 = -987971.080651 nChanged 1 SP:Iteration 35Q (17488.360000 sec): 3 clusters Score: Raw -992323.937238 + Penalty 4352.519268 = -987971.417970 nChanged 1 SP:Iteration 36Q (17488.650000 sec): 3 clusters Score: Raw -992324.271475 + Penalty 4352.519268 = -987971.752207 nChanged 0 SP:Iteration 37F (17488.830000 sec): 3 clusters Score: Raw -992324.271475 + Penalty 4352.519268 = -987971.752207 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17488.950000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17489.090000 sec): 3 clusters Score: Raw -30303.170337 + Penalty 2724.558476 = -27578.611861 nChanged 30 SP:Iteration 1F (17489.320000 sec): 3 clusters Score: Raw -30453.093262 + Penalty 2724.558476 = -27728.534786 nChanged 12 SP:Iteration 2Q (17489.510000 sec): 3 clusters Score: Raw -30536.278470 + Penalty 2724.558476 = -27811.719994 nChanged 12 SP:Iteration 3Q (17489.690000 sec): 3 clusters Score: Raw -30644.223576 + Penalty 2724.558476 = -27919.665101 nChanged 8 SP:Iteration 4Q (17489.800000 sec): 3 clusters Score: Raw -30713.205953 + Penalty 2724.558476 = -27988.647477 nChanged 5 SP:Iteration 5Q (17489.980000 sec): 3 clusters Score: Raw -30745.256003 + Penalty 2724.558476 = -28020.697527 nChanged 2 SP:Iteration 6Q (17490.140000 sec): 3 clusters Score: Raw -30752.494681 + Penalty 2724.558476 = -28027.936205 nChanged 0 SP:Iteration 7F (17490.370000 sec): 3 clusters Score: Raw -30752.494681 + Penalty 2724.558476 = -28027.936205 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17490.440000 sec): 2 clusters Score: Raw -43656.498354 + Penalty 1429.767393 = -42226.730961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17490.610000 sec): 3 clusters Score: Raw -43830.783019 + Penalty 2859.534787 = -40971.248232 nChanged 42 SP:Iteration 1F (17490.840000 sec): 3 clusters Score: Raw -43928.656375 + Penalty 2859.534787 = -41069.121588 nChanged 13 SP:Iteration 2Q (17491.000000 sec): 3 clusters Score: Raw -43963.602677 + Penalty 2859.534787 = -41104.067890 nChanged 4 SP:Iteration 3Q (17491.200000 sec): 3 clusters Score: Raw -43980.885073 + Penalty 2859.534787 = -41121.350286 nChanged 2 SP:Iteration 4Q (17491.420000 sec): 3 clusters Score: Raw -43989.238072 + Penalty 2859.534787 = -41129.703285 nChanged 2 SP:Iteration 5Q (17491.610000 sec): 3 clusters Score: Raw -43992.481561 + Penalty 2859.534787 = -41132.946774 nChanged 1 SP:Iteration 6Q (17491.800000 sec): 3 clusters Score: Raw -43994.671021 + Penalty 2859.534787 = -41135.136234 nChanged 1 SP:Iteration 7Q (17491.940000 sec): 3 clusters Score: Raw -43995.700035 + Penalty 2859.534787 = -41136.165248 nChanged 0 SP:Iteration 8F (17492.120000 sec): 3 clusters Score: Raw -43995.700035 + Penalty 2859.534787 = -41136.165248 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17492.220000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17492.400000 sec): 3 clusters Score: Raw -89098.556737 + Penalty 3167.892142 = -85930.664595 nChanged 112 SP:Iteration 1F (17492.610000 sec): 3 clusters Score: Raw -89284.029884 + Penalty 3167.892142 = -86116.137742 nChanged 28 SP:Iteration 2Q (17492.790000 sec): 3 clusters Score: Raw -89335.434449 + Penalty 3167.892142 = -86167.542306 nChanged 14 SP:Iteration 3Q (17492.970000 sec): 3 clusters Score: Raw -89361.018061 + Penalty 3167.892142 = -86193.125918 nChanged 7 SP:Iteration 4Q (17493.100000 sec): 3 clusters Score: Raw -89374.727518 + Penalty 3167.892142 = -86206.835375 nChanged 7 SP:Iteration 5Q (17493.310000 sec): 3 clusters Score: Raw -89387.476966 + Penalty 3167.892142 = -86219.584824 nChanged 1 SP:Iteration 6Q (17493.450000 sec): 3 clusters Score: Raw -89388.921791 + Penalty 3167.892142 = -86221.029649 nChanged 1 SP:Iteration 7Q (17493.640000 sec): 3 clusters Score: Raw -89391.517060 + Penalty 3167.892142 = -86223.624917 nChanged 1 SP:Iteration 8Q (17493.820000 sec): 3 clusters Score: Raw -89394.939663 + Penalty 3167.892142 = -86227.047520 nChanged 1 SP:Iteration 9Q (17494.030000 sec): 3 clusters Score: Raw -89397.254564 + Penalty 3167.892142 = -86229.362421 nChanged 1 SP:Iteration 10Q (17494.200000 sec): 3 clusters Score: Raw -89399.665549 + Penalty 3167.892142 = -86231.773406 nChanged 4 SP:Iteration 11Q (17494.360000 sec): 3 clusters Score: Raw -89407.568819 + Penalty 3167.892142 = -86239.676677 nChanged 1 SP:Iteration 12Q (17494.500000 sec): 3 clusters Score: Raw -89411.076516 + Penalty 3167.892142 = -86243.184373 nChanged 0 SP:Iteration 13F (17494.700000 sec): 3 clusters Score: Raw -89411.076516 + Penalty 3167.892142 = -86243.184373 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17494.760000 sec): 2 clusters Score: Raw -101040.620501 + Penalty 1622.175440 = -99418.445061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17494.960000 sec): 3 clusters Score: Raw -100970.338787 + Penalty 3244.350880 = -97725.987908 nChanged 157 SP:Iteration 1F (17495.120000 sec): 3 clusters Score: Raw -101234.933883 + Penalty 3244.350880 = -97990.583003 nChanged 45 SP:Iteration 2F (17495.290000 sec): 3 clusters Score: Raw -101369.388127 + Penalty 3244.350880 = -98125.037247 nChanged 33 SP:Iteration 3Q (17495.490000 sec): 3 clusters Score: Raw -101458.964990 + Penalty 3244.350880 = -98214.614111 nChanged 25 SP:Iteration 4Q (17495.700000 sec): 3 clusters Score: Raw -101525.401561 + Penalty 3244.350880 = -98281.050681 nChanged 24 SP:Iteration 5Q (17495.900000 sec): 3 clusters Score: Raw -101570.304514 + Penalty 3244.350880 = -98325.953635 nChanged 12 SP:Iteration 6Q (17496.120000 sec): 3 clusters Score: Raw -101611.192925 + Penalty 3244.350880 = -98366.842045 nChanged 15 SP:Iteration 7Q (17496.270000 sec): 3 clusters Score: Raw -101649.568349 + Penalty 3244.350880 = -98405.217470 nChanged 12 SP:Iteration 8Q (17496.450000 sec): 3 clusters Score: Raw -101675.043749 + Penalty 3244.350880 = -98430.692869 nChanged 11 SP:Iteration 9Q (17496.600000 sec): 3 clusters Score: Raw -101705.642396 + Penalty 3244.350880 = -98461.291516 nChanged 7 SP:Iteration 10Q (17496.760000 sec): 3 clusters Score: Raw -101733.184386 + Penalty 3244.350880 = -98488.833506 nChanged 18 SP:Iteration 11Q (17496.890000 sec): 3 clusters Score: Raw -101803.235781 + Penalty 3244.350880 = -98558.884902 nChanged 12 SP:Iteration 12Q (17497.040000 sec): 3 clusters Score: Raw -101852.121559 + Penalty 3244.350880 = -98607.770680 nChanged 10 SP:Iteration 13Q (17497.210000 sec): 3 clusters Score: Raw -101880.799204 + Penalty 3244.350880 = -98636.448325 nChanged 4 SP:Iteration 14Q (17497.390000 sec): 3 clusters Score: Raw -101896.214710 + Penalty 3244.350880 = -98651.863830 nChanged 8 SP:Iteration 15Q (17497.570000 sec): 3 clusters Score: Raw -101919.814395 + Penalty 3244.350880 = -98675.463515 nChanged 9 SP:Iteration 16Q (17497.790000 sec): 3 clusters Score: Raw -101939.916547 + Penalty 3244.350880 = -98695.565667 nChanged 7 SP:Iteration 17Q (17497.960000 sec): 3 clusters Score: Raw -101961.460898 + Penalty 3244.350880 = -98717.110019 nChanged 5 SP:Iteration 18Q (17498.150000 sec): 3 clusters Score: Raw -101982.281397 + Penalty 3244.350880 = -98737.930517 nChanged 5 SP:Iteration 19Q (17498.360000 sec): 3 clusters Score: Raw -101999.704364 + Penalty 3244.350880 = -98755.353484 nChanged 6 SP:Iteration 20F (17498.520000 sec): 3 clusters Score: Raw -102023.357809 + Penalty 3244.350880 = -98779.006929 nChanged 5 SP:Iteration 21Q (17498.740000 sec): 3 clusters Score: Raw -102039.593831 + Penalty 3244.350880 = -98795.242951 nChanged 2 SP:Iteration 22Q (17498.890000 sec): 3 clusters Score: Raw -102042.394871 + Penalty 3244.350880 = -98798.043991 nChanged 2 SP:Iteration 23Q (17499.070000 sec): 3 clusters Score: Raw -102048.432365 + Penalty 3244.350880 = -98804.081486 nChanged 1 SP:Iteration 24Q (17499.250000 sec): 3 clusters Score: Raw -102054.077629 + Penalty 3244.350880 = -98809.726750 nChanged 1 SP:Iteration 25Q (17499.420000 sec): 3 clusters Score: Raw -102056.838875 + Penalty 3244.350880 = -98812.487996 nChanged 1 SP:Iteration 26Q (17499.600000 sec): 3 clusters Score: Raw -102060.285235 + Penalty 3244.350880 = -98815.934356 nChanged 2 SP:Iteration 27Q (17499.780000 sec): 3 clusters Score: Raw -102063.081987 + Penalty 3244.350880 = -98818.731108 nChanged 0 SP:Iteration 28F (17500.000000 sec): 3 clusters Score: Raw -102063.081987 + Penalty 3244.350880 = -98818.731108 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17500.150000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17500.360000 sec): 3 clusters Score: Raw -729720.825094 + Penalty 4206.856743 = -725513.968351 nChanged 1858 SP:Iteration 1F (17500.550000 sec): 3 clusters Score: Raw -730797.913602 + Penalty 4206.856743 = -726591.056859 nChanged 374 SP:Iteration 2F (17500.790000 sec): 3 clusters Score: Raw -731066.237360 + Penalty 4206.856743 = -726859.380618 nChanged 265 SP:Iteration 3F (17500.980000 sec): 3 clusters Score: Raw -731230.527865 + Penalty 4206.856743 = -727023.671122 nChanged 194 SP:Iteration 4Q (17501.170000 sec): 3 clusters Score: Raw -731336.069775 + Penalty 4206.856743 = -727129.213033 nChanged 140 SP:Iteration 5Q (17501.450000 sec): 3 clusters Score: Raw -731414.094077 + Penalty 4206.856743 = -727207.237335 nChanged 132 SP:Iteration 6Q (17501.770000 sec): 3 clusters Score: Raw -731476.493569 + Penalty 4206.856743 = -727269.636826 nChanged 99 SP:Iteration 7Q (17501.960000 sec): 3 clusters Score: Raw -731520.271325 + Penalty 4206.856743 = -727313.414583 nChanged 90 SP:Iteration 8Q (17502.200000 sec): 3 clusters Score: Raw -731556.332123 + Penalty 4206.856743 = -727349.475381 nChanged 73 SP:Iteration 9Q (17502.450000 sec): 3 clusters Score: Raw -731587.077368 + Penalty 4206.856743 = -727380.220625 nChanged 69 SP:Iteration 10Q (17502.680000 sec): 3 clusters Score: Raw -731614.932585 + Penalty 4206.856743 = -727408.075842 nChanged 58 SP:Iteration 11Q (17502.890000 sec): 3 clusters Score: Raw -731637.084015 + Penalty 4206.856743 = -727430.227272 nChanged 50 SP:Iteration 12Q (17503.100000 sec): 3 clusters Score: Raw -731658.984386 + Penalty 4206.856743 = -727452.127643 nChanged 49 SP:Iteration 13Q (17503.300000 sec): 3 clusters Score: Raw -731677.538410 + Penalty 4206.856743 = -727470.681667 nChanged 37 SP:Iteration 14Q (17503.480000 sec): 3 clusters Score: Raw -731691.043056 + Penalty 4206.856743 = -727484.186313 nChanged 40 SP:Iteration 15Q (17503.660000 sec): 3 clusters Score: Raw -731708.015547 + Penalty 4206.856743 = -727501.158804 nChanged 45 SP:Iteration 16Q (17503.880000 sec): 3 clusters Score: Raw -731722.588549 + Penalty 4206.856743 = -727515.731806 nChanged 46 SP:Iteration 17Q (17504.070000 sec): 3 clusters Score: Raw -731741.859534 + Penalty 4206.856743 = -727535.002791 nChanged 48 SP:Iteration 18Q (17504.280000 sec): 3 clusters Score: Raw -731756.359944 + Penalty 4206.856743 = -727549.503201 nChanged 33 SP:Iteration 19Q (17504.440000 sec): 3 clusters Score: Raw -731766.691661 + Penalty 4206.856743 = -727559.834918 nChanged 34 SP:Iteration 20F (17504.640000 sec): 3 clusters Score: Raw -731777.423597 + Penalty 4206.856743 = -727570.566854 nChanged 43 SP:Iteration 21Q (17504.830000 sec): 3 clusters Score: Raw -731791.620183 + Penalty 4206.856743 = -727584.763440 nChanged 33 SP:Iteration 22Q (17505.070000 sec): 3 clusters Score: Raw -731802.169253 + Penalty 4206.856743 = -727595.312510 nChanged 27 SP:Iteration 23Q (17505.270000 sec): 3 clusters Score: Raw -731810.598251 + Penalty 4206.856743 = -727603.741508 nChanged 29 SP:Iteration 24Q (17505.460000 sec): 3 clusters Score: Raw -731820.520422 + Penalty 4206.856743 = -727613.663679 nChanged 30 SP:Iteration 25Q (17505.720000 sec): 3 clusters Score: Raw -731834.813712 + Penalty 4206.856743 = -727627.956969 nChanged 34 SP:Iteration 26Q (17505.930000 sec): 3 clusters Score: Raw -731848.826927 + Penalty 4206.856743 = -727641.970184 nChanged 31 SP:Iteration 27Q (17506.240000 sec): 3 clusters Score: Raw -731860.125027 + Penalty 4206.856743 = -727653.268284 nChanged 26 SP:Iteration 28Q (17506.410000 sec): 3 clusters Score: Raw -731869.436096 + Penalty 4206.856743 = -727662.579353 nChanged 35 SP:Iteration 29Q (17506.640000 sec): 3 clusters Score: Raw -731881.742086 + Penalty 4206.856743 = -727674.885344 nChanged 41 SP:Iteration 30Q (17506.850000 sec): 3 clusters Score: Raw -731897.095639 + Penalty 4206.856743 = -727690.238896 nChanged 48 SP:Iteration 31Q (17507.040000 sec): 3 clusters Score: Raw -731913.816661 + Penalty 4206.856743 = -727706.959918 nChanged 43 SP:Iteration 32Q (17507.200000 sec): 3 clusters Score: Raw -731928.546852 + Penalty 4206.856743 = -727721.690109 nChanged 40 SP:Iteration 33Q (17507.400000 sec): 3 clusters Score: Raw -731945.984149 + Penalty 4206.856743 = -727739.127406 nChanged 40 SP:Iteration 34Q (17507.650000 sec): 3 clusters Score: Raw -731959.902864 + Penalty 4206.856743 = -727753.046121 nChanged 39 SP:Iteration 35Q (17507.820000 sec): 3 clusters Score: Raw -731973.560428 + Penalty 4206.856743 = -727766.703685 nChanged 46 SP:Iteration 36Q (17508.030000 sec): 3 clusters Score: Raw -731991.795771 + Penalty 4206.856743 = -727784.939029 nChanged 46 SP:Iteration 37Q (17508.240000 sec): 3 clusters Score: Raw -732009.617594 + Penalty 4206.856743 = -727802.760851 nChanged 38 SP:Iteration 38Q (17508.440000 sec): 3 clusters Score: Raw -732022.731948 + Penalty 4206.856743 = -727815.875205 nChanged 32 SP:Iteration 39Q (17508.620000 sec): 3 clusters Score: Raw -732034.533379 + Penalty 4206.856743 = -727827.676636 nChanged 46 SP:Iteration 40F (17508.820000 sec): 3 clusters Score: Raw -732056.885978 + Penalty 4206.856743 = -727850.029235 nChanged 60 SP:Iteration 41Q (17509.000000 sec): 3 clusters Score: Raw -732082.394467 + Penalty 4206.856743 = -727875.537724 nChanged 49 SP:Iteration 42Q (17509.200000 sec): 3 clusters Score: Raw -732105.388903 + Penalty 4206.856743 = -727898.532160 nChanged 57 SP:Iteration 43Q (17509.380000 sec): 3 clusters Score: Raw -732136.051980 + Penalty 4206.856743 = -727929.195237 nChanged 48 SP:Iteration 44Q (17509.640000 sec): 3 clusters Score: Raw -732161.773719 + Penalty 4206.856743 = -727954.916976 nChanged 46 SP:Iteration 45Q (17509.840000 sec): 3 clusters Score: Raw -732188.209045 + Penalty 4206.856743 = -727981.352302 nChanged 60 SP:Iteration 46Q (17510.040000 sec): 3 clusters Score: Raw -732222.237848 + Penalty 4206.856743 = -728015.381105 nChanged 53 SP:Iteration 47Q (17510.280000 sec): 3 clusters Score: Raw -732251.817745 + Penalty 4206.856743 = -728044.961002 nChanged 47 SP:Iteration 48Q (17510.470000 sec): 3 clusters Score: Raw -732276.219410 + Penalty 4206.856743 = -728069.362667 nChanged 40 SP:Iteration 49Q (17510.680000 sec): 3 clusters Score: Raw -732298.163735 + Penalty 4206.856743 = -728091.306993 nChanged 40 SP:Iteration 50Q (17510.870000 sec): 3 clusters Score: Raw -732318.158268 + Penalty 4206.856743 = -728111.301525 nChanged 37 SP:Iteration 51Q (17511.070000 sec): 3 clusters Score: Raw -732336.547023 + Penalty 4206.856743 = -728129.690280 nChanged 39 SP:Iteration 52Q (17511.270000 sec): 3 clusters Score: Raw -732361.440143 + Penalty 4206.856743 = -728154.583400 nChanged 47 SP:Iteration 53Q (17511.430000 sec): 3 clusters Score: Raw -732394.271035 + Penalty 4206.856743 = -728187.414292 nChanged 42 SP:Iteration 54Q (17511.640000 sec): 3 clusters Score: Raw -732423.168139 + Penalty 4206.856743 = -728216.311396 nChanged 37 SP:Iteration 55Q (17511.840000 sec): 3 clusters Score: Raw -732452.513719 + Penalty 4206.856743 = -728245.656976 nChanged 45 SP:Iteration 56Q (17512.020000 sec): 3 clusters Score: Raw -732477.601601 + Penalty 4206.856743 = -728270.744858 nChanged 33 SP:Iteration 57Q (17512.250000 sec): 3 clusters Score: Raw -732494.300456 + Penalty 4206.856743 = -728287.443714 nChanged 28 SP:Iteration 58Q (17512.430000 sec): 3 clusters Score: Raw -732508.985591 + Penalty 4206.856743 = -728302.128849 nChanged 17 SP:Iteration 59Q (17512.630000 sec): 3 clusters Score: Raw -732519.348451 + Penalty 4206.856743 = -728312.491708 nChanged 16 SP:Iteration 60F (17512.810000 sec): 3 clusters Score: Raw -732528.118596 + Penalty 4206.856743 = -728321.261853 nChanged 15 SP:Iteration 61Q (17513.000000 sec): 3 clusters Score: Raw -732536.976846 + Penalty 4206.856743 = -728330.120104 nChanged 9 SP:Iteration 62Q (17513.220000 sec): 3 clusters Score: Raw -732543.809387 + Penalty 4206.856743 = -728336.952645 nChanged 11 SP:Iteration 63Q (17513.390000 sec): 3 clusters Score: Raw -732550.560063 + Penalty 4206.856743 = -728343.703321 nChanged 6 SP:Iteration 64Q (17513.600000 sec): 3 clusters Score: Raw -732552.931415 + Penalty 4206.856743 = -728346.074672 nChanged 4 SP:Iteration 65Q (17513.800000 sec): 3 clusters Score: Raw -732554.634732 + Penalty 4206.856743 = -728347.777989 nChanged 3 SP:Iteration 66Q (17514.030000 sec): 3 clusters Score: Raw -732555.703269 + Penalty 4206.856743 = -728348.846526 nChanged 7 SP:Iteration 67Q (17514.230000 sec): 3 clusters Score: Raw -732559.874175 + Penalty 4206.856743 = -728353.017432 nChanged 2 SP:Iteration 68Q (17514.440000 sec): 3 clusters Score: Raw -732561.670238 + Penalty 4206.856743 = -728354.813495 nChanged 0 SP:Iteration 69F (17514.620000 sec): 3 clusters Score: Raw -732561.670238 + Penalty 4206.856743 = -728354.813495 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17514.890000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17515.320000 sec): 3 clusters Score: Raw -6907639.112121 + Penalty 5299.447940 = -6902339.664180 nChanged 19998 SP:Iteration 1F (17515.740000 sec): 3 clusters Score: Raw -6918381.284613 + Penalty 5299.447940 = -6913081.836673 nChanged 1838 SP:Iteration 2Q (17516.140000 sec): 3 clusters Score: Raw -6918873.178551 + Penalty 5299.447940 = -6913573.730610 nChanged 1602 SP:Iteration 3Q (17516.520000 sec): 3 clusters Score: Raw -6919308.305430 + Penalty 5299.447940 = -6914008.857490 nChanged 1512 SP:Iteration 4Q (17516.940000 sec): 3 clusters Score: Raw -6919715.478588 + Penalty 5299.447940 = -6914416.030648 nChanged 1422 SP:Iteration 5Q (17517.350000 sec): 3 clusters Score: Raw -6920113.713130 + Penalty 5299.447940 = -6914814.265190 nChanged 1434 SP:Iteration 6Q (17517.790000 sec): 3 clusters Score: Raw -6920535.748593 + Penalty 5299.447940 = -6915236.300653 nChanged 1439 SP:Iteration 7Q (17518.180000 sec): 3 clusters Score: Raw -6921017.566776 + Penalty 5299.447940 = -6915718.118835 nChanged 1536 SP:Iteration 8Q (17518.620000 sec): 3 clusters Score: Raw -6921619.737717 + Penalty 5299.447940 = -6916320.289777 nChanged 1780 SP:Iteration 9Q (17519.050000 sec): 3 clusters Score: Raw -6922411.811351 + Penalty 5299.447940 = -6917112.363411 nChanged 2021 SP:Iteration 10Q (17519.470000 sec): 3 clusters Score: Raw -6923492.143117 + Penalty 5299.447940 = -6918192.695176 nChanged 2441 SP:Iteration 11F (17519.850000 sec): 3 clusters Score: Raw -6925084.966908 + Penalty 5299.447940 = -6919785.518967 nChanged 2817 SP:Iteration 12F (17520.290000 sec): 3 clusters Score: Raw -6927245.818559 + Penalty 5299.447940 = -6921946.370619 nChanged 2762 SP:Iteration 13F (17520.730000 sec): 3 clusters Score: Raw -6929642.569837 + Penalty 5299.447940 = -6924343.121896 nChanged 2245 SP:Iteration 14F (17521.180000 sec): 3 clusters Score: Raw -6931677.966115 + Penalty 5299.447940 = -6926378.518174 nChanged 1491 SP:Iteration 15Q (17521.640000 sec): 3 clusters Score: Raw -6933004.969031 + Penalty 5299.447940 = -6927705.521091 nChanged 910 SP:Iteration 16Q (17522.040000 sec): 3 clusters Score: Raw -6933772.478782 + Penalty 5299.447940 = -6928473.030842 nChanged 524 SP:Iteration 17Q (17522.430000 sec): 3 clusters Score: Raw -6934202.825366 + Penalty 5299.447940 = -6928903.377426 nChanged 328 SP:Iteration 18Q (17522.840000 sec): 3 clusters Score: Raw -6934447.217401 + Penalty 5299.447940 = -6929147.769461 nChanged 224 SP:Iteration 19Q (17523.250000 sec): 3 clusters Score: Raw -6934602.347469 + Penalty 5299.447940 = -6929302.899529 nChanged 146 SP:Iteration 20F (17523.680000 sec): 3 clusters Score: Raw -6934700.366791 + Penalty 5299.447940 = -6929400.918851 nChanged 99 SP:Iteration 21Q (17524.030000 sec): 3 clusters Score: Raw -6934762.072779 + Penalty 5299.447940 = -6929462.624838 nChanged 78 SP:Iteration 22Q (17524.410000 sec): 3 clusters Score: Raw -6934803.259045 + Penalty 5299.447940 = -6929503.811105 nChanged 62 SP:Iteration 23Q (17524.770000 sec): 3 clusters Score: Raw -6934834.917007 + Penalty 5299.447940 = -6929535.469067 nChanged 49 SP:Iteration 24Q (17525.120000 sec): 3 clusters Score: Raw -6934860.763345 + Penalty 5299.447940 = -6929561.315405 nChanged 53 SP:Iteration 25Q (17525.440000 sec): 3 clusters Score: Raw -6934893.594967 + Penalty 5299.447940 = -6929594.147026 nChanged 31 SP:Iteration 26Q (17525.800000 sec): 3 clusters Score: Raw -6934910.729331 + Penalty 5299.447940 = -6929611.281390 nChanged 26 SP:Iteration 27Q (17526.130000 sec): 3 clusters Score: Raw -6934923.617387 + Penalty 5299.447940 = -6929624.169447 nChanged 21 SP:Iteration 28Q (17526.480000 sec): 3 clusters Score: Raw -6934932.224680 + Penalty 5299.447940 = -6929632.776740 nChanged 12 SP:Iteration 29Q (17526.810000 sec): 3 clusters Score: Raw -6934937.183918 + Penalty 5299.447940 = -6929637.735977 nChanged 10 SP:Iteration 30Q (17527.190000 sec): 3 clusters Score: Raw -6934942.797821 + Penalty 5299.447940 = -6929643.349881 nChanged 13 SP:Iteration 31Q (17527.520000 sec): 3 clusters Score: Raw -6934948.651277 + Penalty 5299.447940 = -6929649.203337 nChanged 14 SP:Iteration 32Q (17527.910000 sec): 3 clusters Score: Raw -6934954.677279 + Penalty 5299.447940 = -6929655.229338 nChanged 10 SP:Iteration 33Q (17528.210000 sec): 3 clusters Score: Raw -6934961.012837 + Penalty 5299.447940 = -6929661.564897 nChanged 9 SP:Iteration 34Q (17528.590000 sec): 3 clusters Score: Raw -6934964.643208 + Penalty 5299.447940 = -6929665.195268 nChanged 9 SP:Iteration 35Q (17528.970000 sec): 3 clusters Score: Raw -6934969.965286 + Penalty 5299.447940 = -6929670.517345 nChanged 11 SP:Iteration 36Q (17529.330000 sec): 3 clusters Score: Raw -6934975.323455 + Penalty 5299.447940 = -6929675.875515 nChanged 3 SP:Iteration 37Q (17529.670000 sec): 3 clusters Score: Raw -6934976.570164 + Penalty 5299.447940 = -6929677.122224 nChanged 3 SP:Iteration 38Q (17530.040000 sec): 3 clusters Score: Raw -6934977.759700 + Penalty 5299.447940 = -6929678.311760 nChanged 1 SP:Iteration 39Q (17530.380000 sec): 3 clusters Score: Raw -6934978.363260 + Penalty 5299.447940 = -6929678.915320 nChanged 3 SP:Iteration 40F (17530.750000 sec): 3 clusters Score: Raw -6934979.409460 + Penalty 5299.447940 = -6929679.961520 nChanged 1 SP:Iteration 41Q (17531.070000 sec): 3 clusters Score: Raw -6934979.925056 + Penalty 5299.447940 = -6929680.477115 nChanged 2 SP:Iteration 42Q (17531.410000 sec): 3 clusters Score: Raw -6934980.509482 + Penalty 5299.447940 = -6929681.061542 nChanged 0 SP:Iteration 43F (17531.790000 sec): 3 clusters Score: Raw -6934980.509482 + Penalty 5299.447940 = -6929681.061542 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17531.940000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17532.190000 sec): 3 clusters Score: Raw -1447229.562943 + Penalty 4520.076892 = -1442709.486051 nChanged 3767 SP:Iteration 1F (17532.460000 sec): 3 clusters Score: Raw -1449292.161611 + Penalty 4520.076892 = -1444772.084719 nChanged 648 SP:Iteration 2F (17532.670000 sec): 3 clusters Score: Raw -1449633.917488 + Penalty 4520.076892 = -1445113.840596 nChanged 497 SP:Iteration 3F (17532.890000 sec): 3 clusters Score: Raw -1449882.617320 + Penalty 4520.076892 = -1445362.540428 nChanged 421 SP:Iteration 4Q (17533.140000 sec): 3 clusters Score: Raw -1450119.673783 + Penalty 4520.076892 = -1445599.596892 nChanged 408 SP:Iteration 5Q (17533.340000 sec): 3 clusters Score: Raw -1450348.259251 + Penalty 4520.076892 = -1445828.182359 nChanged 392 SP:Iteration 6Q (17533.590000 sec): 3 clusters Score: Raw -1450548.754262 + Penalty 4520.076892 = -1446028.677371 nChanged 335 SP:Iteration 7Q (17533.840000 sec): 3 clusters Score: Raw -1450707.842928 + Penalty 4520.076892 = -1446187.766036 nChanged 316 SP:Iteration 8Q (17534.040000 sec): 3 clusters Score: Raw -1450873.864519 + Penalty 4520.076892 = -1446353.787627 nChanged 325 SP:Iteration 9Q (17534.300000 sec): 3 clusters Score: Raw -1451044.610322 + Penalty 4520.076892 = -1446524.533430 nChanged 329 SP:Iteration 10Q (17534.510000 sec): 3 clusters Score: Raw -1451217.686147 + Penalty 4520.076892 = -1446697.609255 nChanged 286 SP:Iteration 11Q (17534.760000 sec): 3 clusters Score: Raw -1451374.829833 + Penalty 4520.076892 = -1446854.752942 nChanged 279 SP:Iteration 12Q (17534.990000 sec): 3 clusters Score: Raw -1451526.313822 + Penalty 4520.076892 = -1447006.236931 nChanged 278 SP:Iteration 13Q (17535.180000 sec): 3 clusters Score: Raw -1451689.104254 + Penalty 4520.076892 = -1447169.027362 nChanged 225 SP:Iteration 14Q (17535.440000 sec): 3 clusters Score: Raw -1451815.076660 + Penalty 4520.076892 = -1447294.999769 nChanged 197 SP:Iteration 15Q (17535.640000 sec): 3 clusters Score: Raw -1451921.688623 + Penalty 4520.076892 = -1447401.611732 nChanged 174 SP:Iteration 16Q (17535.850000 sec): 3 clusters Score: Raw -1452018.262914 + Penalty 4520.076892 = -1447498.186022 nChanged 152 SP:Iteration 17Q (17536.060000 sec): 3 clusters Score: Raw -1452106.452965 + Penalty 4520.076892 = -1447586.376073 nChanged 127 SP:Iteration 18Q (17536.250000 sec): 3 clusters Score: Raw -1452172.613859 + Penalty 4520.076892 = -1447652.536967 nChanged 98 SP:Iteration 19Q (17536.460000 sec): 3 clusters Score: Raw -1452226.340909 + Penalty 4520.076892 = -1447706.264017 nChanged 91 SP:Iteration 20F (17536.640000 sec): 3 clusters Score: Raw -1452278.168992 + Penalty 4520.076892 = -1447758.092100 nChanged 72 SP:Iteration 21Q (17536.900000 sec): 3 clusters Score: Raw -1452318.162902 + Penalty 4520.076892 = -1447798.086011 nChanged 59 SP:Iteration 22Q (17537.130000 sec): 3 clusters Score: Raw -1452351.038531 + Penalty 4520.076892 = -1447830.961640 nChanged 43 SP:Iteration 23Q (17537.320000 sec): 3 clusters Score: Raw -1452375.640736 + Penalty 4520.076892 = -1447855.563844 nChanged 39 SP:Iteration 24Q (17537.530000 sec): 3 clusters Score: Raw -1452395.695618 + Penalty 4520.076892 = -1447875.618726 nChanged 30 SP:Iteration 25Q (17537.750000 sec): 3 clusters Score: Raw -1452410.746080 + Penalty 4520.076892 = -1447890.669189 nChanged 18 SP:Iteration 26Q (17537.950000 sec): 3 clusters Score: Raw -1452421.660213 + Penalty 4520.076892 = -1447901.583322 nChanged 14 SP:Iteration 27Q (17538.200000 sec): 3 clusters Score: Raw -1452429.134025 + Penalty 4520.076892 = -1447909.057134 nChanged 6 SP:Iteration 28Q (17538.380000 sec): 3 clusters Score: Raw -1452433.067524 + Penalty 4520.076892 = -1447912.990632 nChanged 5 SP:Iteration 29Q (17538.600000 sec): 3 clusters Score: Raw -1452437.177182 + Penalty 4520.076892 = -1447917.100291 nChanged 4 SP:Iteration 30Q (17538.810000 sec): 3 clusters Score: Raw -1452440.023418 + Penalty 4520.076892 = -1447919.946527 nChanged 7 SP:Iteration 31Q (17539.050000 sec): 3 clusters Score: Raw -1452443.678970 + Penalty 4520.076892 = -1447923.602079 nChanged 2 SP:Iteration 32Q (17539.290000 sec): 3 clusters Score: Raw -1452444.356283 + Penalty 4520.076892 = -1447924.279391 nChanged 2 SP:Iteration 33Q (17539.490000 sec): 3 clusters Score: Raw -1452445.274687 + Penalty 4520.076892 = -1447925.197795 nChanged 0 SP:Iteration 34F (17539.730000 sec): 3 clusters Score: Raw -1452445.274687 + Penalty 4520.076892 = -1447925.197795 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17539.830000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17539.980000 sec): 3 clusters Score: Raw -110319.732100 + Penalty 3261.237617 = -107058.494483 nChanged 175 SP:Iteration 1F (17540.150000 sec): 3 clusters Score: Raw -110572.652106 + Penalty 3261.237617 = -107311.414489 nChanged 61 SP:Iteration 2F (17540.340000 sec): 3 clusters Score: Raw -110685.905301 + Penalty 3261.237617 = -107424.667684 nChanged 29 SP:Iteration 3Q (17540.550000 sec): 3 clusters Score: Raw -110733.154941 + Penalty 3261.237617 = -107471.917324 nChanged 21 SP:Iteration 4Q (17540.710000 sec): 3 clusters Score: Raw -110781.630558 + Penalty 3261.237617 = -107520.392941 nChanged 7 SP:Iteration 5Q (17540.890000 sec): 3 clusters Score: Raw -110794.772620 + Penalty 3261.237617 = -107533.535003 nChanged 7 SP:Iteration 6Q (17541.070000 sec): 3 clusters Score: Raw -110806.005823 + Penalty 3261.237617 = -107544.768207 nChanged 6 SP:Iteration 7Q (17541.250000 sec): 3 clusters Score: Raw -110814.886012 + Penalty 3261.237617 = -107553.648395 nChanged 5 SP:Iteration 8Q (17541.420000 sec): 3 clusters Score: Raw -110822.781170 + Penalty 3261.237617 = -107561.543553 nChanged 3 SP:Iteration 9Q (17541.620000 sec): 3 clusters Score: Raw -110826.662070 + Penalty 3261.237617 = -107565.424453 nChanged 0 SP:Iteration 10F (17541.780000 sec): 3 clusters Score: Raw -110826.662070 + Penalty 3261.237617 = -107565.424453 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17541.910000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17542.170000 sec): 3 clusters Score: Raw -1477702.791771 + Penalty 4530.517105 = -1473172.274666 nChanged 3806 SP:Iteration 1F (17542.420000 sec): 3 clusters Score: Raw -1479785.665007 + Penalty 4530.517105 = -1475255.147902 nChanged 633 SP:Iteration 2F (17542.590000 sec): 3 clusters Score: Raw -1480067.381605 + Penalty 4530.517105 = -1475536.864500 nChanged 428 SP:Iteration 3Q (17542.870000 sec): 3 clusters Score: Raw -1480211.754706 + Penalty 4530.517105 = -1475681.237602 nChanged 284 SP:Iteration 4Q (17543.070000 sec): 3 clusters Score: Raw -1480311.580448 + Penalty 4530.517105 = -1475781.063343 nChanged 240 SP:Iteration 5Q (17543.310000 sec): 3 clusters Score: Raw -1480395.810266 + Penalty 4530.517105 = -1475865.293162 nChanged 214 SP:Iteration 6Q (17543.540000 sec): 3 clusters Score: Raw -1480465.957874 + Penalty 4530.517105 = -1475935.440770 nChanged 194 SP:Iteration 7Q (17543.740000 sec): 3 clusters Score: Raw -1480531.065017 + Penalty 4530.517105 = -1476000.547912 nChanged 178 SP:Iteration 8Q (17543.960000 sec): 3 clusters Score: Raw -1480582.514319 + Penalty 4530.517105 = -1476051.997214 nChanged 167 SP:Iteration 9Q (17544.210000 sec): 3 clusters Score: Raw -1480633.314602 + Penalty 4530.517105 = -1476102.797497 nChanged 196 SP:Iteration 10Q (17544.390000 sec): 3 clusters Score: Raw -1480698.646051 + Penalty 4530.517105 = -1476168.128946 nChanged 209 SP:Iteration 11Q (17544.610000 sec): 3 clusters Score: Raw -1480782.331461 + Penalty 4530.517105 = -1476251.814356 nChanged 217 SP:Iteration 12Q (17544.850000 sec): 3 clusters Score: Raw -1480872.586862 + Penalty 4530.517105 = -1476342.069757 nChanged 230 SP:Iteration 13Q (17545.080000 sec): 3 clusters Score: Raw -1480962.561184 + Penalty 4530.517105 = -1476432.044080 nChanged 231 SP:Iteration 14Q (17545.300000 sec): 3 clusters Score: Raw -1481051.277991 + Penalty 4530.517105 = -1476520.760886 nChanged 208 SP:Iteration 15Q (17545.530000 sec): 3 clusters Score: Raw -1481132.037458 + Penalty 4530.517105 = -1476601.520354 nChanged 207 SP:Iteration 16Q (17545.760000 sec): 3 clusters Score: Raw -1481216.127633 + Penalty 4530.517105 = -1476685.610528 nChanged 198 SP:Iteration 17Q (17546.020000 sec): 3 clusters Score: Raw -1481290.846064 + Penalty 4530.517105 = -1476760.328959 nChanged 188 SP:Iteration 18Q (17546.230000 sec): 3 clusters Score: Raw -1481358.705003 + Penalty 4530.517105 = -1476828.187899 nChanged 169 SP:Iteration 19Q (17546.470000 sec): 3 clusters Score: Raw -1481421.937388 + Penalty 4530.517105 = -1476891.420283 nChanged 163 SP:Iteration 20F (17546.660000 sec): 3 clusters Score: Raw -1481479.993422 + Penalty 4530.517105 = -1476949.476318 nChanged 164 SP:Iteration 21Q (17546.910000 sec): 3 clusters Score: Raw -1481547.518937 + Penalty 4530.517105 = -1477017.001832 nChanged 175 SP:Iteration 22Q (17547.160000 sec): 3 clusters Score: Raw -1481628.647919 + Penalty 4530.517105 = -1477098.130814 nChanged 183 SP:Iteration 23Q (17547.390000 sec): 3 clusters Score: Raw -1481720.605920 + Penalty 4530.517105 = -1477190.088816 nChanged 177 SP:Iteration 24Q (17547.610000 sec): 3 clusters Score: Raw -1481806.044684 + Penalty 4530.517105 = -1477275.527579 nChanged 165 SP:Iteration 25Q (17547.830000 sec): 3 clusters Score: Raw -1481884.981416 + Penalty 4530.517105 = -1477354.464311 nChanged 167 SP:Iteration 26Q (17548.090000 sec): 3 clusters Score: Raw -1481970.865115 + Penalty 4530.517105 = -1477440.348011 nChanged 170 SP:Iteration 27Q (17548.350000 sec): 3 clusters Score: Raw -1482058.698444 + Penalty 4530.517105 = -1477528.181339 nChanged 146 SP:Iteration 28Q (17548.610000 sec): 3 clusters Score: Raw -1482142.238687 + Penalty 4530.517105 = -1477611.721582 nChanged 141 SP:Iteration 29Q (17548.830000 sec): 3 clusters Score: Raw -1482220.337448 + Penalty 4530.517105 = -1477689.820343 nChanged 115 SP:Iteration 30Q (17549.040000 sec): 3 clusters Score: Raw -1482268.858989 + Penalty 4530.517105 = -1477738.341884 nChanged 92 SP:Iteration 31Q (17549.300000 sec): 3 clusters Score: Raw -1482303.204589 + Penalty 4530.517105 = -1477772.687484 nChanged 70 SP:Iteration 32Q (17549.540000 sec): 3 clusters Score: Raw -1482334.149787 + Penalty 4530.517105 = -1477803.632683 nChanged 70 SP:Iteration 33Q (17549.770000 sec): 3 clusters Score: Raw -1482357.769720 + Penalty 4530.517105 = -1477827.252615 nChanged 59 SP:Iteration 34Q (17550.030000 sec): 3 clusters Score: Raw -1482374.971389 + Penalty 4530.517105 = -1477844.454284 nChanged 51 SP:Iteration 35Q (17550.250000 sec): 3 clusters Score: Raw -1482391.960236 + Penalty 4530.517105 = -1477861.443131 nChanged 61 SP:Iteration 36Q (17550.450000 sec): 3 clusters Score: Raw -1482412.638698 + Penalty 4530.517105 = -1477882.121593 nChanged 53 SP:Iteration 37Q (17550.730000 sec): 3 clusters Score: Raw -1482431.933219 + Penalty 4530.517105 = -1477901.416114 nChanged 52 SP:Iteration 38Q (17550.930000 sec): 3 clusters Score: Raw -1482448.975112 + Penalty 4530.517105 = -1477918.458007 nChanged 48 SP:Iteration 39Q (17551.150000 sec): 3 clusters Score: Raw -1482463.443154 + Penalty 4530.517105 = -1477932.926049 nChanged 32 SP:Iteration 40F (17551.330000 sec): 3 clusters Score: Raw -1482472.190328 + Penalty 4530.517105 = -1477941.673224 nChanged 27 SP:Iteration 41Q (17551.540000 sec): 3 clusters Score: Raw -1482480.104529 + Penalty 4530.517105 = -1477949.587424 nChanged 24 SP:Iteration 42Q (17551.790000 sec): 3 clusters Score: Raw -1482486.117442 + Penalty 4530.517105 = -1477955.600338 nChanged 18 SP:Iteration 43Q (17551.980000 sec): 3 clusters Score: Raw -1482489.848976 + Penalty 4530.517105 = -1477959.331871 nChanged 17 SP:Iteration 44Q (17552.180000 sec): 3 clusters Score: Raw -1482493.561648 + Penalty 4530.517105 = -1477963.044543 nChanged 21 SP:Iteration 45Q (17552.400000 sec): 3 clusters Score: Raw -1482499.067720 + Penalty 4530.517105 = -1477968.550616 nChanged 21 SP:Iteration 46Q (17552.650000 sec): 3 clusters Score: Raw -1482503.907274 + Penalty 4530.517105 = -1477973.390169 nChanged 19 SP:Iteration 47Q (17552.830000 sec): 3 clusters Score: Raw -1482509.040702 + Penalty 4530.517105 = -1477978.523598 nChanged 17 SP:Iteration 48Q (17553.040000 sec): 3 clusters Score: Raw -1482514.254358 + Penalty 4530.517105 = -1477983.737254 nChanged 14 SP:Iteration 49Q (17553.280000 sec): 3 clusters Score: Raw -1482518.100758 + Penalty 4530.517105 = -1477987.583654 nChanged 9 SP:Iteration 50Q (17553.490000 sec): 3 clusters Score: Raw -1482519.859125 + Penalty 4530.517105 = -1477989.342020 nChanged 8 SP:Iteration 51Q (17553.710000 sec): 3 clusters Score: Raw -1482520.970858 + Penalty 4530.517105 = -1477990.453753 nChanged 5 SP:Iteration 52Q (17553.930000 sec): 3 clusters Score: Raw -1482522.127791 + Penalty 4530.517105 = -1477991.610686 nChanged 8 SP:Iteration 53Q (17554.150000 sec): 3 clusters Score: Raw -1482523.461509 + Penalty 4530.517105 = -1477992.944404 nChanged 4 SP:Iteration 54Q (17554.400000 sec): 3 clusters Score: Raw -1482524.347424 + Penalty 4530.517105 = -1477993.830320 nChanged 4 SP:Iteration 55Q (17554.620000 sec): 3 clusters Score: Raw -1482524.990311 + Penalty 4530.517105 = -1477994.473206 nChanged 4 SP:Iteration 56Q (17554.810000 sec): 3 clusters Score: Raw -1482526.822830 + Penalty 4530.517105 = -1477996.305725 nChanged 9 SP:Iteration 57Q (17555.040000 sec): 3 clusters Score: Raw -1482529.084102 + Penalty 4530.517105 = -1477998.566997 nChanged 9 SP:Iteration 58Q (17555.290000 sec): 3 clusters Score: Raw -1482531.294494 + Penalty 4530.517105 = -1478000.777389 nChanged 13 SP:Iteration 59Q (17555.540000 sec): 3 clusters Score: Raw -1482534.055349 + Penalty 4530.517105 = -1478003.538244 nChanged 12 SP:Iteration 60F (17555.800000 sec): 3 clusters Score: Raw -1482537.309230 + Penalty 4530.517105 = -1478006.792125 nChanged 19 SP:Iteration 61Q (17556.030000 sec): 3 clusters Score: Raw -1482542.592779 + Penalty 4530.517105 = -1478012.075674 nChanged 21 SP:Iteration 62Q (17556.310000 sec): 3 clusters Score: Raw -1482548.118101 + Penalty 4530.517105 = -1478017.600996 nChanged 19 SP:Iteration 63Q (17556.510000 sec): 3 clusters Score: Raw -1482553.715126 + Penalty 4530.517105 = -1478023.198022 nChanged 20 SP:Iteration 64Q (17556.760000 sec): 3 clusters Score: Raw -1482559.713531 + Penalty 4530.517105 = -1478029.196426 nChanged 22 SP:Iteration 65Q (17556.950000 sec): 3 clusters Score: Raw -1482565.142649 + Penalty 4530.517105 = -1478034.625544 nChanged 18 SP:Iteration 66Q (17557.160000 sec): 3 clusters Score: Raw -1482569.966331 + Penalty 4530.517105 = -1478039.449226 nChanged 27 SP:Iteration 67Q (17557.380000 sec): 3 clusters Score: Raw -1482577.774996 + Penalty 4530.517105 = -1478047.257892 nChanged 20 SP:Iteration 68Q (17557.650000 sec): 3 clusters Score: Raw -1482584.149411 + Penalty 4530.517105 = -1478053.632307 nChanged 23 SP:Iteration 69Q (17557.870000 sec): 3 clusters Score: Raw -1482590.777577 + Penalty 4530.517105 = -1478060.260472 nChanged 28 SP:Iteration 70Q (17558.080000 sec): 3 clusters Score: Raw -1482597.249460 + Penalty 4530.517105 = -1478066.732356 nChanged 22 SP:Iteration 71Q (17558.340000 sec): 3 clusters Score: Raw -1482602.979955 + Penalty 4530.517105 = -1478072.462851 nChanged 17 SP:Iteration 72Q (17558.540000 sec): 3 clusters Score: Raw -1482607.442742 + Penalty 4530.517105 = -1478076.925638 nChanged 30 SP:Iteration 73Q (17558.760000 sec): 3 clusters Score: Raw -1482615.899482 + Penalty 4530.517105 = -1478085.382377 nChanged 27 SP:Iteration 74Q (17558.990000 sec): 3 clusters Score: Raw -1482626.589844 + Penalty 4530.517105 = -1478096.072740 nChanged 41 SP:Iteration 75Q (17559.170000 sec): 3 clusters Score: Raw -1482641.065065 + Penalty 4530.517105 = -1478110.547960 nChanged 35 SP:Iteration 76Q (17559.390000 sec): 3 clusters Score: Raw -1482653.128434 + Penalty 4530.517105 = -1478122.611329 nChanged 35 SP:Iteration 77Q (17559.640000 sec): 3 clusters Score: Raw -1482663.304670 + Penalty 4530.517105 = -1478132.787565 nChanged 28 SP:Iteration 78Q (17559.830000 sec): 3 clusters Score: Raw -1482674.519284 + Penalty 4530.517105 = -1478144.002179 nChanged 27 SP:Iteration 79Q (17560.080000 sec): 3 clusters Score: Raw -1482684.332302 + Penalty 4530.517105 = -1478153.815197 nChanged 29 SP:Iteration 80F (17560.260000 sec): 3 clusters Score: Raw -1482697.005071 + Penalty 4530.517105 = -1478166.487966 nChanged 28 SP:Iteration 81Q (17560.530000 sec): 3 clusters Score: Raw -1482705.490599 + Penalty 4530.517105 = -1478174.973494 nChanged 26 SP:Iteration 82Q (17560.750000 sec): 3 clusters Score: Raw -1482713.580799 + Penalty 4530.517105 = -1478183.063694 nChanged 25 SP:Iteration 83Q (17560.950000 sec): 3 clusters Score: Raw -1482724.155880 + Penalty 4530.517105 = -1478193.638775 nChanged 28 SP:Iteration 84Q (17561.160000 sec): 3 clusters Score: Raw -1482733.405669 + Penalty 4530.517105 = -1478202.888565 nChanged 24 SP:Iteration 85Q (17561.420000 sec): 3 clusters Score: Raw -1482743.599811 + Penalty 4530.517105 = -1478213.082706 nChanged 24 SP:Iteration 86Q (17561.640000 sec): 3 clusters Score: Raw -1482751.000543 + Penalty 4530.517105 = -1478220.483438 nChanged 22 SP:Iteration 87Q (17561.850000 sec): 3 clusters Score: Raw -1482758.825655 + Penalty 4530.517105 = -1478228.308550 nChanged 18 SP:Iteration 88Q (17562.090000 sec): 3 clusters Score: Raw -1482764.620417 + Penalty 4530.517105 = -1478234.103313 nChanged 16 SP:Iteration 89Q (17562.290000 sec): 3 clusters Score: Raw -1482769.126567 + Penalty 4530.517105 = -1478238.609462 nChanged 13 SP:Iteration 90Q (17562.550000 sec): 3 clusters Score: Raw -1482773.474910 + Penalty 4530.517105 = -1478242.957806 nChanged 15 SP:Iteration 91Q (17562.770000 sec): 3 clusters Score: Raw -1482777.968158 + Penalty 4530.517105 = -1478247.451054 nChanged 11 SP:Iteration 92Q (17563.000000 sec): 3 clusters Score: Raw -1482780.101774 + Penalty 4530.517105 = -1478249.584669 nChanged 7 SP:Iteration 93Q (17563.240000 sec): 3 clusters Score: Raw -1482781.479100 + Penalty 4530.517105 = -1478250.961996 nChanged 10 SP:Iteration 94Q (17563.480000 sec): 3 clusters Score: Raw -1482784.016225 + Penalty 4530.517105 = -1478253.499121 nChanged 9 SP:Iteration 95Q (17563.690000 sec): 3 clusters Score: Raw -1482786.532016 + Penalty 4530.517105 = -1478256.014911 nChanged 12 SP:Iteration 96Q (17563.940000 sec): 3 clusters Score: Raw -1482789.804448 + Penalty 4530.517105 = -1478259.287343 nChanged 6 SP:Iteration 97Q (17564.210000 sec): 3 clusters Score: Raw -1482791.088547 + Penalty 4530.517105 = -1478260.571442 nChanged 10 SP:Iteration 98Q (17564.460000 sec): 3 clusters Score: Raw -1482793.828463 + Penalty 4530.517105 = -1478263.311358 nChanged 9 SP:Iteration 99Q (17564.700000 sec): 3 clusters Score: Raw -1482796.608764 + Penalty 4530.517105 = -1478266.091659 nChanged 6 SP:Iteration 100F (17564.910000 sec): 3 clusters Score: Raw -1482797.940738 + Penalty 4530.517105 = -1478267.423633 nChanged 6 SP:Iteration 101Q (17565.150000 sec): 3 clusters Score: Raw -1482799.453863 + Penalty 4530.517105 = -1478268.936758 nChanged 4 SP:Iteration 102Q (17565.410000 sec): 3 clusters Score: Raw -1482800.282146 + Penalty 4530.517105 = -1478269.765042 nChanged 3 SP:Iteration 103Q (17565.650000 sec): 3 clusters Score: Raw -1482800.637699 + Penalty 4530.517105 = -1478270.120594 nChanged 0 SP:Iteration 104F (17565.880000 sec): 3 clusters Score: Raw -1482800.637699 + Penalty 4530.517105 = -1478270.120594 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17566.330000 sec): 2 clusters Score: Raw -12228281.679673 + Penalty 2785.409645 = -12225496.270028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17566.920000 sec): 3 clusters Score: Raw -12180301.864495 + Penalty 5570.819291 = -12174731.045204 nChanged 35494 SP:Iteration 1F (17567.490000 sec): 3 clusters Score: Raw -12200620.545419 + Penalty 5570.819291 = -12195049.726128 nChanged 2770 SP:Iteration 2Q (17568.090000 sec): 3 clusters Score: Raw -12201494.966884 + Penalty 5570.819291 = -12195924.147593 nChanged 3146 SP:Iteration 3Q (17568.710000 sec): 3 clusters Score: Raw -12202668.155019 + Penalty 5570.819291 = -12197097.335729 nChanged 3525 SP:Iteration 4Q (17569.330000 sec): 3 clusters Score: Raw -12204238.066922 + Penalty 5570.819291 = -12198667.247632 nChanged 4001 SP:Iteration 5F (17569.930000 sec): 3 clusters Score: Raw -12206306.902089 + Penalty 5570.819291 = -12200736.082798 nChanged 4621 SP:Iteration 6F (17570.510000 sec): 3 clusters Score: Raw -12208924.940246 + Penalty 5570.819291 = -12203354.120956 nChanged 5051 SP:Iteration 7F (17571.050000 sec): 3 clusters Score: Raw -12212227.808713 + Penalty 5570.819291 = -12206656.989422 nChanged 5182 SP:Iteration 8F (17571.650000 sec): 3 clusters Score: Raw -12215997.370257 + Penalty 5570.819291 = -12210426.550966 nChanged 4865 SP:Iteration 9F (17572.270000 sec): 3 clusters Score: Raw -12219778.869863 + Penalty 5570.819291 = -12214208.050572 nChanged 4032 SP:Iteration 10F (17572.860000 sec): 3 clusters Score: Raw -12223046.490993 + Penalty 5570.819291 = -12217475.671703 nChanged 2942 SP:Iteration 11Q (17573.430000 sec): 3 clusters Score: Raw -12225515.883338 + Penalty 5570.819291 = -12219945.064047 nChanged 1985 SP:Iteration 12Q (17574.020000 sec): 3 clusters Score: Raw -12227160.783543 + Penalty 5570.819291 = -12221589.964252 nChanged 1162 SP:Iteration 13Q (17574.610000 sec): 3 clusters Score: Raw -12228015.991417 + Penalty 5570.819291 = -12222445.172127 nChanged 569 SP:Iteration 14Q (17575.230000 sec): 3 clusters Score: Raw -12228399.503400 + Penalty 5570.819291 = -12222828.684109 nChanged 315 SP:Iteration 15Q (17575.750000 sec): 3 clusters Score: Raw -12228598.773001 + Penalty 5570.819291 = -12223027.953711 nChanged 173 SP:Iteration 16Q (17576.360000 sec): 3 clusters Score: Raw -12228699.530877 + Penalty 5570.819291 = -12223128.711586 nChanged 97 SP:Iteration 17Q (17576.980000 sec): 3 clusters Score: Raw -12228751.107822 + Penalty 5570.819291 = -12223180.288532 nChanged 56 SP:Iteration 18Q (17577.520000 sec): 3 clusters Score: Raw -12228777.395360 + Penalty 5570.819291 = -12223206.576069 nChanged 32 SP:Iteration 19Q (17578.050000 sec): 3 clusters Score: Raw -12228793.280832 + Penalty 5570.819291 = -12223222.461542 nChanged 31 SP:Iteration 20F (17578.650000 sec): 3 clusters Score: Raw -12228806.561455 + Penalty 5570.819291 = -12223235.742164 nChanged 17 SP:Iteration 21Q (17579.230000 sec): 3 clusters Score: Raw -12228814.991790 + Penalty 5570.819291 = -12223244.172499 nChanged 12 SP:Iteration 22Q (17579.790000 sec): 3 clusters Score: Raw -12228819.648434 + Penalty 5570.819291 = -12223248.829143 nChanged 6 SP:Iteration 23Q (17580.300000 sec): 3 clusters Score: Raw -12228822.419802 + Penalty 5570.819291 = -12223251.600511 nChanged 10 SP:Iteration 24Q (17580.780000 sec): 3 clusters Score: Raw -12228826.181089 + Penalty 5570.819291 = -12223255.361798 nChanged 6 SP:Iteration 25Q (17581.260000 sec): 3 clusters Score: Raw -12228828.516387 + Penalty 5570.819291 = -12223257.697096 nChanged 2 SP:Iteration 26Q (17581.730000 sec): 3 clusters Score: Raw -12228829.056853 + Penalty 5570.819291 = -12223258.237563 nChanged 0 SP:Iteration 27F (17582.250000 sec): 3 clusters Score: Raw -12228829.056853 + Penalty 5570.819291 = -12223258.237563 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17582.420000 sec): 2 clusters Score: Raw -2294972.963438 + Penalty 2385.512092 = -2292587.451346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17582.700000 sec): 3 clusters Score: Raw -2286459.280216 + Penalty 4771.024184 = -2281688.256032 nChanged 6509 SP:Iteration 1F (17582.940000 sec): 3 clusters Score: Raw -2290178.535701 + Penalty 4771.024184 = -2285407.511517 nChanged 1126 SP:Iteration 2F (17583.210000 sec): 3 clusters Score: Raw -2290929.382448 + Penalty 4771.024184 = -2286158.358264 nChanged 1053 SP:Iteration 3F (17583.450000 sec): 3 clusters Score: Raw -2291649.832596 + Penalty 4771.024184 = -2286878.808412 nChanged 992 SP:Iteration 4F (17583.710000 sec): 3 clusters Score: Raw -2292432.078407 + Penalty 4771.024184 = -2287661.054223 nChanged 1034 SP:Iteration 5F (17583.990000 sec): 3 clusters Score: Raw -2293304.225219 + Penalty 4771.024184 = -2288533.201035 nChanged 995 SP:Iteration 6F (17584.210000 sec): 3 clusters Score: Raw -2294134.728746 + Penalty 4771.024184 = -2289363.704562 nChanged 874 SP:Iteration 7F (17584.480000 sec): 3 clusters Score: Raw -2294769.635471 + Penalty 4771.024184 = -2289998.611287 nChanged 698 SP:Iteration 8Q (17584.740000 sec): 3 clusters Score: Raw -2295280.421083 + Penalty 4771.024184 = -2290509.396899 nChanged 535 SP:Iteration 9Q (17585.010000 sec): 3 clusters Score: Raw -2295687.972602 + Penalty 4771.024184 = -2290916.948418 nChanged 407 SP:Iteration 10Q (17585.300000 sec): 3 clusters Score: Raw -2295985.716983 + Penalty 4771.024184 = -2291214.692799 nChanged 313 SP:Iteration 11Q (17585.520000 sec): 3 clusters Score: Raw -2296205.481578 + Penalty 4771.024184 = -2291434.457394 nChanged 231 SP:Iteration 12Q (17585.820000 sec): 3 clusters Score: Raw -2296364.436353 + Penalty 4771.024184 = -2291593.412169 nChanged 187 SP:Iteration 13Q (17586.030000 sec): 3 clusters Score: Raw -2296479.421921 + Penalty 4771.024184 = -2291708.397737 nChanged 144 SP:Iteration 14Q (17586.280000 sec): 3 clusters Score: Raw -2296568.942336 + Penalty 4771.024184 = -2291797.918152 nChanged 100 SP:Iteration 15Q (17586.570000 sec): 3 clusters Score: Raw -2296624.629478 + Penalty 4771.024184 = -2291853.605294 nChanged 92 SP:Iteration 16Q (17586.830000 sec): 3 clusters Score: Raw -2296682.033815 + Penalty 4771.024184 = -2291911.009631 nChanged 75 SP:Iteration 17Q (17587.020000 sec): 3 clusters Score: Raw -2296728.135474 + Penalty 4771.024184 = -2291957.111290 nChanged 49 SP:Iteration 18Q (17587.270000 sec): 3 clusters Score: Raw -2296750.905038 + Penalty 4771.024184 = -2291979.880854 nChanged 37 SP:Iteration 19Q (17587.530000 sec): 3 clusters Score: Raw -2296768.979010 + Penalty 4771.024184 = -2291997.954826 nChanged 39 SP:Iteration 20F (17587.800000 sec): 3 clusters Score: Raw -2296786.425819 + Penalty 4771.024184 = -2292015.401635 nChanged 33 SP:Iteration 21Q (17588.090000 sec): 3 clusters Score: Raw -2296802.581353 + Penalty 4771.024184 = -2292031.557169 nChanged 28 SP:Iteration 22Q (17588.330000 sec): 3 clusters Score: Raw -2296813.467482 + Penalty 4771.024184 = -2292042.443298 nChanged 24 SP:Iteration 23Q (17588.590000 sec): 3 clusters Score: Raw -2296820.987276 + Penalty 4771.024184 = -2292049.963092 nChanged 23 SP:Iteration 24Q (17588.830000 sec): 3 clusters Score: Raw -2296829.223187 + Penalty 4771.024184 = -2292058.199003 nChanged 18 SP:Iteration 25Q (17589.060000 sec): 3 clusters Score: Raw -2296834.746200 + Penalty 4771.024184 = -2292063.722016 nChanged 11 SP:Iteration 26Q (17589.270000 sec): 3 clusters Score: Raw -2296838.141648 + Penalty 4771.024184 = -2292067.117464 nChanged 13 SP:Iteration 27Q (17589.540000 sec): 3 clusters Score: Raw -2296843.446752 + Penalty 4771.024184 = -2292072.422568 nChanged 8 SP:Iteration 28Q (17589.780000 sec): 3 clusters Score: Raw -2296846.122068 + Penalty 4771.024184 = -2292075.097884 nChanged 8 SP:Iteration 29Q (17590.040000 sec): 3 clusters Score: Raw -2296848.965326 + Penalty 4771.024184 = -2292077.941142 nChanged 8 SP:Iteration 30Q (17590.270000 sec): 3 clusters Score: Raw -2296852.218407 + Penalty 4771.024184 = -2292081.194223 nChanged 11 SP:Iteration 31Q (17590.520000 sec): 3 clusters Score: Raw -2296855.592999 + Penalty 4771.024184 = -2292084.568815 nChanged 8 SP:Iteration 32Q (17590.790000 sec): 3 clusters Score: Raw -2296858.184639 + Penalty 4771.024184 = -2292087.160455 nChanged 11 SP:Iteration 33Q (17591.000000 sec): 3 clusters Score: Raw -2296861.023765 + Penalty 4771.024184 = -2292089.999581 nChanged 9 SP:Iteration 34Q (17591.270000 sec): 3 clusters Score: Raw -2296864.392213 + Penalty 4771.024184 = -2292093.368029 nChanged 9 SP:Iteration 35Q (17591.510000 sec): 3 clusters Score: Raw -2296867.243876 + Penalty 4771.024184 = -2292096.219692 nChanged 8 SP:Iteration 36Q (17591.740000 sec): 3 clusters Score: Raw -2296869.163409 + Penalty 4771.024184 = -2292098.139225 nChanged 5 SP:Iteration 37Q (17592.020000 sec): 3 clusters Score: Raw -2296870.142711 + Penalty 4771.024184 = -2292099.118527 nChanged 6 SP:Iteration 38Q (17592.230000 sec): 3 clusters Score: Raw -2296871.799652 + Penalty 4771.024184 = -2292100.775468 nChanged 5 SP:Iteration 39Q (17592.490000 sec): 3 clusters Score: Raw -2296873.432065 + Penalty 4771.024184 = -2292102.407881 nChanged 5 SP:Iteration 40F (17592.750000 sec): 3 clusters Score: Raw -2296874.628080 + Penalty 4771.024184 = -2292103.603896 nChanged 8 SP:Iteration 41Q (17593.010000 sec): 3 clusters Score: Raw -2296877.997018 + Penalty 4771.024184 = -2292106.972834 nChanged 7 SP:Iteration 42Q (17593.270000 sec): 3 clusters Score: Raw -2296880.005717 + Penalty 4771.024184 = -2292108.981533 nChanged 5 SP:Iteration 43Q (17593.530000 sec): 3 clusters Score: Raw -2296881.016943 + Penalty 4771.024184 = -2292109.992759 nChanged 2 SP:Iteration 44Q (17593.780000 sec): 3 clusters Score: Raw -2296881.485386 + Penalty 4771.024184 = -2292110.461202 nChanged 1 SP:Iteration 45Q (17594.010000 sec): 3 clusters Score: Raw -2296881.624481 + Penalty 4771.024184 = -2292110.600297 nChanged 0 SP:Iteration 46F (17594.310000 sec): 3 clusters Score: Raw -2296881.624481 + Penalty 4771.024184 = -2292110.600297 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17594.390000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17594.620000 sec): 3 clusters Score: Raw -135170.738255 + Penalty 3391.848980 = -131778.889276 nChanged 260 SP:Iteration 1F (17594.820000 sec): 3 clusters Score: Raw -135620.173679 + Penalty 3391.848980 = -132228.324699 nChanged 93 SP:Iteration 2F (17594.970000 sec): 3 clusters Score: Raw -135929.279865 + Penalty 3391.848980 = -132537.430886 nChanged 85 SP:Iteration 3F (17595.170000 sec): 3 clusters Score: Raw -136184.076193 + Penalty 3391.848980 = -132792.227214 nChanged 57 SP:Iteration 4F (17595.340000 sec): 3 clusters Score: Raw -136391.243476 + Penalty 3391.848980 = -132999.394497 nChanged 50 SP:Iteration 5F (17595.490000 sec): 3 clusters Score: Raw -136617.301166 + Penalty 3391.848980 = -133225.452187 nChanged 28 SP:Iteration 6Q (17595.700000 sec): 3 clusters Score: Raw -136753.072713 + Penalty 3391.848980 = -133361.223733 nChanged 15 SP:Iteration 7Q (17595.850000 sec): 3 clusters Score: Raw -136803.273654 + Penalty 3391.848980 = -133411.424674 nChanged 7 SP:Iteration 8Q (17596.070000 sec): 3 clusters Score: Raw -136826.000991 + Penalty 3391.848980 = -133434.152011 nChanged 3 SP:Iteration 9Q (17596.240000 sec): 3 clusters Score: Raw -136847.171366 + Penalty 3391.848980 = -133455.322387 nChanged 4 SP:Iteration 10Q (17596.400000 sec): 3 clusters Score: Raw -136856.443287 + Penalty 3391.848980 = -133464.594307 nChanged 3 SP:Iteration 11Q (17596.580000 sec): 3 clusters Score: Raw -136861.468061 + Penalty 3391.848980 = -133469.619081 nChanged 2 SP:Iteration 12Q (17596.780000 sec): 3 clusters Score: Raw -136867.606374 + Penalty 3391.848980 = -133475.757395 nChanged 2 SP:Iteration 13Q (17596.960000 sec): 3 clusters Score: Raw -136875.207921 + Penalty 3391.848980 = -133483.358942 nChanged 3 SP:Iteration 14Q (17597.110000 sec): 3 clusters Score: Raw -136882.849162 + Penalty 3391.848980 = -133491.000182 nChanged 3 SP:Iteration 15Q (17597.310000 sec): 3 clusters Score: Raw -136887.760102 + Penalty 3391.848980 = -133495.911123 nChanged 2 SP:Iteration 16Q (17597.470000 sec): 3 clusters Score: Raw -136889.943670 + Penalty 3391.848980 = -133498.094691 nChanged 1 SP:Iteration 17Q (17597.650000 sec): 3 clusters Score: Raw -136893.316939 + Penalty 3391.848980 = -133501.467960 nChanged 1 SP:Iteration 18Q (17597.880000 sec): 3 clusters Score: Raw -136896.032171 + Penalty 3391.848980 = -133504.183192 nChanged 0 SP:Iteration 19F (17598.030000 sec): 3 clusters Score: Raw -136896.032171 + Penalty 3391.848980 = -133504.183192 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17598.130000 sec): 2 clusters Score: Raw -29271.129719 + Penalty 1318.893758 = -27952.235960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17598.310000 sec): 3 clusters Score: Raw -29605.897096 + Penalty 2637.787517 = -26968.109579 nChanged 31 SP:Iteration 1F (17598.530000 sec): 3 clusters Score: Raw -29875.475042 + Penalty 2637.787517 = -27237.687525 nChanged 7 SP:Iteration 2Q (17598.650000 sec): 3 clusters Score: Raw -29920.722488 + Penalty 2637.787517 = -27282.934971 nChanged 3 SP:Iteration 3Q (17598.850000 sec): 3 clusters Score: Raw -29943.001224 + Penalty 2637.787517 = -27305.213707 nChanged 1 SP:Iteration 4Q (17599.010000 sec): 3 clusters Score: Raw -29949.952937 + Penalty 2637.787517 = -27312.165420 nChanged 2 SP:Iteration 5Q (17599.150000 sec): 3 clusters Score: Raw -29978.257348 + Penalty 2637.787517 = -27340.469831 nChanged 1 SP:Iteration 6Q (17599.330000 sec): 3 clusters Score: Raw -29985.688421 + Penalty 2637.787517 = -27347.900904 nChanged 0 SP:Iteration 7F (17599.490000 sec): 3 clusters Score: Raw -29985.688421 + Penalty 2637.787517 = -27347.900904 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17599.580000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17599.750000 sec): 3 clusters Score: Raw -379933.381670 + Penalty 3887.231186 = -376046.150483 nChanged 843 SP:Iteration 1F (17599.930000 sec): 3 clusters Score: Raw -380474.603512 + Penalty 3887.231186 = -376587.372325 nChanged 189 SP:Iteration 2F (17600.110000 sec): 3 clusters Score: Raw -380623.474261 + Penalty 3887.231186 = -376736.243075 nChanged 129 SP:Iteration 3F (17600.280000 sec): 3 clusters Score: Raw -380715.711899 + Penalty 3887.231186 = -376828.480712 nChanged 86 SP:Iteration 4Q (17600.460000 sec): 3 clusters Score: Raw -380769.514435 + Penalty 3887.231186 = -376882.283249 nChanged 56 SP:Iteration 5Q (17600.630000 sec): 3 clusters Score: Raw -380802.535454 + Penalty 3887.231186 = -376915.304267 nChanged 39 SP:Iteration 6Q (17600.790000 sec): 3 clusters Score: Raw -380830.024990 + Penalty 3887.231186 = -376942.793804 nChanged 36 SP:Iteration 7Q (17600.980000 sec): 3 clusters Score: Raw -380853.821814 + Penalty 3887.231186 = -376966.590628 nChanged 30 SP:Iteration 8Q (17601.160000 sec): 3 clusters Score: Raw -380868.072712 + Penalty 3887.231186 = -376980.841526 nChanged 14 SP:Iteration 9Q (17601.350000 sec): 3 clusters Score: Raw -380875.539217 + Penalty 3887.231186 = -376988.308031 nChanged 8 SP:Iteration 10Q (17601.540000 sec): 3 clusters Score: Raw -380879.512027 + Penalty 3887.231186 = -376992.280841 nChanged 12 SP:Iteration 11Q (17601.730000 sec): 3 clusters Score: Raw -380885.126224 + Penalty 3887.231186 = -376997.895038 nChanged 10 SP:Iteration 12Q (17601.910000 sec): 3 clusters Score: Raw -380889.489391 + Penalty 3887.231186 = -377002.258205 nChanged 10 SP:Iteration 13Q (17602.080000 sec): 3 clusters Score: Raw -380895.816598 + Penalty 3887.231186 = -377008.585412 nChanged 10 SP:Iteration 14Q (17602.250000 sec): 3 clusters Score: Raw -380902.971874 + Penalty 3887.231186 = -377015.740688 nChanged 16 SP:Iteration 15Q (17602.410000 sec): 3 clusters Score: Raw -380917.915543 + Penalty 3887.231186 = -377030.684357 nChanged 21 SP:Iteration 16Q (17602.610000 sec): 3 clusters Score: Raw -380936.093525 + Penalty 3887.231186 = -377048.862339 nChanged 24 SP:Iteration 17Q (17602.770000 sec): 3 clusters Score: Raw -380958.556500 + Penalty 3887.231186 = -377071.325314 nChanged 22 SP:Iteration 18Q (17602.940000 sec): 3 clusters Score: Raw -380975.852419 + Penalty 3887.231186 = -377088.621233 nChanged 25 SP:Iteration 19Q (17603.130000 sec): 3 clusters Score: Raw -380994.187921 + Penalty 3887.231186 = -377106.956734 nChanged 19 SP:Iteration 20F (17603.270000 sec): 3 clusters Score: Raw -381005.070270 + Penalty 3887.231186 = -377117.839084 nChanged 20 SP:Iteration 21Q (17603.510000 sec): 3 clusters Score: Raw -381016.128411 + Penalty 3887.231186 = -377128.897225 nChanged 18 SP:Iteration 22Q (17603.690000 sec): 3 clusters Score: Raw -381031.622414 + Penalty 3887.231186 = -377144.391228 nChanged 22 SP:Iteration 23Q (17603.910000 sec): 3 clusters Score: Raw -381048.535586 + Penalty 3887.231186 = -377161.304400 nChanged 26 SP:Iteration 24Q (17604.120000 sec): 3 clusters Score: Raw -381066.958706 + Penalty 3887.231186 = -377179.727519 nChanged 21 SP:Iteration 25Q (17604.260000 sec): 3 clusters Score: Raw -381081.611414 + Penalty 3887.231186 = -377194.380227 nChanged 24 SP:Iteration 26Q (17604.450000 sec): 3 clusters Score: Raw -381095.455966 + Penalty 3887.231186 = -377208.224780 nChanged 20 SP:Iteration 27Q (17604.650000 sec): 3 clusters Score: Raw -381104.076325 + Penalty 3887.231186 = -377216.845138 nChanged 13 SP:Iteration 28Q (17604.830000 sec): 3 clusters Score: Raw -381108.536113 + Penalty 3887.231186 = -377221.304927 nChanged 4 SP:Iteration 29Q (17605.040000 sec): 3 clusters Score: Raw -381109.667258 + Penalty 3887.231186 = -377222.436071 nChanged 1 SP:Iteration 30Q (17605.240000 sec): 3 clusters Score: Raw -381109.955658 + Penalty 3887.231186 = -377222.724472 nChanged 1 SP:Iteration 31Q (17605.410000 sec): 3 clusters Score: Raw -381110.144582 + Penalty 3887.231186 = -377222.913396 nChanged 0 SP:Iteration 32F (17605.570000 sec): 3 clusters Score: Raw -381110.144582 + Penalty 3887.231186 = -377222.913396 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17605.650000 sec): 2 clusters Score: Raw -20911.870573 + Penalty 1287.853299 = -19624.017274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17605.840000 sec): 3 clusters Score: Raw -21489.706400 + Penalty 2575.706598 = -18913.999802 nChanged 26 SP:Iteration 1F (17605.990000 sec): 3 clusters Score: Raw -21660.921709 + Penalty 2575.706598 = -19085.215111 nChanged 7 SP:Iteration 2Q (17606.150000 sec): 3 clusters Score: Raw -21730.080825 + Penalty 2575.706598 = -19154.374227 nChanged 9 SP:Iteration 3Q (17606.310000 sec): 3 clusters Score: Raw -21860.359722 + Penalty 2575.706598 = -19284.653124 nChanged 2 SP:Iteration 4Q (17606.450000 sec): 3 clusters Score: Raw -21891.295618 + Penalty 2575.706598 = -19315.589020 nChanged 0 SP:Iteration 5F (17606.610000 sec): 3 clusters Score: Raw -21891.295618 + Penalty 2575.706598 = -19315.589020 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17606.710000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17606.900000 sec): 3 clusters Score: Raw -29512.051636 + Penalty 2744.561186 = -26767.490449 nChanged 48 SP:Iteration 1F (17607.070000 sec): 3 clusters Score: Raw -29766.001828 + Penalty 2744.561186 = -27021.440642 nChanged 15 SP:Iteration 2F (17607.220000 sec): 3 clusters Score: Raw -29895.333347 + Penalty 2744.561186 = -27150.772161 nChanged 11 SP:Iteration 3Q (17607.410000 sec): 3 clusters Score: Raw -30042.096233 + Penalty 2744.561186 = -27297.535047 nChanged 5 SP:Iteration 4Q (17607.610000 sec): 3 clusters Score: Raw -30124.126882 + Penalty 2744.561186 = -27379.565696 nChanged 2 SP:Iteration 5Q (17607.790000 sec): 3 clusters Score: Raw -30185.977081 + Penalty 2744.561186 = -27441.415894 nChanged 2 SP:Iteration 6Q (17607.970000 sec): 3 clusters Score: Raw -30203.153354 + Penalty 2744.561186 = -27458.592168 nChanged 0 SP:Iteration 7F (17608.180000 sec): 3 clusters Score: Raw -30203.153354 + Penalty 2744.561186 = -27458.592168 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17608.250000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17608.440000 sec): 3 clusters Score: Raw -160207.457955 + Penalty 3453.742233 = -156753.715722 nChanged 296 SP:Iteration 1F (17608.650000 sec): 3 clusters Score: Raw -160571.814834 + Penalty 3453.742233 = -157118.072601 nChanged 76 SP:Iteration 2F (17608.810000 sec): 3 clusters Score: Raw -160676.119051 + Penalty 3453.742233 = -157222.376818 nChanged 30 SP:Iteration 3Q (17609.010000 sec): 3 clusters Score: Raw -160736.856763 + Penalty 3453.742233 = -157283.114530 nChanged 16 SP:Iteration 4Q (17609.210000 sec): 3 clusters Score: Raw -160786.739047 + Penalty 3453.742233 = -157332.996814 nChanged 18 SP:Iteration 5Q (17609.400000 sec): 3 clusters Score: Raw -160808.350792 + Penalty 3453.742233 = -157354.608559 nChanged 6 SP:Iteration 6Q (17609.560000 sec): 3 clusters Score: Raw -160814.816894 + Penalty 3453.742233 = -157361.074661 nChanged 3 SP:Iteration 7Q (17609.730000 sec): 3 clusters Score: Raw -160816.544236 + Penalty 3453.742233 = -157362.802003 nChanged 4 SP:Iteration 8Q (17609.940000 sec): 3 clusters Score: Raw -160819.807072 + Penalty 3453.742233 = -157366.064839 nChanged 2 SP:Iteration 9Q (17610.130000 sec): 3 clusters Score: Raw -160820.945825 + Penalty 3453.742233 = -157367.203592 nChanged 1 SP:Iteration 10Q (17610.290000 sec): 3 clusters Score: Raw -160821.458532 + Penalty 3453.742233 = -157367.716299 nChanged 1 SP:Iteration 11Q (17610.470000 sec): 3 clusters Score: Raw -160822.671815 + Penalty 3453.742233 = -157368.929582 nChanged 0 SP:Iteration 12F (17610.640000 sec): 3 clusters Score: Raw -160822.671815 + Penalty 3453.742233 = -157368.929582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17610.870000 sec): 2 clusters Score: Raw -3890539.721982 + Penalty 2505.999152 = -3888033.722830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17611.200000 sec): 3 clusters Score: Raw -3876155.906960 + Penalty 5011.998305 = -3871143.908655 nChanged 10894 SP:Iteration 1F (17611.510000 sec): 3 clusters Score: Raw -3882016.858764 + Penalty 5011.998305 = -3877004.860459 nChanged 1233 SP:Iteration 2F (17611.800000 sec): 3 clusters Score: Raw -3882454.673785 + Penalty 5011.998305 = -3877442.675480 nChanged 1147 SP:Iteration 3Q (17612.130000 sec): 3 clusters Score: Raw -3882941.424464 + Penalty 5011.998305 = -3877929.426159 nChanged 1186 SP:Iteration 4Q (17612.460000 sec): 3 clusters Score: Raw -3883538.256252 + Penalty 5011.998305 = -3878526.257947 nChanged 1284 SP:Iteration 5F (17612.720000 sec): 3 clusters Score: Raw -3884356.157563 + Penalty 5011.998305 = -3879344.159259 nChanged 1513 SP:Iteration 6F (17613.070000 sec): 3 clusters Score: Raw -3885421.024225 + Penalty 5011.998305 = -3880409.025920 nChanged 1601 SP:Iteration 7F (17613.350000 sec): 3 clusters Score: Raw -3886635.485445 + Penalty 5011.998305 = -3881623.487141 nChanged 1593 SP:Iteration 8F (17613.680000 sec): 3 clusters Score: Raw -3887976.352644 + Penalty 5011.998305 = -3882964.354340 nChanged 1392 SP:Iteration 9F (17614.010000 sec): 3 clusters Score: Raw -3889048.829703 + Penalty 5011.998305 = -3884036.831398 nChanged 1015 SP:Iteration 10Q (17614.300000 sec): 3 clusters Score: Raw -3889699.928179 + Penalty 5011.998305 = -3884687.929875 nChanged 698 SP:Iteration 11Q (17614.590000 sec): 3 clusters Score: Raw -3890120.491554 + Penalty 5011.998305 = -3885108.493250 nChanged 526 SP:Iteration 12Q (17614.940000 sec): 3 clusters Score: Raw -3890458.520631 + Penalty 5011.998305 = -3885446.522326 nChanged 430 SP:Iteration 13Q (17615.270000 sec): 3 clusters Score: Raw -3890701.717819 + Penalty 5011.998305 = -3885689.719514 nChanged 315 SP:Iteration 14Q (17615.540000 sec): 3 clusters Score: Raw -3890850.504193 + Penalty 5011.998305 = -3885838.505889 nChanged 243 SP:Iteration 15Q (17615.860000 sec): 3 clusters Score: Raw -3890922.312056 + Penalty 5011.998305 = -3885910.313751 nChanged 165 SP:Iteration 16Q (17616.150000 sec): 3 clusters Score: Raw -3890966.189129 + Penalty 5011.998305 = -3885954.190825 nChanged 136 SP:Iteration 17Q (17616.430000 sec): 3 clusters Score: Raw -3890997.725564 + Penalty 5011.998305 = -3885985.727259 nChanged 124 SP:Iteration 18Q (17616.770000 sec): 3 clusters Score: Raw -3891025.134393 + Penalty 5011.998305 = -3886013.136088 nChanged 100 SP:Iteration 19Q (17617.070000 sec): 3 clusters Score: Raw -3891043.194582 + Penalty 5011.998305 = -3886031.196277 nChanged 88 SP:Iteration 20F (17617.380000 sec): 3 clusters Score: Raw -3891056.742097 + Penalty 5011.998305 = -3886044.743793 nChanged 62 SP:Iteration 21Q (17617.710000 sec): 3 clusters Score: Raw -3891065.196314 + Penalty 5011.998305 = -3886053.198010 nChanged 54 SP:Iteration 22Q (17618.000000 sec): 3 clusters Score: Raw -3891072.587670 + Penalty 5011.998305 = -3886060.589365 nChanged 49 SP:Iteration 23Q (17618.350000 sec): 3 clusters Score: Raw -3891077.761749 + Penalty 5011.998305 = -3886065.763445 nChanged 30 SP:Iteration 24Q (17618.610000 sec): 3 clusters Score: Raw -3891080.314858 + Penalty 5011.998305 = -3886068.316554 nChanged 25 SP:Iteration 25Q (17618.930000 sec): 3 clusters Score: Raw -3891083.011041 + Penalty 5011.998305 = -3886071.012736 nChanged 32 SP:Iteration 26Q (17619.230000 sec): 3 clusters Score: Raw -3891086.684415 + Penalty 5011.998305 = -3886074.686110 nChanged 30 SP:Iteration 27Q (17619.530000 sec): 3 clusters Score: Raw -3891089.946112 + Penalty 5011.998305 = -3886077.947807 nChanged 28 SP:Iteration 28Q (17619.820000 sec): 3 clusters Score: Raw -3891092.793527 + Penalty 5011.998305 = -3886080.795223 nChanged 23 SP:Iteration 29Q (17620.170000 sec): 3 clusters Score: Raw -3891095.480034 + Penalty 5011.998305 = -3886083.481729 nChanged 17 SP:Iteration 30Q (17620.450000 sec): 3 clusters Score: Raw -3891096.640387 + Penalty 5011.998305 = -3886084.642083 nChanged 12 SP:Iteration 31Q (17620.760000 sec): 3 clusters Score: Raw -3891098.098507 + Penalty 5011.998305 = -3886086.100202 nChanged 21 SP:Iteration 32Q (17621.060000 sec): 3 clusters Score: Raw -3891100.408817 + Penalty 5011.998305 = -3886088.410512 nChanged 16 SP:Iteration 33Q (17621.350000 sec): 3 clusters Score: Raw -3891101.724296 + Penalty 5011.998305 = -3886089.725991 nChanged 17 SP:Iteration 34Q (17621.660000 sec): 3 clusters Score: Raw -3891103.734948 + Penalty 5011.998305 = -3886091.736643 nChanged 20 SP:Iteration 35Q (17621.970000 sec): 3 clusters Score: Raw -3891106.090796 + Penalty 5011.998305 = -3886094.092491 nChanged 14 SP:Iteration 36Q (17622.260000 sec): 3 clusters Score: Raw -3891107.250513 + Penalty 5011.998305 = -3886095.252209 nChanged 11 SP:Iteration 37Q (17622.550000 sec): 3 clusters Score: Raw -3891108.131900 + Penalty 5011.998305 = -3886096.133596 nChanged 9 SP:Iteration 38Q (17622.830000 sec): 3 clusters Score: Raw -3891108.947487 + Penalty 5011.998305 = -3886096.949182 nChanged 6 SP:Iteration 39Q (17623.130000 sec): 3 clusters Score: Raw -3891109.498500 + Penalty 5011.998305 = -3886097.500196 nChanged 2 SP:Iteration 40F (17623.430000 sec): 3 clusters Score: Raw -3891109.587033 + Penalty 5011.998305 = -3886097.588729 nChanged 1 SP:Iteration 41Q (17623.670000 sec): 3 clusters Score: Raw -3891109.655799 + Penalty 5011.998305 = -3886097.657494 nChanged 1 SP:Iteration 42Q (17624.010000 sec): 3 clusters Score: Raw -3891109.707287 + Penalty 5011.998305 = -3886097.708983 nChanged 0 SP:Iteration 43F (17624.300000 sec): 3 clusters Score: Raw -3891109.707287 + Penalty 5011.998305 = -3886097.708983 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17624.410000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17624.580000 sec): 3 clusters Score: Raw -71883.747709 + Penalty 3004.164871 = -68879.582838 nChanged 67 SP:Iteration 1F (17624.770000 sec): 3 clusters Score: Raw -72041.786918 + Penalty 3004.164871 = -69037.622048 nChanged 23 SP:Iteration 2F (17624.970000 sec): 3 clusters Score: Raw -72094.817901 + Penalty 3004.164871 = -69090.653030 nChanged 9 SP:Iteration 3Q (17625.150000 sec): 3 clusters Score: Raw -72114.458590 + Penalty 3004.164871 = -69110.293719 nChanged 6 SP:Iteration 4Q (17625.310000 sec): 3 clusters Score: Raw -72132.424397 + Penalty 3004.164871 = -69128.259527 nChanged 6 SP:Iteration 5Q (17625.470000 sec): 3 clusters Score: Raw -72148.857104 + Penalty 3004.164871 = -69144.692233 nChanged 6 SP:Iteration 6Q (17625.670000 sec): 3 clusters Score: Raw -72168.764434 + Penalty 3004.164871 = -69164.599564 nChanged 5 SP:Iteration 7Q (17625.870000 sec): 3 clusters Score: Raw -72186.427295 + Penalty 3004.164871 = -69182.262425 nChanged 1 SP:Iteration 8Q (17626.060000 sec): 3 clusters Score: Raw -72188.244646 + Penalty 3004.164871 = -69184.079776 nChanged 2 SP:Iteration 9Q (17626.240000 sec): 3 clusters Score: Raw -72190.322651 + Penalty 3004.164871 = -69186.157780 nChanged 1 SP:Iteration 10Q (17626.430000 sec): 3 clusters Score: Raw -72191.868279 + Penalty 3004.164871 = -69187.703409 nChanged 1 SP:Iteration 11Q (17626.590000 sec): 3 clusters Score: Raw -72194.949349 + Penalty 3004.164871 = -69190.784479 nChanged 1 SP:Iteration 12Q (17626.790000 sec): 3 clusters Score: Raw -72196.547210 + Penalty 3004.164871 = -69192.382339 nChanged 0 SP:Iteration 13F (17626.930000 sec): 3 clusters Score: Raw -72196.547210 + Penalty 3004.164871 = -69192.382339 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17627.140000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17627.410000 sec): 3 clusters Score: Raw -2666149.059547 + Penalty 4830.235008 = -2661318.824539 nChanged 7336 SP:Iteration 1F (17627.720000 sec): 3 clusters Score: Raw -2670119.401683 + Penalty 4830.235008 = -2665289.166675 nChanged 959 SP:Iteration 2F (17628.010000 sec): 3 clusters Score: Raw -2670499.250118 + Penalty 4830.235008 = -2665669.015110 nChanged 759 SP:Iteration 3Q (17628.280000 sec): 3 clusters Score: Raw -2670764.214293 + Penalty 4830.235008 = -2665933.979285 nChanged 652 SP:Iteration 4Q (17628.580000 sec): 3 clusters Score: Raw -2670981.230844 + Penalty 4830.235008 = -2666150.995836 nChanged 595 SP:Iteration 5Q (17628.910000 sec): 3 clusters Score: Raw -2671190.434327 + Penalty 4830.235008 = -2666360.199319 nChanged 578 SP:Iteration 6Q (17629.180000 sec): 3 clusters Score: Raw -2671410.319537 + Penalty 4830.235008 = -2666580.084528 nChanged 607 SP:Iteration 7Q (17629.470000 sec): 3 clusters Score: Raw -2671673.612621 + Penalty 4830.235008 = -2666843.377613 nChanged 699 SP:Iteration 8Q (17629.760000 sec): 3 clusters Score: Raw -2672018.060411 + Penalty 4830.235008 = -2667187.825402 nChanged 791 SP:Iteration 9Q (17630.060000 sec): 3 clusters Score: Raw -2672481.087204 + Penalty 4830.235008 = -2667650.852196 nChanged 858 SP:Iteration 10F (17630.310000 sec): 3 clusters Score: Raw -2673023.967729 + Penalty 4830.235008 = -2668193.732721 nChanged 881 SP:Iteration 11F (17630.660000 sec): 3 clusters Score: Raw -2673659.225962 + Penalty 4830.235008 = -2668828.990954 nChanged 836 SP:Iteration 12Q (17630.970000 sec): 3 clusters Score: Raw -2674298.906721 + Penalty 4830.235008 = -2669468.671713 nChanged 682 SP:Iteration 13Q (17631.240000 sec): 3 clusters Score: Raw -2674847.773848 + Penalty 4830.235008 = -2670017.538840 nChanged 482 SP:Iteration 14Q (17631.550000 sec): 3 clusters Score: Raw -2675245.573917 + Penalty 4830.235008 = -2670415.338909 nChanged 311 SP:Iteration 15Q (17631.820000 sec): 3 clusters Score: Raw -2675490.132245 + Penalty 4830.235008 = -2670659.897236 nChanged 191 SP:Iteration 16Q (17632.110000 sec): 3 clusters Score: Raw -2675659.913833 + Penalty 4830.235008 = -2670829.678825 nChanged 129 SP:Iteration 17Q (17632.350000 sec): 3 clusters Score: Raw -2675771.084592 + Penalty 4830.235008 = -2670940.849584 nChanged 61 SP:Iteration 18Q (17632.590000 sec): 3 clusters Score: Raw -2675834.382429 + Penalty 4830.235008 = -2671004.147421 nChanged 44 SP:Iteration 19Q (17632.840000 sec): 3 clusters Score: Raw -2675878.666682 + Penalty 4830.235008 = -2671048.431673 nChanged 29 SP:Iteration 20F (17633.090000 sec): 3 clusters Score: Raw -2675906.541404 + Penalty 4830.235008 = -2671076.306396 nChanged 26 SP:Iteration 21Q (17633.350000 sec): 3 clusters Score: Raw -2675941.233455 + Penalty 4830.235008 = -2671110.998447 nChanged 16 SP:Iteration 22Q (17633.630000 sec): 3 clusters Score: Raw -2675962.734567 + Penalty 4830.235008 = -2671132.499559 nChanged 14 SP:Iteration 23Q (17633.920000 sec): 3 clusters Score: Raw -2675974.631516 + Penalty 4830.235008 = -2671144.396508 nChanged 8 SP:Iteration 24Q (17634.150000 sec): 3 clusters Score: Raw -2675983.970720 + Penalty 4830.235008 = -2671153.735711 nChanged 7 SP:Iteration 25Q (17634.400000 sec): 3 clusters Score: Raw -2675990.645510 + Penalty 4830.235008 = -2671160.410502 nChanged 2 SP:Iteration 26Q (17634.700000 sec): 3 clusters Score: Raw -2675992.970730 + Penalty 4830.235008 = -2671162.735722 nChanged 3 SP:Iteration 27Q (17634.910000 sec): 3 clusters Score: Raw -2675995.893494 + Penalty 4830.235008 = -2671165.658486 nChanged 4 SP:Iteration 28Q (17635.230000 sec): 3 clusters Score: Raw -2675999.596647 + Penalty 4830.235008 = -2671169.361639 nChanged 0 SP:Iteration 29F (17635.480000 sec): 3 clusters Score: Raw -2675999.596647 + Penalty 4830.235008 = -2671169.361639 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17636.000000 sec): 2 clusters Score: Raw -12684684.558975 + Penalty 2797.573754 = -12681886.985221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17636.610000 sec): 3 clusters Score: Raw -12634360.857286 + Penalty 5595.147509 = -12628765.709777 nChanged 37370 SP:Iteration 1F (17637.250000 sec): 3 clusters Score: Raw -12655357.323320 + Penalty 5595.147509 = -12649762.175811 nChanged 2909 SP:Iteration 2Q (17637.970000 sec): 3 clusters Score: Raw -12656205.931479 + Penalty 5595.147509 = -12650610.783970 nChanged 3356 SP:Iteration 3Q (17638.570000 sec): 3 clusters Score: Raw -12657500.785442 + Penalty 5595.147509 = -12651905.637933 nChanged 4344 SP:Iteration 4F (17639.160000 sec): 3 clusters Score: Raw -12659723.610364 + Penalty 5595.147509 = -12654128.462856 nChanged 5734 SP:Iteration 5F (17639.760000 sec): 3 clusters Score: Raw -12663684.143538 + Penalty 5595.147509 = -12658088.996029 nChanged 7022 SP:Iteration 6F (17640.340000 sec): 3 clusters Score: Raw -12669741.935081 + Penalty 5595.147509 = -12664146.787573 nChanged 6904 SP:Iteration 7F (17640.920000 sec): 3 clusters Score: Raw -12676471.649655 + Penalty 5595.147509 = -12670876.502146 nChanged 4876 SP:Iteration 8F (17641.520000 sec): 3 clusters Score: Raw -12681285.710531 + Penalty 5595.147509 = -12675690.563022 nChanged 2448 SP:Iteration 9Q (17642.110000 sec): 3 clusters Score: Raw -12683560.963477 + Penalty 5595.147509 = -12677965.815968 nChanged 953 SP:Iteration 10Q (17642.620000 sec): 3 clusters Score: Raw -12684411.245551 + Penalty 5595.147509 = -12678816.098042 nChanged 334 SP:Iteration 11Q (17643.070000 sec): 3 clusters Score: Raw -12684713.255126 + Penalty 5595.147509 = -12679118.107617 nChanged 118 SP:Iteration 12Q (17643.620000 sec): 3 clusters Score: Raw -12684842.967865 + Penalty 5595.147509 = -12679247.820356 nChanged 63 SP:Iteration 13Q (17644.180000 sec): 3 clusters Score: Raw -12684925.556900 + Penalty 5595.147509 = -12679330.409391 nChanged 29 SP:Iteration 14Q (17644.730000 sec): 3 clusters Score: Raw -12684961.741693 + Penalty 5595.147509 = -12679366.594184 nChanged 20 SP:Iteration 15Q (17645.250000 sec): 3 clusters Score: Raw -12684990.016293 + Penalty 5595.147509 = -12679394.868784 nChanged 8 SP:Iteration 16Q (17645.730000 sec): 3 clusters Score: Raw -12685004.284178 + Penalty 5595.147509 = -12679409.136669 nChanged 9 SP:Iteration 17Q (17646.240000 sec): 3 clusters Score: Raw -12685017.511693 + Penalty 5595.147509 = -12679422.364184 nChanged 6 SP:Iteration 18Q (17646.720000 sec): 3 clusters Score: Raw -12685023.741458 + Penalty 5595.147509 = -12679428.593949 nChanged 2 SP:Iteration 19Q (17647.230000 sec): 3 clusters Score: Raw -12685025.077443 + Penalty 5595.147509 = -12679429.929934 nChanged 1 SP:Iteration 20F (17647.820000 sec): 3 clusters Score: Raw -12685025.757387 + Penalty 5595.147509 = -12679430.609878 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17648.110000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17648.480000 sec): 3 clusters Score: Raw -5030393.600536 + Penalty 5150.693168 = -5025242.907368 nChanged 14678 SP:Iteration 1F (17648.800000 sec): 3 clusters Score: Raw -5038532.019136 + Penalty 5150.693168 = -5033381.325969 nChanged 1562 SP:Iteration 2Q (17649.140000 sec): 3 clusters Score: Raw -5039185.290357 + Penalty 5150.693168 = -5034034.597189 nChanged 1686 SP:Iteration 3F (17649.500000 sec): 3 clusters Score: Raw -5039991.735774 + Penalty 5150.693168 = -5034841.042606 nChanged 1855 SP:Iteration 4F (17649.870000 sec): 3 clusters Score: Raw -5040968.974970 + Penalty 5150.693168 = -5035818.281803 nChanged 2000 SP:Iteration 5F (17650.190000 sec): 3 clusters Score: Raw -5042111.458865 + Penalty 5150.693168 = -5036960.765698 nChanged 2058 SP:Iteration 6F (17650.540000 sec): 3 clusters Score: Raw -5043368.987158 + Penalty 5150.693168 = -5038218.293990 nChanged 2022 SP:Iteration 7F (17650.890000 sec): 3 clusters Score: Raw -5044711.383834 + Penalty 5150.693168 = -5039560.690667 nChanged 1769 SP:Iteration 8F (17651.230000 sec): 3 clusters Score: Raw -5045954.620597 + Penalty 5150.693168 = -5040803.927429 nChanged 1381 SP:Iteration 9Q (17651.580000 sec): 3 clusters Score: Raw -5046851.869991 + Penalty 5150.693168 = -5041701.176823 nChanged 997 SP:Iteration 10Q (17651.950000 sec): 3 clusters Score: Raw -5047410.974938 + Penalty 5150.693168 = -5042260.281770 nChanged 767 SP:Iteration 11Q (17652.300000 sec): 3 clusters Score: Raw -5047799.214148 + Penalty 5150.693168 = -5042648.520981 nChanged 623 SP:Iteration 12Q (17652.610000 sec): 3 clusters Score: Raw -5048108.523953 + Penalty 5150.693168 = -5042957.830786 nChanged 552 SP:Iteration 13Q (17652.950000 sec): 3 clusters Score: Raw -5048443.671208 + Penalty 5150.693168 = -5043292.978040 nChanged 561 SP:Iteration 14Q (17653.280000 sec): 3 clusters Score: Raw -5048889.157679 + Penalty 5150.693168 = -5043738.464511 nChanged 550 SP:Iteration 15Q (17653.590000 sec): 3 clusters Score: Raw -5049387.072533 + Penalty 5150.693168 = -5044236.379366 nChanged 492 SP:Iteration 16Q (17653.950000 sec): 3 clusters Score: Raw -5049828.775285 + Penalty 5150.693168 = -5044678.082117 nChanged 383 SP:Iteration 17Q (17654.240000 sec): 3 clusters Score: Raw -5050091.843314 + Penalty 5150.693168 = -5044941.150147 nChanged 320 SP:Iteration 18Q (17654.520000 sec): 3 clusters Score: Raw -5050274.232776 + Penalty 5150.693168 = -5045123.539608 nChanged 265 SP:Iteration 19Q (17654.840000 sec): 3 clusters Score: Raw -5050405.765167 + Penalty 5150.693168 = -5045255.071999 nChanged 218 SP:Iteration 20F (17655.200000 sec): 3 clusters Score: Raw -5050502.368423 + Penalty 5150.693168 = -5045351.675255 nChanged 186 SP:Iteration 21Q (17655.510000 sec): 3 clusters Score: Raw -5050575.457575 + Penalty 5150.693168 = -5045424.764407 nChanged 160 SP:Iteration 22Q (17655.800000 sec): 3 clusters Score: Raw -5050627.005315 + Penalty 5150.693168 = -5045476.312147 nChanged 131 SP:Iteration 23Q (17656.150000 sec): 3 clusters Score: Raw -5050670.756641 + Penalty 5150.693168 = -5045520.063473 nChanged 103 SP:Iteration 24Q (17656.450000 sec): 3 clusters Score: Raw -5050702.828438 + Penalty 5150.693168 = -5045552.135271 nChanged 76 SP:Iteration 25Q (17656.730000 sec): 3 clusters Score: Raw -5050722.640000 + Penalty 5150.693168 = -5045571.946832 nChanged 62 SP:Iteration 26Q (17657.050000 sec): 3 clusters Score: Raw -5050737.185615 + Penalty 5150.693168 = -5045586.492448 nChanged 51 SP:Iteration 27Q (17657.320000 sec): 3 clusters Score: Raw -5050749.339606 + Penalty 5150.693168 = -5045598.646438 nChanged 44 SP:Iteration 28Q (17657.650000 sec): 3 clusters Score: Raw -5050761.137561 + Penalty 5150.693168 = -5045610.444394 nChanged 65 SP:Iteration 29Q (17657.980000 sec): 3 clusters Score: Raw -5050777.376442 + Penalty 5150.693168 = -5045626.683274 nChanged 48 SP:Iteration 30Q (17658.290000 sec): 3 clusters Score: Raw -5050789.481701 + Penalty 5150.693168 = -5045638.788533 nChanged 46 SP:Iteration 31Q (17658.590000 sec): 3 clusters Score: Raw -5050798.219379 + Penalty 5150.693168 = -5045647.526212 nChanged 41 SP:Iteration 32Q (17658.890000 sec): 3 clusters Score: Raw -5050806.836666 + Penalty 5150.693168 = -5045656.143498 nChanged 38 SP:Iteration 33Q (17659.210000 sec): 3 clusters Score: Raw -5050814.681117 + Penalty 5150.693168 = -5045663.987949 nChanged 30 SP:Iteration 34Q (17659.530000 sec): 3 clusters Score: Raw -5050821.311021 + Penalty 5150.693168 = -5045670.617853 nChanged 24 SP:Iteration 35Q (17659.850000 sec): 3 clusters Score: Raw -5050827.042453 + Penalty 5150.693168 = -5045676.349285 nChanged 28 SP:Iteration 36Q (17660.150000 sec): 3 clusters Score: Raw -5050833.205355 + Penalty 5150.693168 = -5045682.512188 nChanged 20 SP:Iteration 37Q (17660.490000 sec): 3 clusters Score: Raw -5050837.289786 + Penalty 5150.693168 = -5045686.596618 nChanged 20 SP:Iteration 38Q (17660.810000 sec): 3 clusters Score: Raw -5050841.032716 + Penalty 5150.693168 = -5045690.339548 nChanged 21 SP:Iteration 39Q (17661.130000 sec): 3 clusters Score: Raw -5050844.213449 + Penalty 5150.693168 = -5045693.520281 nChanged 11 SP:Iteration 40F (17661.500000 sec): 3 clusters Score: Raw -5050845.805752 + Penalty 5150.693168 = -5045695.112585 nChanged 11 SP:Iteration 41Q (17661.810000 sec): 3 clusters Score: Raw -5050847.960678 + Penalty 5150.693168 = -5045697.267510 nChanged 11 SP:Iteration 42Q (17662.140000 sec): 3 clusters Score: Raw -5050850.457221 + Penalty 5150.693168 = -5045699.764054 nChanged 14 SP:Iteration 43Q (17662.480000 sec): 3 clusters Score: Raw -5050853.259212 + Penalty 5150.693168 = -5045702.566044 nChanged 9 SP:Iteration 44Q (17662.800000 sec): 3 clusters Score: Raw -5050854.814972 + Penalty 5150.693168 = -5045704.121804 nChanged 5 SP:Iteration 45Q (17663.180000 sec): 3 clusters Score: Raw -5050856.174144 + Penalty 5150.693168 = -5045705.480977 nChanged 9 SP:Iteration 46Q (17663.480000 sec): 3 clusters Score: Raw -5050857.493236 + Penalty 5150.693168 = -5045706.800069 nChanged 7 SP:Iteration 47Q (17663.840000 sec): 3 clusters Score: Raw -5050858.835282 + Penalty 5150.693168 = -5045708.142115 nChanged 9 SP:Iteration 48Q (17664.150000 sec): 3 clusters Score: Raw -5050860.434457 + Penalty 5150.693168 = -5045709.741289 nChanged 6 SP:Iteration 49Q (17664.500000 sec): 3 clusters Score: Raw -5050861.470943 + Penalty 5150.693168 = -5045710.777776 nChanged 5 SP:Iteration 50Q (17664.830000 sec): 3 clusters Score: Raw -5050862.160755 + Penalty 5150.693168 = -5045711.467588 nChanged 4 SP:Iteration 51Q (17665.170000 sec): 3 clusters Score: Raw -5050862.686741 + Penalty 5150.693168 = -5045711.993574 nChanged 3 SP:Iteration 52Q (17665.510000 sec): 3 clusters Score: Raw -5050862.979859 + Penalty 5150.693168 = -5045712.286691 nChanged 3 SP:Iteration 53Q (17665.860000 sec): 3 clusters Score: Raw -5050863.289810 + Penalty 5150.693168 = -5045712.596642 nChanged 1 SP:Iteration 54Q (17666.190000 sec): 3 clusters Score: Raw -5050863.409997 + Penalty 5150.693168 = -5045712.716829 nChanged 1 SP:Iteration 55Q (17666.500000 sec): 3 clusters Score: Raw -5050863.563348 + Penalty 5150.693168 = -5045712.870180 nChanged 1 SP:Iteration 56Q (17666.830000 sec): 3 clusters Score: Raw -5050863.687614 + Penalty 5150.693168 = -5045712.994447 nChanged 2 SP:Iteration 57Q (17667.220000 sec): 3 clusters Score: Raw -5050864.016789 + Penalty 5150.693168 = -5045713.323622 nChanged 2 SP:Iteration 58Q (17667.580000 sec): 3 clusters Score: Raw -5050864.188169 + Penalty 5150.693168 = -5045713.495001 nChanged 1 SP:Iteration 59Q (17667.910000 sec): 3 clusters Score: Raw -5050864.296677 + Penalty 5150.693168 = -5045713.603509 nChanged 0 SP:Iteration 60F (17668.270000 sec): 3 clusters Score: Raw -5050864.296677 + Penalty 5150.693168 = -5045713.603509 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17668.370000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17668.620000 sec): 3 clusters Score: Raw -1115154.221911 + Penalty 4396.704070 = -1110757.517840 nChanged 2851 SP:Iteration 1F (17668.800000 sec): 3 clusters Score: Raw -1116717.564637 + Penalty 4396.704070 = -1112320.860567 nChanged 535 SP:Iteration 2F (17668.980000 sec): 3 clusters Score: Raw -1117056.381678 + Penalty 4396.704070 = -1112659.677607 nChanged 416 SP:Iteration 3F (17669.190000 sec): 3 clusters Score: Raw -1117356.065923 + Penalty 4396.704070 = -1112959.361852 nChanged 392 SP:Iteration 4F (17669.410000 sec): 3 clusters Score: Raw -1117643.500683 + Penalty 4396.704070 = -1113246.796613 nChanged 411 SP:Iteration 5F (17669.590000 sec): 3 clusters Score: Raw -1117892.063878 + Penalty 4396.704070 = -1113495.359808 nChanged 347 SP:Iteration 6Q (17669.810000 sec): 3 clusters Score: Raw -1118118.459326 + Penalty 4396.704070 = -1113721.755255 nChanged 328 SP:Iteration 7Q (17670.080000 sec): 3 clusters Score: Raw -1118328.468565 + Penalty 4396.704070 = -1113931.764495 nChanged 284 SP:Iteration 8Q (17670.280000 sec): 3 clusters Score: Raw -1118512.049263 + Penalty 4396.704070 = -1114115.345193 nChanged 262 SP:Iteration 9Q (17670.500000 sec): 3 clusters Score: Raw -1118693.635745 + Penalty 4396.704070 = -1114296.931675 nChanged 247 SP:Iteration 10Q (17670.750000 sec): 3 clusters Score: Raw -1118861.307918 + Penalty 4396.704070 = -1114464.603848 nChanged 185 SP:Iteration 11Q (17670.950000 sec): 3 clusters Score: Raw -1118979.415075 + Penalty 4396.704070 = -1114582.711005 nChanged 153 SP:Iteration 12Q (17671.180000 sec): 3 clusters Score: Raw -1119084.617515 + Penalty 4396.704070 = -1114687.913445 nChanged 108 SP:Iteration 13Q (17671.400000 sec): 3 clusters Score: Raw -1119163.641396 + Penalty 4396.704070 = -1114766.937325 nChanged 91 SP:Iteration 14Q (17671.610000 sec): 3 clusters Score: Raw -1119230.060774 + Penalty 4396.704070 = -1114833.356703 nChanged 66 SP:Iteration 15Q (17671.860000 sec): 3 clusters Score: Raw -1119287.738950 + Penalty 4396.704070 = -1114891.034880 nChanged 61 SP:Iteration 16Q (17672.060000 sec): 3 clusters Score: Raw -1119338.726538 + Penalty 4396.704070 = -1114942.022467 nChanged 57 SP:Iteration 17Q (17672.260000 sec): 3 clusters Score: Raw -1119386.028348 + Penalty 4396.704070 = -1114989.324278 nChanged 41 SP:Iteration 18Q (17672.470000 sec): 3 clusters Score: Raw -1119417.730061 + Penalty 4396.704070 = -1115021.025991 nChanged 36 SP:Iteration 19Q (17672.690000 sec): 3 clusters Score: Raw -1119456.140252 + Penalty 4396.704070 = -1115059.436182 nChanged 36 SP:Iteration 20F (17672.890000 sec): 3 clusters Score: Raw -1119492.434859 + Penalty 4396.704070 = -1115095.730789 nChanged 37 SP:Iteration 21Q (17673.110000 sec): 3 clusters Score: Raw -1119524.710792 + Penalty 4396.704070 = -1115128.006722 nChanged 28 SP:Iteration 22Q (17673.340000 sec): 3 clusters Score: Raw -1119549.859090 + Penalty 4396.704070 = -1115153.155020 nChanged 24 SP:Iteration 23Q (17673.540000 sec): 3 clusters Score: Raw -1119565.628868 + Penalty 4396.704070 = -1115168.924798 nChanged 11 SP:Iteration 24Q (17673.720000 sec): 3 clusters Score: Raw -1119575.120087 + Penalty 4396.704070 = -1115178.416016 nChanged 8 SP:Iteration 25Q (17673.950000 sec): 3 clusters Score: Raw -1119582.777268 + Penalty 4396.704070 = -1115186.073198 nChanged 8 SP:Iteration 26Q (17674.120000 sec): 3 clusters Score: Raw -1119588.245680 + Penalty 4396.704070 = -1115191.541609 nChanged 7 SP:Iteration 27Q (17674.340000 sec): 3 clusters Score: Raw -1119592.276480 + Penalty 4396.704070 = -1115195.572410 nChanged 5 SP:Iteration 28Q (17674.520000 sec): 3 clusters Score: Raw -1119595.722502 + Penalty 4396.704070 = -1115199.018432 nChanged 4 SP:Iteration 29Q (17674.730000 sec): 3 clusters Score: Raw -1119597.616123 + Penalty 4396.704070 = -1115200.912052 nChanged 5 SP:Iteration 30Q (17674.910000 sec): 3 clusters Score: Raw -1119601.352751 + Penalty 4396.704070 = -1115204.648681 nChanged 3 SP:Iteration 31Q (17675.100000 sec): 3 clusters Score: Raw -1119603.668548 + Penalty 4396.704070 = -1115206.964478 nChanged 4 SP:Iteration 32Q (17675.360000 sec): 3 clusters Score: Raw -1119604.794206 + Penalty 4396.704070 = -1115208.090135 nChanged 3 SP:Iteration 33Q (17675.580000 sec): 3 clusters Score: Raw -1119606.724336 + Penalty 4396.704070 = -1115210.020265 nChanged 2 SP:Iteration 34Q (17675.780000 sec): 3 clusters Score: Raw -1119607.626313 + Penalty 4396.704070 = -1115210.922242 nChanged 1 SP:Iteration 35Q (17675.960000 sec): 3 clusters Score: Raw -1119608.350753 + Penalty 4396.704070 = -1115211.646683 nChanged 2 SP:Iteration 36Q (17676.140000 sec): 3 clusters Score: Raw -1119610.665883 + Penalty 4396.704070 = -1115213.961812 nChanged 5 SP:Iteration 37Q (17676.310000 sec): 3 clusters Score: Raw -1119613.591900 + Penalty 4396.704070 = -1115216.887829 nChanged 2 SP:Iteration 38Q (17676.520000 sec): 3 clusters Score: Raw -1119615.905268 + Penalty 4396.704070 = -1115219.201197 nChanged 4 SP:Iteration 39Q (17676.720000 sec): 3 clusters Score: Raw -1119617.070183 + Penalty 4396.704070 = -1115220.366112 nChanged 3 SP:Iteration 40F (17676.980000 sec): 3 clusters Score: Raw -1119618.485474 + Penalty 4396.704070 = -1115221.781404 nChanged 3 SP:Iteration 41Q (17677.160000 sec): 3 clusters Score: Raw -1119620.212890 + Penalty 4396.704070 = -1115223.508819 nChanged 1 SP:Iteration 42Q (17677.360000 sec): 3 clusters Score: Raw -1119620.630747 + Penalty 4396.704070 = -1115223.926677 nChanged 1 SP:Iteration 43Q (17677.640000 sec): 3 clusters Score: Raw -1119621.475521 + Penalty 4396.704070 = -1115224.771451 nChanged 2 SP:Iteration 44Q (17677.850000 sec): 3 clusters Score: Raw -1119622.061683 + Penalty 4396.704070 = -1115225.357613 nChanged 2 SP:Iteration 45Q (17678.090000 sec): 3 clusters Score: Raw -1119623.288917 + Penalty 4396.704070 = -1115226.584847 nChanged 4 SP:Iteration 46Q (17678.290000 sec): 3 clusters Score: Raw -1119627.276170 + Penalty 4396.704070 = -1115230.572100 nChanged 5 SP:Iteration 47Q (17678.530000 sec): 3 clusters Score: Raw -1119631.523948 + Penalty 4396.704070 = -1115234.819878 nChanged 6 SP:Iteration 48Q (17678.730000 sec): 3 clusters Score: Raw -1119634.712490 + Penalty 4396.704070 = -1115238.008420 nChanged 3 SP:Iteration 49Q (17678.910000 sec): 3 clusters Score: Raw -1119636.788001 + Penalty 4396.704070 = -1115240.083931 nChanged 4 SP:Iteration 50Q (17679.150000 sec): 3 clusters Score: Raw -1119638.734393 + Penalty 4396.704070 = -1115242.030322 nChanged 0 SP:Iteration 51F (17679.350000 sec): 3 clusters Score: Raw -1119638.734393 + Penalty 4396.704070 = -1115242.030322 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17679.450000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17679.660000 sec): 3 clusters Score: Raw -64962.788492 + Penalty 3077.460650 = -61885.327842 nChanged 116 SP:Iteration 1F (17679.850000 sec): 3 clusters Score: Raw -65194.699398 + Penalty 3077.460650 = -62117.238747 nChanged 39 SP:Iteration 2F (17680.010000 sec): 3 clusters Score: Raw -65320.002416 + Penalty 3077.460650 = -62242.541766 nChanged 29 SP:Iteration 3F (17680.170000 sec): 3 clusters Score: Raw -65440.638567 + Penalty 3077.460650 = -62363.177916 nChanged 36 SP:Iteration 4F (17680.390000 sec): 3 clusters Score: Raw -65621.934286 + Penalty 3077.460650 = -62544.473636 nChanged 25 SP:Iteration 5F (17680.540000 sec): 3 clusters Score: Raw -65757.409576 + Penalty 3077.460650 = -62679.948926 nChanged 11 SP:Iteration 6Q (17680.690000 sec): 3 clusters Score: Raw -65782.521220 + Penalty 3077.460650 = -62705.060569 nChanged 4 SP:Iteration 7Q (17680.890000 sec): 3 clusters Score: Raw -65792.649292 + Penalty 3077.460650 = -62715.188642 nChanged 4 SP:Iteration 8Q (17681.040000 sec): 3 clusters Score: Raw -65805.216981 + Penalty 3077.460650 = -62727.756331 nChanged 2 SP:Iteration 9Q (17681.210000 sec): 3 clusters Score: Raw -65807.821729 + Penalty 3077.460650 = -62730.361079 nChanged 1 SP:Iteration 10Q (17681.410000 sec): 3 clusters Score: Raw -65808.589718 + Penalty 3077.460650 = -62731.129067 nChanged 2 SP:Iteration 11Q (17681.550000 sec): 3 clusters Score: Raw -65811.167631 + Penalty 3077.460650 = -62733.706981 nChanged 2 SP:Iteration 12Q (17681.690000 sec): 3 clusters Score: Raw -65814.071995 + Penalty 3077.460650 = -62736.611344 nChanged 1 SP:Iteration 13Q (17681.890000 sec): 3 clusters Score: Raw -65814.478216 + Penalty 3077.460650 = -62737.017566 nChanged 2 SP:Iteration 14Q (17682.030000 sec): 3 clusters Score: Raw -65817.329932 + Penalty 3077.460650 = -62739.869282 nChanged 1 SP:Iteration 15Q (17682.170000 sec): 3 clusters Score: Raw -65818.125155 + Penalty 3077.460650 = -62740.664505 nChanged 0 SP:Iteration 16F (17682.360000 sec): 3 clusters Score: Raw -65818.125155 + Penalty 3077.460650 = -62740.664505 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17682.460000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17682.650000 sec): 3 clusters Score: Raw -61539.078969 + Penalty 2968.032395 = -58571.046574 nChanged 61 SP:Iteration 1F (17682.810000 sec): 3 clusters Score: Raw -61670.124602 + Penalty 2968.032395 = -58702.092207 nChanged 18 SP:Iteration 2Q (17683.010000 sec): 3 clusters Score: Raw -61706.765172 + Penalty 2968.032395 = -58738.732777 nChanged 7 SP:Iteration 3Q (17683.210000 sec): 3 clusters Score: Raw -61740.588356 + Penalty 2968.032395 = -58772.555961 nChanged 5 SP:Iteration 4Q (17683.400000 sec): 3 clusters Score: Raw -61751.882647 + Penalty 2968.032395 = -58783.850252 nChanged 3 SP:Iteration 5Q (17683.540000 sec): 3 clusters Score: Raw -61771.304722 + Penalty 2968.032395 = -58803.272326 nChanged 4 SP:Iteration 6Q (17683.720000 sec): 3 clusters Score: Raw -61788.440423 + Penalty 2968.032395 = -58820.408028 nChanged 4 SP:Iteration 7Q (17683.900000 sec): 3 clusters Score: Raw -61798.323943 + Penalty 2968.032395 = -58830.291547 nChanged 2 SP:Iteration 8Q (17684.090000 sec): 3 clusters Score: Raw -61803.618042 + Penalty 2968.032395 = -58835.585647 nChanged 2 SP:Iteration 9Q (17684.260000 sec): 3 clusters Score: Raw -61810.938315 + Penalty 2968.032395 = -58842.905920 nChanged 2 SP:Iteration 10Q (17684.430000 sec): 3 clusters Score: Raw -61819.090925 + Penalty 2968.032395 = -58851.058530 nChanged 2 SP:Iteration 11Q (17684.600000 sec): 3 clusters Score: Raw -61822.082076 + Penalty 2968.032395 = -58854.049681 nChanged 1 SP:Iteration 12Q (17684.770000 sec): 3 clusters Score: Raw -61836.271410 + Penalty 2968.032395 = -58868.239014 nChanged 1 SP:Iteration 13Q (17684.970000 sec): 3 clusters Score: Raw -61840.416492 + Penalty 2968.032395 = -58872.384097 nChanged 1 SP:Iteration 14Q (17685.130000 sec): 3 clusters Score: Raw -61842.506859 + Penalty 2968.032395 = -58874.474464 nChanged 1 SP:Iteration 15Q (17685.300000 sec): 3 clusters Score: Raw -61843.518083 + Penalty 2968.032395 = -58875.485688 nChanged 1 SP:Iteration 16Q (17685.480000 sec): 3 clusters Score: Raw -61844.971459 + Penalty 2968.032395 = -58876.939063 nChanged 1 SP:Iteration 17Q (17685.670000 sec): 3 clusters Score: Raw -61846.001722 + Penalty 2968.032395 = -58877.969327 nChanged 0 SP:Iteration 18F (17685.850000 sec): 3 clusters Score: Raw -61846.001722 + Penalty 2968.032395 = -58877.969327 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17685.920000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17686.110000 sec): 3 clusters Score: Raw -234409.879597 + Penalty 3652.501097 = -230757.378500 nChanged 492 SP:Iteration 1F (17686.290000 sec): 3 clusters Score: Raw -234869.456768 + Penalty 3652.501097 = -231216.955672 nChanged 150 SP:Iteration 2F (17686.480000 sec): 3 clusters Score: Raw -235115.480996 + Penalty 3652.501097 = -231462.979899 nChanged 104 SP:Iteration 3F (17686.700000 sec): 3 clusters Score: Raw -235279.929975 + Penalty 3652.501097 = -231627.428878 nChanged 70 SP:Iteration 4Q (17686.940000 sec): 3 clusters Score: Raw -235379.794297 + Penalty 3652.501097 = -231727.293200 nChanged 44 SP:Iteration 5Q (17687.130000 sec): 3 clusters Score: Raw -235438.551762 + Penalty 3652.501097 = -231786.050665 nChanged 27 SP:Iteration 6Q (17687.310000 sec): 3 clusters Score: Raw -235465.518370 + Penalty 3652.501097 = -231813.017274 nChanged 22 SP:Iteration 7Q (17687.460000 sec): 3 clusters Score: Raw -235486.642302 + Penalty 3652.501097 = -231834.141205 nChanged 9 SP:Iteration 8Q (17687.680000 sec): 3 clusters Score: Raw -235497.071173 + Penalty 3652.501097 = -231844.570076 nChanged 17 SP:Iteration 9Q (17687.830000 sec): 3 clusters Score: Raw -235520.626403 + Penalty 3652.501097 = -231868.125306 nChanged 9 SP:Iteration 10Q (17688.050000 sec): 3 clusters Score: Raw -235527.486899 + Penalty 3652.501097 = -231874.985802 nChanged 10 SP:Iteration 11Q (17688.200000 sec): 3 clusters Score: Raw -235534.498355 + Penalty 3652.501097 = -231881.997259 nChanged 6 SP:Iteration 12Q (17688.430000 sec): 3 clusters Score: Raw -235539.720524 + Penalty 3652.501097 = -231887.219427 nChanged 5 SP:Iteration 13Q (17688.630000 sec): 3 clusters Score: Raw -235543.385515 + Penalty 3652.501097 = -231890.884418 nChanged 5 SP:Iteration 14Q (17688.780000 sec): 3 clusters Score: Raw -235550.784283 + Penalty 3652.501097 = -231898.283186 nChanged 7 SP:Iteration 15Q (17688.930000 sec): 3 clusters Score: Raw -235559.245354 + Penalty 3652.501097 = -231906.744257 nChanged 9 SP:Iteration 16Q (17689.130000 sec): 3 clusters Score: Raw -235573.104431 + Penalty 3652.501097 = -231920.603334 nChanged 10 SP:Iteration 17Q (17689.280000 sec): 3 clusters Score: Raw -235585.601380 + Penalty 3652.501097 = -231933.100283 nChanged 10 SP:Iteration 18Q (17689.490000 sec): 3 clusters Score: Raw -235596.166132 + Penalty 3652.501097 = -231943.665036 nChanged 13 SP:Iteration 19Q (17689.680000 sec): 3 clusters Score: Raw -235607.341497 + Penalty 3652.501097 = -231954.840401 nChanged 5 SP:Iteration 20F (17689.820000 sec): 3 clusters Score: Raw -235612.247425 + Penalty 3652.501097 = -231959.746328 nChanged 4 SP:Iteration 21Q (17690.010000 sec): 3 clusters Score: Raw -235614.081910 + Penalty 3652.501097 = -231961.580813 nChanged 3 SP:Iteration 22Q (17690.200000 sec): 3 clusters Score: Raw -235616.821305 + Penalty 3652.501097 = -231964.320209 nChanged 2 SP:Iteration 23Q (17690.390000 sec): 3 clusters Score: Raw -235617.603539 + Penalty 3652.501097 = -231965.102442 nChanged 1 SP:Iteration 24Q (17690.580000 sec): 3 clusters Score: Raw -235618.102475 + Penalty 3652.501097 = -231965.601378 nChanged 2 SP:Iteration 25Q (17690.760000 sec): 3 clusters Score: Raw -235619.241717 + Penalty 3652.501097 = -231966.740621 nChanged 0 SP:Iteration 26F (17690.930000 sec): 3 clusters Score: Raw -235619.241717 + Penalty 3652.501097 = -231966.740621 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17691.050000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17691.220000 sec): 3 clusters Score: Raw -43401.302943 + Penalty 2848.529581 = -40552.773361 nChanged 35 SP:Iteration 1F (17691.410000 sec): 3 clusters Score: Raw -43507.721839 + Penalty 2848.529581 = -40659.192258 nChanged 12 SP:Iteration 2Q (17691.600000 sec): 3 clusters Score: Raw -43558.767774 + Penalty 2848.529581 = -40710.238193 nChanged 5 SP:Iteration 3Q (17691.790000 sec): 3 clusters Score: Raw -43573.979263 + Penalty 2848.529581 = -40725.449682 nChanged 1 SP:Iteration 4Q (17691.970000 sec): 3 clusters Score: Raw -43576.729774 + Penalty 2848.529581 = -40728.200193 nChanged 0 SP:Iteration 5F (17692.150000 sec): 3 clusters Score: Raw -43576.729774 + Penalty 2848.529581 = -40728.200193 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17692.270000 sec): 2 clusters Score: Raw -394699.992084 + Penalty 1955.561651 = -392744.430433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17692.480000 sec): 3 clusters Score: Raw -393634.123993 + Penalty 3911.123303 = -389723.000691 nChanged 918 SP:Iteration 1F (17692.700000 sec): 3 clusters Score: Raw -394430.631272 + Penalty 3911.123303 = -390519.507970 nChanged 300 SP:Iteration 2F (17692.880000 sec): 3 clusters Score: Raw -394961.218372 + Penalty 3911.123303 = -391050.095069 nChanged 247 SP:Iteration 3F (17693.090000 sec): 3 clusters Score: Raw -395377.035077 + Penalty 3911.123303 = -391465.911774 nChanged 172 SP:Iteration 4F (17693.320000 sec): 3 clusters Score: Raw -395674.074592 + Penalty 3911.123303 = -391762.951289 nChanged 130 SP:Iteration 5Q (17693.480000 sec): 3 clusters Score: Raw -395857.756277 + Penalty 3911.123303 = -391946.632974 nChanged 87 SP:Iteration 6Q (17693.700000 sec): 3 clusters Score: Raw -395986.760867 + Penalty 3911.123303 = -392075.637564 nChanged 58 SP:Iteration 7Q (17693.870000 sec): 3 clusters Score: Raw -396061.416669 + Penalty 3911.123303 = -392150.293366 nChanged 48 SP:Iteration 8Q (17694.000000 sec): 3 clusters Score: Raw -396110.026170 + Penalty 3911.123303 = -392198.902867 nChanged 31 SP:Iteration 9Q (17694.190000 sec): 3 clusters Score: Raw -396134.595706 + Penalty 3911.123303 = -392223.472403 nChanged 26 SP:Iteration 10Q (17694.330000 sec): 3 clusters Score: Raw -396154.653231 + Penalty 3911.123303 = -392243.529928 nChanged 16 SP:Iteration 11Q (17694.480000 sec): 3 clusters Score: Raw -396167.233625 + Penalty 3911.123303 = -392256.110323 nChanged 13 SP:Iteration 12Q (17694.700000 sec): 3 clusters Score: Raw -396177.402073 + Penalty 3911.123303 = -392266.278771 nChanged 9 SP:Iteration 13Q (17694.880000 sec): 3 clusters Score: Raw -396183.069643 + Penalty 3911.123303 = -392271.946340 nChanged 7 SP:Iteration 14Q (17695.050000 sec): 3 clusters Score: Raw -396187.515148 + Penalty 3911.123303 = -392276.391845 nChanged 4 SP:Iteration 15Q (17695.230000 sec): 3 clusters Score: Raw -396191.316333 + Penalty 3911.123303 = -392280.193031 nChanged 6 SP:Iteration 16Q (17695.440000 sec): 3 clusters Score: Raw -396194.380188 + Penalty 3911.123303 = -392283.256885 nChanged 3 SP:Iteration 17Q (17695.660000 sec): 3 clusters Score: Raw -396196.633547 + Penalty 3911.123303 = -392285.510244 nChanged 4 SP:Iteration 18Q (17695.840000 sec): 3 clusters Score: Raw -396199.323400 + Penalty 3911.123303 = -392288.200097 nChanged 1 SP:Iteration 19Q (17695.970000 sec): 3 clusters Score: Raw -396199.613255 + Penalty 3911.123303 = -392288.489953 nChanged 1 SP:Iteration 20F (17696.150000 sec): 3 clusters Score: Raw -396199.940052 + Penalty 3911.123303 = -392288.816749 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17696.220000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17696.430000 sec): 3 clusters Score: Raw -19808.887274 + Penalty 2418.097872 = -17390.789401 nChanged 4 SP:Iteration 1Q (17696.660000 sec): 3 clusters Score: Raw -19834.186060 + Penalty 2418.097872 = -17416.088188 nChanged 0 SP:Iteration 2F (17696.840000 sec): 3 clusters Score: Raw -19834.186060 + Penalty 2418.097872 = -17416.088188 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17696.950000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17697.120000 sec): 3 clusters Score: Raw -110684.784459 + Penalty 3278.905238 = -107405.879221 nChanged 156 SP:Iteration 1F (17697.270000 sec): 3 clusters Score: Raw -110914.660072 + Penalty 3278.905238 = -107635.754833 nChanged 43 SP:Iteration 2F (17697.460000 sec): 3 clusters Score: Raw -111008.347705 + Penalty 3278.905238 = -107729.442467 nChanged 27 SP:Iteration 3Q (17697.620000 sec): 3 clusters Score: Raw -111063.781687 + Penalty 3278.905238 = -107784.876449 nChanged 13 SP:Iteration 4Q (17697.810000 sec): 3 clusters Score: Raw -111093.291817 + Penalty 3278.905238 = -107814.386579 nChanged 12 SP:Iteration 5Q (17697.980000 sec): 3 clusters Score: Raw -111147.901264 + Penalty 3278.905238 = -107868.996026 nChanged 17 SP:Iteration 6Q (17698.220000 sec): 3 clusters Score: Raw -111221.426099 + Penalty 3278.905238 = -107942.520861 nChanged 16 SP:Iteration 7Q (17698.360000 sec): 3 clusters Score: Raw -111246.578365 + Penalty 3278.905238 = -107967.673127 nChanged 5 SP:Iteration 8Q (17698.570000 sec): 3 clusters Score: Raw -111253.678491 + Penalty 3278.905238 = -107974.773253 nChanged 6 SP:Iteration 9Q (17698.740000 sec): 3 clusters Score: Raw -111259.117337 + Penalty 3278.905238 = -107980.212099 nChanged 3 SP:Iteration 10Q (17698.880000 sec): 3 clusters Score: Raw -111262.883296 + Penalty 3278.905238 = -107983.978058 nChanged 4 SP:Iteration 11Q (17699.080000 sec): 3 clusters Score: Raw -111270.562225 + Penalty 3278.905238 = -107991.656986 nChanged 2 SP:Iteration 12Q (17699.260000 sec): 3 clusters Score: Raw -111271.788975 + Penalty 3278.905238 = -107992.883737 nChanged 2 SP:Iteration 13Q (17699.480000 sec): 3 clusters Score: Raw -111273.355106 + Penalty 3278.905238 = -107994.449868 nChanged 2 SP:Iteration 14Q (17699.640000 sec): 3 clusters Score: Raw -111276.365891 + Penalty 3278.905238 = -107997.460653 nChanged 2 SP:Iteration 15Q (17699.860000 sec): 3 clusters Score: Raw -111278.828064 + Penalty 3278.905238 = -107999.922826 nChanged 4 SP:Iteration 16Q (17700.020000 sec): 3 clusters Score: Raw -111284.979927 + Penalty 3278.905238 = -108006.074689 nChanged 5 SP:Iteration 17Q (17700.220000 sec): 3 clusters Score: Raw -111292.496466 + Penalty 3278.905238 = -108013.591227 nChanged 2 SP:Iteration 18Q (17700.410000 sec): 3 clusters Score: Raw -111295.227769 + Penalty 3278.905238 = -108016.322531 nChanged 1 SP:Iteration 19Q (17700.600000 sec): 3 clusters Score: Raw -111297.501209 + Penalty 3278.905238 = -108018.595971 nChanged 1 SP:Iteration 20F (17700.780000 sec): 3 clusters Score: Raw -111298.424248 + Penalty 3278.905238 = -108019.519010 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17700.870000 sec): 2 clusters Score: Raw -47903.631469 + Penalty 1395.650036 = -46507.981433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17701.060000 sec): 3 clusters Score: Raw -48079.448512 + Penalty 2791.300072 = -45288.148440 nChanged 43 SP:Iteration 1F (17701.260000 sec): 3 clusters Score: Raw -48274.271945 + Penalty 2791.300072 = -45482.971873 nChanged 21 SP:Iteration 2F (17701.460000 sec): 3 clusters Score: Raw -48584.287348 + Penalty 2791.300072 = -45792.987276 nChanged 23 SP:Iteration 3F (17701.590000 sec): 3 clusters Score: Raw -48824.247030 + Penalty 2791.300072 = -46032.946957 nChanged 23 SP:Iteration 4F (17701.780000 sec): 3 clusters Score: Raw -49045.977521 + Penalty 2791.300072 = -46254.677449 nChanged 17 SP:Iteration 5F (17701.970000 sec): 3 clusters Score: Raw -49180.258023 + Penalty 2791.300072 = -46388.957951 nChanged 3 SP:Iteration 6Q (17702.130000 sec): 3 clusters Score: Raw -49204.422756 + Penalty 2791.300072 = -46413.122684 nChanged 2 SP:Iteration 7Q (17702.320000 sec): 3 clusters Score: Raw -49293.196500 + Penalty 2791.300072 = -46501.896428 nChanged 2 SP:Iteration 8Q (17702.520000 sec): 3 clusters Score: Raw -49307.607054 + Penalty 2791.300072 = -46516.306982 nChanged 0 SP:Iteration 9F (17702.680000 sec): 3 clusters Score: Raw -49307.607054 + Penalty 2791.300072 = -46516.306982 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17702.740000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17702.930000 sec): 3 clusters Score: Raw -62432.099832 + Penalty 2992.410766 = -59439.689066 nChanged 52 SP:Iteration 1F (17703.110000 sec): 3 clusters Score: Raw -62553.488973 + Penalty 2992.410766 = -59561.078207 nChanged 14 SP:Iteration 2Q (17703.300000 sec): 3 clusters Score: Raw -62585.529358 + Penalty 2992.410766 = -59593.118592 nChanged 3 SP:Iteration 3Q (17703.470000 sec): 3 clusters Score: Raw -62589.850642 + Penalty 2992.410766 = -59597.439876 nChanged 0 SP:Iteration 4F (17703.660000 sec): 3 clusters Score: Raw -62589.850642 + Penalty 2992.410766 = -59597.439876 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17703.740000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17703.980000 sec): 3 clusters Score: Raw -1011504.233358 + Penalty 4352.749128 = -1007151.484230 nChanged 2558 SP:Iteration 1F (17704.170000 sec): 3 clusters Score: Raw -1012864.308228 + Penalty 4352.749128 = -1008511.559100 nChanged 497 SP:Iteration 2F (17704.370000 sec): 3 clusters Score: Raw -1013117.908315 + Penalty 4352.749128 = -1008765.159187 nChanged 314 SP:Iteration 3Q (17704.580000 sec): 3 clusters Score: Raw -1013265.798053 + Penalty 4352.749128 = -1008913.048926 nChanged 242 SP:Iteration 4Q (17704.780000 sec): 3 clusters Score: Raw -1013357.984263 + Penalty 4352.749128 = -1009005.235135 nChanged 173 SP:Iteration 5Q (17704.990000 sec): 3 clusters Score: Raw -1013425.525480 + Penalty 4352.749128 = -1009072.776352 nChanged 144 SP:Iteration 6Q (17705.180000 sec): 3 clusters Score: Raw -1013475.299121 + Penalty 4352.749128 = -1009122.549994 nChanged 111 SP:Iteration 7Q (17705.370000 sec): 3 clusters Score: Raw -1013509.645406 + Penalty 4352.749128 = -1009156.896278 nChanged 93 SP:Iteration 8Q (17705.560000 sec): 3 clusters Score: Raw -1013532.138007 + Penalty 4352.749128 = -1009179.388880 nChanged 63 SP:Iteration 9Q (17705.790000 sec): 3 clusters Score: Raw -1013551.106912 + Penalty 4352.749128 = -1009198.357785 nChanged 55 SP:Iteration 10Q (17706.000000 sec): 3 clusters Score: Raw -1013568.599825 + Penalty 4352.749128 = -1009215.850697 nChanged 63 SP:Iteration 11Q (17706.180000 sec): 3 clusters Score: Raw -1013584.660053 + Penalty 4352.749128 = -1009231.910925 nChanged 61 SP:Iteration 12Q (17706.380000 sec): 3 clusters Score: Raw -1013600.608133 + Penalty 4352.749128 = -1009247.859006 nChanged 53 SP:Iteration 13Q (17706.620000 sec): 3 clusters Score: Raw -1013616.707478 + Penalty 4352.749128 = -1009263.958350 nChanged 59 SP:Iteration 14Q (17706.800000 sec): 3 clusters Score: Raw -1013634.432373 + Penalty 4352.749128 = -1009281.683245 nChanged 63 SP:Iteration 15Q (17707.060000 sec): 3 clusters Score: Raw -1013653.173179 + Penalty 4352.749128 = -1009300.424051 nChanged 68 SP:Iteration 16Q (17707.260000 sec): 3 clusters Score: Raw -1013674.319431 + Penalty 4352.749128 = -1009321.570303 nChanged 58 SP:Iteration 17Q (17707.450000 sec): 3 clusters Score: Raw -1013691.682836 + Penalty 4352.749128 = -1009338.933708 nChanged 73 SP:Iteration 18Q (17707.670000 sec): 3 clusters Score: Raw -1013717.491199 + Penalty 4352.749128 = -1009364.742071 nChanged 70 SP:Iteration 19Q (17707.860000 sec): 3 clusters Score: Raw -1013739.462633 + Penalty 4352.749128 = -1009386.713506 nChanged 73 SP:Iteration 20F (17708.070000 sec): 3 clusters Score: Raw -1013764.939836 + Penalty 4352.749128 = -1009412.190708 nChanged 77 SP:Iteration 21Q (17708.240000 sec): 3 clusters Score: Raw -1013791.261180 + Penalty 4352.749128 = -1009438.512052 nChanged 83 SP:Iteration 22Q (17708.460000 sec): 3 clusters Score: Raw -1013818.481971 + Penalty 4352.749128 = -1009465.732843 nChanged 74 SP:Iteration 23Q (17708.640000 sec): 3 clusters Score: Raw -1013847.150998 + Penalty 4352.749128 = -1009494.401871 nChanged 85 SP:Iteration 24Q (17708.840000 sec): 3 clusters Score: Raw -1013881.290788 + Penalty 4352.749128 = -1009528.541661 nChanged 108 SP:Iteration 25Q (17709.080000 sec): 3 clusters Score: Raw -1013927.816940 + Penalty 4352.749128 = -1009575.067812 nChanged 122 SP:Iteration 26Q (17709.260000 sec): 3 clusters Score: Raw -1013980.768209 + Penalty 4352.749128 = -1009628.019081 nChanged 132 SP:Iteration 27Q (17709.470000 sec): 3 clusters Score: Raw -1014051.106304 + Penalty 4352.749128 = -1009698.357177 nChanged 155 SP:Iteration 28Q (17709.660000 sec): 3 clusters Score: Raw -1014136.431449 + Penalty 4352.749128 = -1009783.682321 nChanged 168 SP:Iteration 29Q (17709.860000 sec): 3 clusters Score: Raw -1014232.910440 + Penalty 4352.749128 = -1009880.161312 nChanged 162 SP:Iteration 30Q (17710.060000 sec): 3 clusters Score: Raw -1014321.973966 + Penalty 4352.749128 = -1009969.224838 nChanged 155 SP:Iteration 31Q (17710.280000 sec): 3 clusters Score: Raw -1014413.489165 + Penalty 4352.749128 = -1010060.740037 nChanged 147 SP:Iteration 32Q (17710.460000 sec): 3 clusters Score: Raw -1014512.287936 + Penalty 4352.749128 = -1010159.538809 nChanged 147 SP:Iteration 33Q (17710.680000 sec): 3 clusters Score: Raw -1014628.438998 + Penalty 4352.749128 = -1010275.689870 nChanged 147 SP:Iteration 34Q (17710.900000 sec): 3 clusters Score: Raw -1014747.890977 + Penalty 4352.749128 = -1010395.141849 nChanged 119 SP:Iteration 35Q (17711.100000 sec): 3 clusters Score: Raw -1014842.720253 + Penalty 4352.749128 = -1010489.971125 nChanged 90 SP:Iteration 36Q (17711.280000 sec): 3 clusters Score: Raw -1014910.337701 + Penalty 4352.749128 = -1010557.588573 nChanged 64 SP:Iteration 37Q (17711.470000 sec): 3 clusters Score: Raw -1014960.427700 + Penalty 4352.749128 = -1010607.678572 nChanged 45 SP:Iteration 38Q (17711.660000 sec): 3 clusters Score: Raw -1014998.801477 + Penalty 4352.749128 = -1010646.052349 nChanged 33 SP:Iteration 39Q (17711.870000 sec): 3 clusters Score: Raw -1015025.077795 + Penalty 4352.749128 = -1010672.328668 nChanged 30 SP:Iteration 40F (17712.070000 sec): 3 clusters Score: Raw -1015055.401230 + Penalty 4352.749128 = -1010702.652102 nChanged 25 SP:Iteration 41Q (17712.310000 sec): 3 clusters Score: Raw -1015079.374221 + Penalty 4352.749128 = -1010726.625093 nChanged 17 SP:Iteration 42Q (17712.490000 sec): 3 clusters Score: Raw -1015099.193749 + Penalty 4352.749128 = -1010746.444622 nChanged 12 SP:Iteration 43Q (17712.670000 sec): 3 clusters Score: Raw -1015111.132666 + Penalty 4352.749128 = -1010758.383538 nChanged 7 SP:Iteration 44Q (17712.850000 sec): 3 clusters Score: Raw -1015115.257526 + Penalty 4352.749128 = -1010762.508398 nChanged 6 SP:Iteration 45Q (17713.070000 sec): 3 clusters Score: Raw -1015119.138601 + Penalty 4352.749128 = -1010766.389473 nChanged 3 SP:Iteration 46Q (17713.260000 sec): 3 clusters Score: Raw -1015121.441701 + Penalty 4352.749128 = -1010768.692573 nChanged 4 SP:Iteration 47Q (17713.460000 sec): 3 clusters Score: Raw -1015124.356976 + Penalty 4352.749128 = -1010771.607848 nChanged 2 SP:Iteration 48Q (17713.670000 sec): 3 clusters Score: Raw -1015126.045380 + Penalty 4352.749128 = -1010773.296252 nChanged 4 SP:Iteration 49Q (17713.920000 sec): 3 clusters Score: Raw -1015128.586004 + Penalty 4352.749128 = -1010775.836876 nChanged 1 SP:Iteration 50Q (17714.130000 sec): 3 clusters Score: Raw -1015129.566185 + Penalty 4352.749128 = -1010776.817057 nChanged 2 SP:Iteration 51Q (17714.290000 sec): 3 clusters Score: Raw -1015130.807701 + Penalty 4352.749128 = -1010778.058573 nChanged 2 SP:Iteration 52Q (17714.480000 sec): 3 clusters Score: Raw -1015132.458909 + Penalty 4352.749128 = -1010779.709781 nChanged 0 SP:Iteration 53F (17714.700000 sec): 3 clusters Score: Raw -1015132.458909 + Penalty 4352.749128 = -1010779.709781 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17714.780000 sec): 2 clusters Score: Raw -38337.574323 + Penalty 1400.070831 = -36937.503492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17714.980000 sec): 3 clusters Score: Raw -38525.849516 + Penalty 2800.141661 = -35725.707855 nChanged 40 SP:Iteration 1F (17715.140000 sec): 3 clusters Score: Raw -38865.386005 + Penalty 2800.141661 = -36065.244343 nChanged 19 SP:Iteration 2F (17715.330000 sec): 3 clusters Score: Raw -38958.244883 + Penalty 2800.141661 = -36158.103222 nChanged 8 SP:Iteration 3Q (17715.500000 sec): 3 clusters Score: Raw -38991.552134 + Penalty 2800.141661 = -36191.410473 nChanged 6 SP:Iteration 4Q (17715.690000 sec): 3 clusters Score: Raw -39014.570164 + Penalty 2800.141661 = -36214.428502 nChanged 1 SP:Iteration 5Q (17715.870000 sec): 3 clusters Score: Raw -39029.794736 + Penalty 2800.141661 = -36229.653075 nChanged 1 SP:Iteration 6Q (17716.030000 sec): 3 clusters Score: Raw -39032.537828 + Penalty 2800.141661 = -36232.396167 nChanged 0 SP:Iteration 7F (17716.190000 sec): 3 clusters Score: Raw -39032.537828 + Penalty 2800.141661 = -36232.396167 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17716.270000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17716.460000 sec): 3 clusters Score: Raw -28811.129825 + Penalty 2640.212950 = -26170.916875 nChanged 12 SP:Iteration 1F (17716.680000 sec): 3 clusters Score: Raw -28878.146458 + Penalty 2640.212950 = -26237.933509 nChanged 3 SP:Iteration 2Q (17716.840000 sec): 3 clusters Score: Raw -28891.672606 + Penalty 2640.212950 = -26251.459657 nChanged 0 SP:Iteration 3F (17717.020000 sec): 3 clusters Score: Raw -28891.672606 + Penalty 2640.212950 = -26251.459657 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17717.140000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17717.300000 sec): 3 clusters Score: Raw -142324.311738 + Penalty 3415.212796 = -138909.098942 nChanged 252 SP:Iteration 1F (17717.470000 sec): 3 clusters Score: Raw -142651.311753 + Penalty 3415.212796 = -139236.098957 nChanged 65 SP:Iteration 2F (17717.670000 sec): 3 clusters Score: Raw -142736.922003 + Penalty 3415.212796 = -139321.709207 nChanged 33 SP:Iteration 3Q (17717.860000 sec): 3 clusters Score: Raw -142781.017697 + Penalty 3415.212796 = -139365.804901 nChanged 26 SP:Iteration 4Q (17718.020000 sec): 3 clusters Score: Raw -142827.656054 + Penalty 3415.212796 = -139412.443257 nChanged 24 SP:Iteration 5Q (17718.190000 sec): 3 clusters Score: Raw -142858.155866 + Penalty 3415.212796 = -139442.943070 nChanged 21 SP:Iteration 6Q (17718.380000 sec): 3 clusters Score: Raw -142894.876715 + Penalty 3415.212796 = -139479.663919 nChanged 22 SP:Iteration 7Q (17718.560000 sec): 3 clusters Score: Raw -142939.656015 + Penalty 3415.212796 = -139524.443219 nChanged 18 SP:Iteration 8Q (17718.780000 sec): 3 clusters Score: Raw -142963.227148 + Penalty 3415.212796 = -139548.014351 nChanged 12 SP:Iteration 9Q (17718.960000 sec): 3 clusters Score: Raw -142981.746388 + Penalty 3415.212796 = -139566.533592 nChanged 15 SP:Iteration 10Q (17719.150000 sec): 3 clusters Score: Raw -143007.420263 + Penalty 3415.212796 = -139592.207467 nChanged 18 SP:Iteration 11Q (17719.320000 sec): 3 clusters Score: Raw -143035.499967 + Penalty 3415.212796 = -139620.287170 nChanged 17 SP:Iteration 12Q (17719.550000 sec): 3 clusters Score: Raw -143066.374453 + Penalty 3415.212796 = -139651.161657 nChanged 14 SP:Iteration 13Q (17719.720000 sec): 3 clusters Score: Raw -143092.947146 + Penalty 3415.212796 = -139677.734349 nChanged 25 SP:Iteration 14Q (17719.870000 sec): 3 clusters Score: Raw -143158.034328 + Penalty 3415.212796 = -139742.821531 nChanged 29 SP:Iteration 15Q (17720.060000 sec): 3 clusters Score: Raw -143223.395326 + Penalty 3415.212796 = -139808.182530 nChanged 29 SP:Iteration 16Q (17720.260000 sec): 3 clusters Score: Raw -143300.521424 + Penalty 3415.212796 = -139885.308627 nChanged 28 SP:Iteration 17Q (17720.420000 sec): 3 clusters Score: Raw -143407.004794 + Penalty 3415.212796 = -139991.791997 nChanged 30 SP:Iteration 18Q (17720.580000 sec): 3 clusters Score: Raw -143499.630061 + Penalty 3415.212796 = -140084.417264 nChanged 26 SP:Iteration 19Q (17720.750000 sec): 3 clusters Score: Raw -143597.047825 + Penalty 3415.212796 = -140181.835029 nChanged 25 SP:Iteration 20F (17720.940000 sec): 3 clusters Score: Raw -143686.346527 + Penalty 3415.212796 = -140271.133731 nChanged 19 SP:Iteration 21Q (17721.120000 sec): 3 clusters Score: Raw -143737.507659 + Penalty 3415.212796 = -140322.294863 nChanged 15 SP:Iteration 22Q (17721.320000 sec): 3 clusters Score: Raw -143772.875981 + Penalty 3415.212796 = -140357.663184 nChanged 11 SP:Iteration 23Q (17721.520000 sec): 3 clusters Score: Raw -143816.177625 + Penalty 3415.212796 = -140400.964829 nChanged 12 SP:Iteration 24Q (17721.710000 sec): 3 clusters Score: Raw -143856.975295 + Penalty 3415.212796 = -140441.762499 nChanged 13 SP:Iteration 25Q (17721.900000 sec): 3 clusters Score: Raw -143901.282500 + Penalty 3415.212796 = -140486.069704 nChanged 17 SP:Iteration 26Q (17722.100000 sec): 3 clusters Score: Raw -143957.450565 + Penalty 3415.212796 = -140542.237769 nChanged 8 SP:Iteration 27Q (17722.260000 sec): 3 clusters Score: Raw -143977.724625 + Penalty 3415.212796 = -140562.511828 nChanged 5 SP:Iteration 28Q (17722.420000 sec): 3 clusters Score: Raw -143997.270357 + Penalty 3415.212796 = -140582.057561 nChanged 4 SP:Iteration 29Q (17722.610000 sec): 3 clusters Score: Raw -144024.387961 + Penalty 3415.212796 = -140609.175165 nChanged 3 SP:Iteration 30Q (17722.760000 sec): 3 clusters Score: Raw -144046.186299 + Penalty 3415.212796 = -140630.973503 nChanged 1 SP:Iteration 31Q (17722.950000 sec): 3 clusters Score: Raw -144066.402908 + Penalty 3415.212796 = -140651.190112 nChanged 2 SP:Iteration 32Q (17723.090000 sec): 3 clusters Score: Raw -144090.786135 + Penalty 3415.212796 = -140675.573339 nChanged 1 SP:Iteration 33Q (17723.270000 sec): 3 clusters Score: Raw -144099.502758 + Penalty 3415.212796 = -140684.289962 nChanged 2 SP:Iteration 34Q (17723.490000 sec): 3 clusters Score: Raw -144102.165380 + Penalty 3415.212796 = -140686.952584 nChanged 0 SP:Iteration 35F (17723.670000 sec): 3 clusters Score: Raw -144102.165380 + Penalty 3415.212796 = -140686.952584 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17723.760000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17723.940000 sec): 3 clusters Score: Raw -45112.920873 + Penalty 2785.918464 = -42327.002408 nChanged 27 SP:Iteration 1F (17724.130000 sec): 3 clusters Score: Raw -45299.709226 + Penalty 2785.918464 = -42513.790762 nChanged 16 SP:Iteration 2F (17724.310000 sec): 3 clusters Score: Raw -45388.394920 + Penalty 2785.918464 = -42602.476456 nChanged 11 SP:Iteration 3Q (17724.480000 sec): 3 clusters Score: Raw -45475.082349 + Penalty 2785.918464 = -42689.163885 nChanged 9 SP:Iteration 4Q (17724.690000 sec): 3 clusters Score: Raw -45524.557354 + Penalty 2785.918464 = -42738.638890 nChanged 6 SP:Iteration 5Q (17724.880000 sec): 3 clusters Score: Raw -45551.799269 + Penalty 2785.918464 = -42765.880805 nChanged 1 SP:Iteration 6Q (17725.040000 sec): 3 clusters Score: Raw -45553.582768 + Penalty 2785.918464 = -42767.664304 nChanged 0 SP:Iteration 7F (17725.220000 sec): 3 clusters Score: Raw -45553.582768 + Penalty 2785.918464 = -42767.664304 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17725.320000 sec): 2 clusters Score: Raw -28119.608765 + Penalty 1295.985175 = -26823.623590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17725.470000 sec): 3 clusters Score: Raw -28376.017019 + Penalty 2591.970350 = -25784.046669 nChanged 13 SP:Iteration 1F (17725.670000 sec): 3 clusters Score: Raw -28461.880236 + Penalty 2591.970350 = -25869.909885 nChanged 5 SP:Iteration 2Q (17725.820000 sec): 3 clusters Score: Raw -28483.670414 + Penalty 2591.970350 = -25891.700064 nChanged 1 SP:Iteration 3Q (17726.030000 sec): 3 clusters Score: Raw -28490.721823 + Penalty 2591.970350 = -25898.751473 nChanged 2 SP:Iteration 4Q (17726.180000 sec): 3 clusters Score: Raw -28497.583336 + Penalty 2591.970350 = -25905.612986 nChanged 0 SP:Iteration 5F (17726.380000 sec): 3 clusters Score: Raw -28497.583336 + Penalty 2591.970350 = -25905.612986 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17726.480000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17726.630000 sec): 3 clusters Score: Raw -388709.975522 + Penalty 3875.541410 = -384834.434111 nChanged 836 SP:Iteration 1F (17726.820000 sec): 3 clusters Score: Raw -389286.540969 + Penalty 3875.541410 = -385410.999559 nChanged 194 SP:Iteration 2F (17726.980000 sec): 3 clusters Score: Raw -389459.504111 + Penalty 3875.541410 = -385583.962701 nChanged 115 SP:Iteration 3Q (17727.160000 sec): 3 clusters Score: Raw -389579.468572 + Penalty 3875.541410 = -385703.927162 nChanged 105 SP:Iteration 4Q (17727.350000 sec): 3 clusters Score: Raw -389698.634436 + Penalty 3875.541410 = -385823.093026 nChanged 102 SP:Iteration 5Q (17727.550000 sec): 3 clusters Score: Raw -389800.933547 + Penalty 3875.541410 = -385925.392137 nChanged 84 SP:Iteration 6Q (17727.730000 sec): 3 clusters Score: Raw -389879.323636 + Penalty 3875.541410 = -386003.782225 nChanged 77 SP:Iteration 7Q (17727.900000 sec): 3 clusters Score: Raw -389945.850967 + Penalty 3875.541410 = -386070.309556 nChanged 57 SP:Iteration 8Q (17728.090000 sec): 3 clusters Score: Raw -390001.468698 + Penalty 3875.541410 = -386125.927288 nChanged 58 SP:Iteration 9Q (17728.290000 sec): 3 clusters Score: Raw -390053.992052 + Penalty 3875.541410 = -386178.450642 nChanged 57 SP:Iteration 10Q (17728.470000 sec): 3 clusters Score: Raw -390100.487931 + Penalty 3875.541410 = -386224.946521 nChanged 57 SP:Iteration 11Q (17728.660000 sec): 3 clusters Score: Raw -390144.811563 + Penalty 3875.541410 = -386269.270153 nChanged 46 SP:Iteration 12Q (17728.860000 sec): 3 clusters Score: Raw -390180.810579 + Penalty 3875.541410 = -386305.269168 nChanged 39 SP:Iteration 13Q (17729.030000 sec): 3 clusters Score: Raw -390207.805792 + Penalty 3875.541410 = -386332.264381 nChanged 21 SP:Iteration 14Q (17729.210000 sec): 3 clusters Score: Raw -390221.923020 + Penalty 3875.541410 = -386346.381610 nChanged 19 SP:Iteration 15Q (17729.410000 sec): 3 clusters Score: Raw -390234.613921 + Penalty 3875.541410 = -386359.072511 nChanged 16 SP:Iteration 16Q (17729.570000 sec): 3 clusters Score: Raw -390248.333112 + Penalty 3875.541410 = -386372.791702 nChanged 11 SP:Iteration 17Q (17729.760000 sec): 3 clusters Score: Raw -390255.267390 + Penalty 3875.541410 = -386379.725979 nChanged 8 SP:Iteration 18Q (17729.910000 sec): 3 clusters Score: Raw -390260.453673 + Penalty 3875.541410 = -386384.912262 nChanged 6 SP:Iteration 19Q (17730.110000 sec): 3 clusters Score: Raw -390264.709359 + Penalty 3875.541410 = -386389.167949 nChanged 4 SP:Iteration 20F (17730.260000 sec): 3 clusters Score: Raw -390266.007451 + Penalty 3875.541410 = -386390.466040 nChanged 2 SP:Iteration 21Q (17730.460000 sec): 3 clusters Score: Raw -390266.819117 + Penalty 3875.541410 = -386391.277707 nChanged 1 SP:Iteration 22Q (17730.650000 sec): 3 clusters Score: Raw -390267.627159 + Penalty 3875.541410 = -386392.085748 nChanged 2 SP:Iteration 23Q (17730.840000 sec): 3 clusters Score: Raw -390268.652934 + Penalty 3875.541410 = -386393.111524 nChanged 2 SP:Iteration 24Q (17731.030000 sec): 3 clusters Score: Raw -390269.705110 + Penalty 3875.541410 = -386394.163700 nChanged 1 SP:Iteration 25Q (17731.180000 sec): 3 clusters Score: Raw -390270.076537 + Penalty 3875.541410 = -386394.535127 nChanged 0 SP:Iteration 26F (17731.340000 sec): 3 clusters Score: Raw -390270.076537 + Penalty 3875.541410 = -386394.535127 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17731.450000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17731.620000 sec): 3 clusters Score: Raw -15297.217692 + Penalty 2394.843614 = -12902.374078 nChanged 5 SP:Iteration 1Q (17731.800000 sec): 3 clusters Score: Raw -15320.754556 + Penalty 2394.843614 = -12925.910942 nChanged 1 SP:Iteration 2Q (17731.960000 sec): 3 clusters Score: Raw -15328.526131 + Penalty 2394.843614 = -12933.682518 nChanged 0 SP:Iteration 3F (17732.150000 sec): 3 clusters Score: Raw -15328.526131 + Penalty 2394.843614 = -12933.682518 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17732.250000 sec): 2 clusters Score: Raw -22061.241217 + Penalty 1264.766874 = -20796.474343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17732.400000 sec): 3 clusters Score: Raw -22433.007448 + Penalty 2529.533748 = -19903.473699 nChanged 12 SP:Iteration 1F (17732.600000 sec): 3 clusters Score: Raw -22507.148316 + Penalty 2529.533748 = -19977.614568 nChanged 1 SP:Iteration 2Q (17732.810000 sec): 3 clusters Score: Raw -22510.028835 + Penalty 2529.533748 = -19980.495087 nChanged 0 SP:Iteration 3F (17732.940000 sec): 3 clusters Score: Raw -22510.028835 + Penalty 2529.533748 = -19980.495087 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17733.060000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17733.220000 sec): 3 clusters Score: Raw -39804.629198 + Penalty 2767.545994 = -37037.083204 nChanged 39 SP:Iteration 1F (17733.390000 sec): 3 clusters Score: Raw -39932.176616 + Penalty 2767.545994 = -37164.630622 nChanged 9 SP:Iteration 2Q (17733.550000 sec): 3 clusters Score: Raw -39965.418457 + Penalty 2767.545994 = -37197.872463 nChanged 7 SP:Iteration 3Q (17733.720000 sec): 3 clusters Score: Raw -39994.581928 + Penalty 2767.545994 = -37227.035934 nChanged 7 SP:Iteration 4Q (17733.930000 sec): 3 clusters Score: Raw -40019.618212 + Penalty 2767.545994 = -37252.072218 nChanged 3 SP:Iteration 5Q (17734.070000 sec): 3 clusters Score: Raw -40033.283250 + Penalty 2767.545994 = -37265.737256 nChanged 3 SP:Iteration 6Q (17734.240000 sec): 3 clusters Score: Raw -40049.246813 + Penalty 2767.545994 = -37281.700820 nChanged 4 SP:Iteration 7Q (17734.420000 sec): 3 clusters Score: Raw -40068.871738 + Penalty 2767.545994 = -37301.325744 nChanged 1 SP:Iteration 8Q (17734.630000 sec): 3 clusters Score: Raw -40089.105749 + Penalty 2767.545994 = -37321.559756 nChanged 2 SP:Iteration 9Q (17734.740000 sec): 3 clusters Score: Raw -40099.839587 + Penalty 2767.545994 = -37332.293594 nChanged 1 SP:Iteration 10Q (17734.910000 sec): 3 clusters Score: Raw -40105.313808 + Penalty 2767.545994 = -37337.767814 nChanged 1 SP:Iteration 11Q (17735.110000 sec): 3 clusters Score: Raw -40114.077565 + Penalty 2767.545994 = -37346.531572 nChanged 2 SP:Iteration 12Q (17735.250000 sec): 3 clusters Score: Raw -40120.409825 + Penalty 2767.545994 = -37352.863831 nChanged 0 SP:Iteration 13F (17735.450000 sec): 3 clusters Score: Raw -40120.409825 + Penalty 2767.545994 = -37352.863831 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17735.560000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17735.710000 sec): 3 clusters Score: Raw -55720.939830 + Penalty 2952.808694 = -52768.131136 nChanged 66 SP:Iteration 1F (17735.930000 sec): 3 clusters Score: Raw -55859.217084 + Penalty 2952.808694 = -52906.408390 nChanged 14 SP:Iteration 2Q (17736.090000 sec): 3 clusters Score: Raw -55905.541875 + Penalty 2952.808694 = -52952.733181 nChanged 3 SP:Iteration 3Q (17736.260000 sec): 3 clusters Score: Raw -55912.665867 + Penalty 2952.808694 = -52959.857174 nChanged 0 SP:Iteration 4F (17736.470000 sec): 3 clusters Score: Raw -55912.665867 + Penalty 2952.808694 = -52959.857174 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17736.580000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17736.710000 sec): 3 clusters Score: Raw -38724.373039 + Penalty 2744.561186 = -35979.811852 nChanged 20 SP:Iteration 1F (17736.890000 sec): 3 clusters Score: Raw -38792.489980 + Penalty 2744.561186 = -36047.928793 nChanged 3 SP:Iteration 2Q (17737.070000 sec): 3 clusters Score: Raw -38803.183941 + Penalty 2744.561186 = -36058.622755 nChanged 0 SP:Iteration 3F (17737.260000 sec): 3 clusters Score: Raw -38803.183941 + Penalty 2744.561186 = -36058.622755 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17737.370000 sec): 2 clusters Score: Raw -38029.407694 + Penalty 1361.256556 = -36668.151138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17737.530000 sec): 3 clusters Score: Raw -38187.950539 + Penalty 2722.513112 = -35465.437427 nChanged 21 SP:Iteration 1F (17737.690000 sec): 3 clusters Score: Raw -38294.384275 + Penalty 2722.513112 = -35571.871163 nChanged 9 SP:Iteration 2Q (17737.900000 sec): 3 clusters Score: Raw -38332.310352 + Penalty 2722.513112 = -35609.797240 nChanged 4 SP:Iteration 3Q (17738.090000 sec): 3 clusters Score: Raw -38342.883798 + Penalty 2722.513112 = -35620.370686 nChanged 3 SP:Iteration 4Q (17738.320000 sec): 3 clusters Score: Raw -38355.843502 + Penalty 2722.513112 = -35633.330389 nChanged 1 SP:Iteration 5Q (17738.520000 sec): 3 clusters Score: Raw -38359.089763 + Penalty 2722.513112 = -35636.576651 nChanged 0 SP:Iteration 6F (17738.660000 sec): 3 clusters Score: Raw -38359.089763 + Penalty 2722.513112 = -35636.576651 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17738.780000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17738.990000 sec): 3 clusters Score: Raw -14611.156728 + Penalty 2284.164412 = -12326.992316 nChanged 3 SP:Iteration 1Q (17739.130000 sec): 3 clusters Score: Raw -14639.129796 + Penalty 2284.164412 = -12354.965384 nChanged 0 SP:Iteration 2F (17739.320000 sec): 3 clusters Score: Raw -14639.129796 + Penalty 2284.164412 = -12354.965384 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17739.420000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17739.620000 sec): 3 clusters Score: Raw -66274.983046 + Penalty 3046.450553 = -63228.532493 nChanged 81 SP:Iteration 1F (17739.780000 sec): 3 clusters Score: Raw -66472.286934 + Penalty 3046.450553 = -63425.836381 nChanged 27 SP:Iteration 2F (17739.960000 sec): 3 clusters Score: Raw -66568.247552 + Penalty 3046.450553 = -63521.796998 nChanged 21 SP:Iteration 3Q (17740.150000 sec): 3 clusters Score: Raw -66683.212951 + Penalty 3046.450553 = -63636.762398 nChanged 22 SP:Iteration 4Q (17740.290000 sec): 3 clusters Score: Raw -66823.668354 + Penalty 3046.450553 = -63777.217801 nChanged 24 SP:Iteration 5F (17740.480000 sec): 3 clusters Score: Raw -66965.108723 + Penalty 3046.450553 = -63918.658170 nChanged 13 SP:Iteration 6Q (17740.670000 sec): 3 clusters Score: Raw -67021.412954 + Penalty 3046.450553 = -63974.962401 nChanged 14 SP:Iteration 7Q (17740.840000 sec): 3 clusters Score: Raw -67071.306046 + Penalty 3046.450553 = -64024.855493 nChanged 18 SP:Iteration 8Q (17740.990000 sec): 3 clusters Score: Raw -67134.396911 + Penalty 3046.450553 = -64087.946358 nChanged 19 SP:Iteration 9Q (17741.170000 sec): 3 clusters Score: Raw -67240.734233 + Penalty 3046.450553 = -64194.283680 nChanged 13 SP:Iteration 10Q (17741.320000 sec): 3 clusters Score: Raw -67320.236514 + Penalty 3046.450553 = -64273.785961 nChanged 13 SP:Iteration 11Q (17741.470000 sec): 3 clusters Score: Raw -67374.531980 + Penalty 3046.450553 = -64328.081426 nChanged 9 SP:Iteration 12Q (17741.690000 sec): 3 clusters Score: Raw -67434.295134 + Penalty 3046.450553 = -64387.844581 nChanged 7 SP:Iteration 13Q (17741.840000 sec): 3 clusters Score: Raw -67488.331589 + Penalty 3046.450553 = -64441.881036 nChanged 8 SP:Iteration 14Q (17742.010000 sec): 3 clusters Score: Raw -67544.105011 + Penalty 3046.450553 = -64497.654457 nChanged 5 SP:Iteration 15Q (17742.210000 sec): 3 clusters Score: Raw -67585.303186 + Penalty 3046.450553 = -64538.852633 nChanged 1 SP:Iteration 16Q (17742.390000 sec): 3 clusters Score: Raw -67591.169470 + Penalty 3046.450553 = -64544.718916 nChanged 2 SP:Iteration 17Q (17742.540000 sec): 3 clusters Score: Raw -67620.069998 + Penalty 3046.450553 = -64573.619445 nChanged 2 SP:Iteration 18Q (17742.700000 sec): 3 clusters Score: Raw -67626.552797 + Penalty 3046.450553 = -64580.102244 nChanged 0 SP:Iteration 19F (17742.880000 sec): 3 clusters Score: Raw -67626.552797 + Penalty 3046.450553 = -64580.102244 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17742.970000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17743.150000 sec): 3 clusters Score: Raw -24596.622060 + Penalty 2553.157260 = -22043.464800 nChanged 4 SP:Iteration 1Q (17743.310000 sec): 3 clusters Score: Raw -24613.268817 + Penalty 2553.157260 = -22060.111556 nChanged 0 SP:Iteration 2F (17743.480000 sec): 3 clusters Score: Raw -24613.268817 + Penalty 2553.157260 = -22060.111556 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17743.550000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17743.720000 sec): 3 clusters Score: Raw -23780.055190 + Penalty 2465.027397 = -21315.027793 nChanged 3 SP:Iteration 1Q (17743.870000 sec): 3 clusters Score: Raw -23799.736444 + Penalty 2465.027397 = -21334.709048 nChanged 1 SP:Iteration 2Q (17744.060000 sec): 3 clusters Score: Raw -23802.753728 + Penalty 2465.027397 = -21337.726331 nChanged 0 SP:Iteration 3F (17744.210000 sec): 3 clusters Score: Raw -23802.753728 + Penalty 2465.027397 = -21337.726331 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17744.960000 sec): 2 clusters Score: Raw -21820290.358280 + Penalty 2933.269528 = -21817357.088752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17745.870000 sec): 3 clusters Score: Raw -21731444.148899 + Penalty 5866.539055 = -21725577.609844 nChanged 65321 SP:Iteration 1F (17746.770000 sec): 3 clusters Score: Raw -21769378.385010 + Penalty 5866.539055 = -21763511.845955 nChanged 4005 SP:Iteration 2Q (17747.670000 sec): 3 clusters Score: Raw -21770332.573940 + Penalty 5866.539055 = -21764466.034885 nChanged 4601 SP:Iteration 3Q (17748.600000 sec): 3 clusters Score: Raw -21771688.637363 + Penalty 5866.539055 = -21765822.098308 nChanged 5730 SP:Iteration 4Q (17749.470000 sec): 3 clusters Score: Raw -21774015.108445 + Penalty 5866.539055 = -21768148.569390 nChanged 8100 SP:Iteration 5F (17750.410000 sec): 3 clusters Score: Raw -21778581.165605 + Penalty 5866.539055 = -21772714.626550 nChanged 11205 SP:Iteration 6F (17751.350000 sec): 3 clusters Score: Raw -21787069.592333 + Penalty 5866.539055 = -21781203.053278 nChanged 13220 SP:Iteration 7F (17752.280000 sec): 3 clusters Score: Raw -21799568.194733 + Penalty 5866.539055 = -21793701.655678 nChanged 11622 SP:Iteration 8F (17753.170000 sec): 3 clusters Score: Raw -21811608.434995 + Penalty 5866.539055 = -21805741.895940 nChanged 6246 SP:Iteration 9Q (17754.080000 sec): 3 clusters Score: Raw -21817978.376408 + Penalty 5866.539055 = -21812111.837353 nChanged 1982 SP:Iteration 10Q (17755.010000 sec): 3 clusters Score: Raw -21819905.146359 + Penalty 5866.539055 = -21814038.607304 nChanged 393 SP:Iteration 11Q (17755.800000 sec): 3 clusters Score: Raw -21820334.095295 + Penalty 5866.539055 = -21814467.556240 nChanged 79 SP:Iteration 12Q (17756.470000 sec): 3 clusters Score: Raw -21820466.110846 + Penalty 5866.539055 = -21814599.571791 nChanged 31 SP:Iteration 13Q (17757.170000 sec): 3 clusters Score: Raw -21820529.033164 + Penalty 5866.539055 = -21814662.494109 nChanged 13 SP:Iteration 14Q (17757.840000 sec): 3 clusters Score: Raw -21820555.827532 + Penalty 5866.539055 = -21814689.288477 nChanged 7 SP:Iteration 15Q (17758.520000 sec): 3 clusters Score: Raw -21820574.047133 + Penalty 5866.539055 = -21814707.508078 nChanged 9 SP:Iteration 16Q (17759.290000 sec): 3 clusters Score: Raw -21820594.145603 + Penalty 5866.539055 = -21814727.606548 nChanged 3 SP:Iteration 17Q (17759.930000 sec): 3 clusters Score: Raw -21820601.568716 + Penalty 5866.539055 = -21814735.029661 nChanged 1 SP:Iteration 18Q (17760.640000 sec): 3 clusters Score: Raw -21820603.289841 + Penalty 5866.539055 = -21814736.750786 nChanged 3 SP:Iteration 19Q (17761.390000 sec): 3 clusters Score: Raw -21820609.930561 + Penalty 5866.539055 = -21814743.391506 nChanged 2 SP:Iteration 20F (17762.250000 sec): 3 clusters Score: Raw -21820611.545318 + Penalty 5866.539055 = -21814745.006263 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17762.390000 sec): 2 clusters Score: Raw -36336.610555 + Penalty 1357.123127 = -34979.487428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17762.590000 sec): 3 clusters Score: Raw -36536.155207 + Penalty 2714.246254 = -33821.908953 nChanged 26 SP:Iteration 1F (17762.740000 sec): 3 clusters Score: Raw -36685.628942 + Penalty 2714.246254 = -33971.382688 nChanged 7 SP:Iteration 2Q (17762.980000 sec): 3 clusters Score: Raw -36736.646560 + Penalty 2714.246254 = -34022.400306 nChanged 5 SP:Iteration 3Q (17763.150000 sec): 3 clusters Score: Raw -36765.023939 + Penalty 2714.246254 = -34050.777685 nChanged 2 SP:Iteration 4Q (17763.370000 sec): 3 clusters Score: Raw -36770.003854 + Penalty 2714.246254 = -34055.757600 nChanged 0 SP:Iteration 5F (17763.570000 sec): 3 clusters Score: Raw -36770.003854 + Penalty 2714.246254 = -34055.757600 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17763.690000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17763.940000 sec): 3 clusters Score: Raw -1319335.673428 + Penalty 4478.888342 = -1314856.785086 nChanged 3372 SP:Iteration 1F (17764.170000 sec): 3 clusters Score: Raw -1321103.759562 + Penalty 4478.888342 = -1316624.871221 nChanged 565 SP:Iteration 2F (17764.430000 sec): 3 clusters Score: Raw -1321359.990758 + Penalty 4478.888342 = -1316881.102416 nChanged 407 SP:Iteration 3Q (17764.650000 sec): 3 clusters Score: Raw -1321530.653758 + Penalty 4478.888342 = -1317051.765416 nChanged 317 SP:Iteration 4Q (17764.940000 sec): 3 clusters Score: Raw -1321655.986255 + Penalty 4478.888342 = -1317177.097914 nChanged 253 SP:Iteration 5Q (17765.130000 sec): 3 clusters Score: Raw -1321766.728956 + Penalty 4478.888342 = -1317287.840614 nChanged 256 SP:Iteration 6Q (17765.350000 sec): 3 clusters Score: Raw -1321882.566762 + Penalty 4478.888342 = -1317403.678420 nChanged 259 SP:Iteration 7Q (17765.610000 sec): 3 clusters Score: Raw -1322011.768806 + Penalty 4478.888342 = -1317532.880465 nChanged 263 SP:Iteration 8Q (17765.820000 sec): 3 clusters Score: Raw -1322146.562725 + Penalty 4478.888342 = -1317667.674383 nChanged 267 SP:Iteration 9Q (17766.090000 sec): 3 clusters Score: Raw -1322260.622234 + Penalty 4478.888342 = -1317781.733892 nChanged 229 SP:Iteration 10Q (17766.310000 sec): 3 clusters Score: Raw -1322371.468765 + Penalty 4478.888342 = -1317892.580424 nChanged 220 SP:Iteration 11Q (17766.590000 sec): 3 clusters Score: Raw -1322471.189170 + Penalty 4478.888342 = -1317992.300828 nChanged 190 SP:Iteration 12Q (17766.780000 sec): 3 clusters Score: Raw -1322563.256302 + Penalty 4478.888342 = -1318084.367960 nChanged 216 SP:Iteration 13Q (17766.980000 sec): 3 clusters Score: Raw -1322682.091534 + Penalty 4478.888342 = -1318203.203193 nChanged 231 SP:Iteration 14Q (17767.250000 sec): 3 clusters Score: Raw -1322839.306475 + Penalty 4478.888342 = -1318360.418134 nChanged 249 SP:Iteration 15Q (17767.420000 sec): 3 clusters Score: Raw -1323004.027978 + Penalty 4478.888342 = -1318525.139636 nChanged 252 SP:Iteration 16Q (17767.640000 sec): 3 clusters Score: Raw -1323190.124554 + Penalty 4478.888342 = -1318711.236213 nChanged 244 SP:Iteration 17Q (17767.880000 sec): 3 clusters Score: Raw -1323359.480241 + Penalty 4478.888342 = -1318880.591899 nChanged 221 SP:Iteration 18Q (17768.120000 sec): 3 clusters Score: Raw -1323516.016667 + Penalty 4478.888342 = -1319037.128325 nChanged 174 SP:Iteration 19Q (17768.340000 sec): 3 clusters Score: Raw -1323621.785266 + Penalty 4478.888342 = -1319142.896925 nChanged 140 SP:Iteration 20F (17768.510000 sec): 3 clusters Score: Raw -1323703.345669 + Penalty 4478.888342 = -1319224.457327 nChanged 108 SP:Iteration 21Q (17768.720000 sec): 3 clusters Score: Raw -1323771.683054 + Penalty 4478.888342 = -1319292.794713 nChanged 111 SP:Iteration 22Q (17768.970000 sec): 3 clusters Score: Raw -1323843.327333 + Penalty 4478.888342 = -1319364.438992 nChanged 99 SP:Iteration 23Q (17769.140000 sec): 3 clusters Score: Raw -1323912.958907 + Penalty 4478.888342 = -1319434.070565 nChanged 93 SP:Iteration 24Q (17769.370000 sec): 3 clusters Score: Raw -1323965.814326 + Penalty 4478.888342 = -1319486.925985 nChanged 71 SP:Iteration 25Q (17769.620000 sec): 3 clusters Score: Raw -1324000.487856 + Penalty 4478.888342 = -1319521.599514 nChanged 57 SP:Iteration 26Q (17769.820000 sec): 3 clusters Score: Raw -1324024.987212 + Penalty 4478.888342 = -1319546.098870 nChanged 35 SP:Iteration 27Q (17769.990000 sec): 3 clusters Score: Raw -1324041.491445 + Penalty 4478.888342 = -1319562.603103 nChanged 35 SP:Iteration 28Q (17770.260000 sec): 3 clusters Score: Raw -1324053.959221 + Penalty 4478.888342 = -1319575.070879 nChanged 26 SP:Iteration 29Q (17770.460000 sec): 3 clusters Score: Raw -1324063.039214 + Penalty 4478.888342 = -1319584.150872 nChanged 20 SP:Iteration 30Q (17770.680000 sec): 3 clusters Score: Raw -1324071.006296 + Penalty 4478.888342 = -1319592.117954 nChanged 21 SP:Iteration 31Q (17770.870000 sec): 3 clusters Score: Raw -1324077.366624 + Penalty 4478.888342 = -1319598.478282 nChanged 16 SP:Iteration 32Q (17771.100000 sec): 3 clusters Score: Raw -1324082.144771 + Penalty 4478.888342 = -1319603.256429 nChanged 9 SP:Iteration 33Q (17771.330000 sec): 3 clusters Score: Raw -1324085.390232 + Penalty 4478.888342 = -1319606.501891 nChanged 8 SP:Iteration 34Q (17771.520000 sec): 3 clusters Score: Raw -1324088.945985 + Penalty 4478.888342 = -1319610.057644 nChanged 7 SP:Iteration 35Q (17771.700000 sec): 3 clusters Score: Raw -1324090.764491 + Penalty 4478.888342 = -1319611.876150 nChanged 10 SP:Iteration 36Q (17771.910000 sec): 3 clusters Score: Raw -1324093.625610 + Penalty 4478.888342 = -1319614.737268 nChanged 9 SP:Iteration 37Q (17772.140000 sec): 3 clusters Score: Raw -1324096.496856 + Penalty 4478.888342 = -1319617.608514 nChanged 7 SP:Iteration 38Q (17772.350000 sec): 3 clusters Score: Raw -1324099.361301 + Penalty 4478.888342 = -1319620.472960 nChanged 10 SP:Iteration 39Q (17772.530000 sec): 3 clusters Score: Raw -1324103.034161 + Penalty 4478.888342 = -1319624.145819 nChanged 7 SP:Iteration 40F (17772.720000 sec): 3 clusters Score: Raw -1324104.626356 + Penalty 4478.888342 = -1319625.738014 nChanged 5 SP:Iteration 41Q (17772.960000 sec): 3 clusters Score: Raw -1324106.948994 + Penalty 4478.888342 = -1319628.060652 nChanged 3 SP:Iteration 42Q (17773.160000 sec): 3 clusters Score: Raw -1324108.163139 + Penalty 4478.888342 = -1319629.274798 nChanged 7 SP:Iteration 43Q (17773.370000 sec): 3 clusters Score: Raw -1324110.646404 + Penalty 4478.888342 = -1319631.758062 nChanged 8 SP:Iteration 44Q (17773.570000 sec): 3 clusters Score: Raw -1324113.170216 + Penalty 4478.888342 = -1319634.281874 nChanged 5 SP:Iteration 45Q (17773.830000 sec): 3 clusters Score: Raw -1324114.714762 + Penalty 4478.888342 = -1319635.826421 nChanged 4 SP:Iteration 46Q (17773.990000 sec): 3 clusters Score: Raw -1324115.639705 + Penalty 4478.888342 = -1319636.751364 nChanged 2 SP:Iteration 47Q (17774.210000 sec): 3 clusters Score: Raw -1324116.265820 + Penalty 4478.888342 = -1319637.377478 nChanged 5 SP:Iteration 48Q (17774.420000 sec): 3 clusters Score: Raw -1324118.915277 + Penalty 4478.888342 = -1319640.026936 nChanged 6 SP:Iteration 49Q (17774.650000 sec): 3 clusters Score: Raw -1324121.971733 + Penalty 4478.888342 = -1319643.083391 nChanged 7 SP:Iteration 50Q (17774.840000 sec): 3 clusters Score: Raw -1324124.114030 + Penalty 4478.888342 = -1319645.225688 nChanged 6 SP:Iteration 51Q (17775.060000 sec): 3 clusters Score: Raw -1324126.037786 + Penalty 4478.888342 = -1319647.149444 nChanged 5 SP:Iteration 52Q (17775.310000 sec): 3 clusters Score: Raw -1324127.455796 + Penalty 4478.888342 = -1319648.567454 nChanged 2 SP:Iteration 53Q (17775.530000 sec): 3 clusters Score: Raw -1324127.828502 + Penalty 4478.888342 = -1319648.940160 nChanged 0 SP:Iteration 54F (17775.800000 sec): 3 clusters Score: Raw -1324127.828502 + Penalty 4478.888342 = -1319648.940160 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17775.920000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17776.080000 sec): 3 clusters Score: Raw -45261.620547 + Penalty 2850.116783 = -42411.503765 nChanged 47 SP:Iteration 1F (17776.320000 sec): 3 clusters Score: Raw -45412.441644 + Penalty 2850.116783 = -42562.324862 nChanged 12 SP:Iteration 2Q (17776.530000 sec): 3 clusters Score: Raw -45445.522376 + Penalty 2850.116783 = -42595.405594 nChanged 4 SP:Iteration 3Q (17776.700000 sec): 3 clusters Score: Raw -45459.377997 + Penalty 2850.116783 = -42609.261214 nChanged 1 SP:Iteration 4Q (17776.900000 sec): 3 clusters Score: Raw -45460.761546 + Penalty 2850.116783 = -42610.644763 nChanged 0 SP:Iteration 5F (17777.060000 sec): 3 clusters Score: Raw -45460.761546 + Penalty 2850.116783 = -42610.644763 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17777.150000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17777.340000 sec): 3 clusters Score: Raw -46603.795090 + Penalty 2845.339860 = -43758.455231 nChanged 33 SP:Iteration 1F (17777.550000 sec): 3 clusters Score: Raw -46722.674275 + Penalty 2845.339860 = -43877.334416 nChanged 10 SP:Iteration 2Q (17777.690000 sec): 3 clusters Score: Raw -46762.186573 + Penalty 2845.339860 = -43916.846713 nChanged 4 SP:Iteration 3Q (17777.880000 sec): 3 clusters Score: Raw -46775.594993 + Penalty 2845.339860 = -43930.255134 nChanged 1 SP:Iteration 4Q (17778.020000 sec): 3 clusters Score: Raw -46780.092031 + Penalty 2845.339860 = -43934.752171 nChanged 1 SP:Iteration 5Q (17778.200000 sec): 3 clusters Score: Raw -46785.176475 + Penalty 2845.339860 = -43939.836615 nChanged 1 SP:Iteration 6Q (17778.360000 sec): 3 clusters Score: Raw -46791.413474 + Penalty 2845.339860 = -43946.073614 nChanged 0 SP:Iteration 7F (17778.580000 sec): 3 clusters Score: Raw -46791.413474 + Penalty 2845.339860 = -43946.073614 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17778.640000 sec): 2 clusters Score: Raw -22502.921479 + Penalty 1272.214881 = -21230.706597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17778.820000 sec): 3 clusters Score: Raw -22801.963917 + Penalty 2544.429763 = -20257.534154 nChanged 18 SP:Iteration 1F (17778.980000 sec): 3 clusters Score: Raw -22895.502148 + Penalty 2544.429763 = -20351.072385 nChanged 5 SP:Iteration 2Q (17779.160000 sec): 3 clusters Score: Raw -23183.587119 + Penalty 2544.429763 = -20639.157356 nChanged 5 SP:Iteration 3Q (17779.320000 sec): 3 clusters Score: Raw -23211.661914 + Penalty 2544.429763 = -20667.232151 nChanged 3 SP:Iteration 4Q (17779.510000 sec): 3 clusters Score: Raw -23227.467085 + Penalty 2544.429763 = -20683.037322 nChanged 0 SP:Iteration 5F (17779.680000 sec): 3 clusters Score: Raw -23227.467085 + Penalty 2544.429763 = -20683.037322 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17779.780000 sec): 2 clusters Score: Raw -33503.684450 + Penalty 1330.762052 = -32172.922399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17779.960000 sec): 3 clusters Score: Raw -33731.244740 + Penalty 2661.524103 = -31069.720636 nChanged 25 SP:Iteration 1F (17780.120000 sec): 3 clusters Score: Raw -33841.658322 + Penalty 2661.524103 = -31180.134219 nChanged 2 SP:Iteration 2Q (17780.260000 sec): 3 clusters Score: Raw -33849.123337 + Penalty 2661.524103 = -31187.599233 nChanged 2 SP:Iteration 3Q (17780.400000 sec): 3 clusters Score: Raw -33859.711741 + Penalty 2661.524103 = -31198.187637 nChanged 1 SP:Iteration 4Q (17780.580000 sec): 3 clusters Score: Raw -33862.684083 + Penalty 2661.524103 = -31201.159979 nChanged 1 SP:Iteration 5Q (17780.740000 sec): 3 clusters Score: Raw -33868.674400 + Penalty 2661.524103 = -31207.150297 nChanged 0 SP:Iteration 6F (17780.960000 sec): 3 clusters Score: Raw -33868.674400 + Penalty 2661.524103 = -31207.150297 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 65 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17781.020000 sec): 2 clusters Score: Raw -13360.796375 + Penalty 1134.528323 = -12226.268053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17781.240000 sec): 3 clusters Score: Raw -13706.439934 + Penalty 2269.056645 = -11437.383288 nChanged 2 SP:Iteration 1Q (17781.390000 sec): 3 clusters Score: Raw -13730.563079 + Penalty 2269.056645 = -11461.506434 nChanged 0 SP:Iteration 2F (17781.540000 sec): 3 clusters Score: Raw -13730.563079 + Penalty 2269.056645 = -11461.506434 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 66 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17781.670000 sec): 2 clusters Score: Raw -15322.041577 + Penalty 1181.019136 = -14141.022441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17781.810000 sec): 3 clusters Score: Raw -15607.771276 + Penalty 2362.038272 = -13245.733005 nChanged 4 SP:Iteration 1Q (17781.980000 sec): 3 clusters Score: Raw -15661.583729 + Penalty 2362.038272 = -13299.545457 nChanged 0 SP:Iteration 2F (17782.130000 sec): 3 clusters Score: Raw -15661.583729 + Penalty 2362.038272 = -13299.545457 nChanged 0 Deleting Class 39 (53 points): Lose 1209.293603 but Gain 3363.489561 Iteration 325F (17891.820000 sec): 68 clusters Score: Raw -120289314.410814 + Penalty 225353.800559 = -120063960.610255 nChanged 66 Iteration 326F (17995.660000 sec): 68 clusters Score: Raw -120289898.127898 + Penalty 225353.800559 = -120064544.327339 nChanged 14 Iteration 327Q (18037.160000 sec): 68 clusters Score: Raw -120289933.407082 + Penalty 225353.800559 = -120064579.606523 nChanged 8 Iteration 328Q (18079.620000 sec): 68 clusters Score: Raw -120289952.075350 + Penalty 225353.800559 = -120064598.274791 nChanged 6 Iteration 329Q (18125.960000 sec): 68 clusters Score: Raw -120289952.390393 + Penalty 225353.800559 = -120064598.589834 nChanged 6 Iteration 330Q (18167.870000 sec): 68 clusters Score: Raw -120289952.650461 + Penalty 225353.800559 = -120064598.849902 nChanged 1 Iteration 331Q (18210.330000 sec): 68 clusters Score: Raw -120289952.697120 + Penalty 225353.800559 = -120064598.896561 nChanged 0 Iteration 332F (18316.320000 sec): 68 clusters Score: Raw -120289952.697120 + Penalty 225353.800559 = -120064598.896561 nChanged 0 Compute initial score before splitting: Score: Raw -120289952.697120 + Penalty 225353.800559 = -120064598.896561 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18317.580000 sec): 2 clusters Score: Raw -39099163.674107 + Penalty 3079.960148 = -39096083.713959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18319.110000 sec): 3 clusters Score: Raw -38936152.556427 + Penalty 6159.920295 = -38929992.636132 nChanged 119705 SP:Iteration 1F (18320.530000 sec): 3 clusters Score: Raw -39006071.415798 + Penalty 6159.920295 = -38999911.495502 nChanged 6326 SP:Iteration 2Q (18322.010000 sec): 3 clusters Score: Raw -39007241.838336 + Penalty 6159.920295 = -39001081.918041 nChanged 6812 SP:Iteration 3Q (18323.530000 sec): 3 clusters Score: Raw -39008721.383636 + Penalty 6159.920295 = -39002561.463341 nChanged 7656 SP:Iteration 4Q (18325.100000 sec): 3 clusters Score: Raw -39010782.660174 + Penalty 6159.920295 = -39004622.739878 nChanged 9220 SP:Iteration 5Q (18326.740000 sec): 3 clusters Score: Raw -39014029.951782 + Penalty 6159.920295 = -39007870.031487 nChanged 11660 SP:Iteration 6Q (18328.270000 sec): 3 clusters Score: Raw -39019470.971230 + Penalty 6159.920295 = -39013311.050935 nChanged 15077 SP:Iteration 7F (18329.710000 sec): 3 clusters Score: Raw -39028659.219199 + Penalty 6159.920295 = -39022499.298904 nChanged 18657 SP:Iteration 8F (18331.140000 sec): 3 clusters Score: Raw -39043011.790268 + Penalty 6159.920295 = -39036851.869973 nChanged 20532 SP:Iteration 9F (18332.600000 sec): 3 clusters Score: Raw -39061479.118904 + Penalty 6159.920295 = -39055319.198609 nChanged 18188 SP:Iteration 10F (18334.170000 sec): 3 clusters Score: Raw -39078989.118971 + Penalty 6159.920295 = -39072829.198676 nChanged 11934 SP:Iteration 11Q (18336.220000 sec): 3 clusters Score: Raw -39090240.389637 + Penalty 6159.920295 = -39084080.469341 nChanged 6146 SP:Iteration 12Q (18338.120000 sec): 3 clusters Score: Raw -39095609.424608 + Penalty 6159.920295 = -39089449.504313 nChanged 2804 SP:Iteration 13Q (18339.480000 sec): 3 clusters Score: Raw -39097848.156582 + Penalty 6159.920295 = -39091688.236287 nChanged 1222 SP:Iteration 14Q (18340.790000 sec): 3 clusters Score: Raw -39098748.509001 + Penalty 6159.920295 = -39092588.588706 nChanged 534 SP:Iteration 15Q (18342.230000 sec): 3 clusters Score: Raw -39099152.618935 + Penalty 6159.920295 = -39092992.698639 nChanged 256 SP:Iteration 16Q (18343.420000 sec): 3 clusters Score: Raw -39099349.998356 + Penalty 6159.920295 = -39093190.078061 nChanged 128 SP:Iteration 17Q (18344.620000 sec): 3 clusters Score: Raw -39099463.389910 + Penalty 6159.920295 = -39093303.469615 nChanged 86 SP:Iteration 18Q (18345.890000 sec): 3 clusters Score: Raw -39099537.838602 + Penalty 6159.920295 = -39093377.918307 nChanged 49 SP:Iteration 19Q (18347.020000 sec): 3 clusters Score: Raw -39099577.396361 + Penalty 6159.920295 = -39093417.476066 nChanged 27 SP:Iteration 20F (18348.330000 sec): 3 clusters Score: Raw -39099603.272480 + Penalty 6159.920295 = -39093443.352185 nChanged 28 SP:Iteration 21Q (18349.430000 sec): 3 clusters Score: Raw -39099628.948124 + Penalty 6159.920295 = -39093469.027829 nChanged 17 SP:Iteration 22Q (18350.580000 sec): 3 clusters Score: Raw -39099643.509968 + Penalty 6159.920295 = -39093483.589672 nChanged 14 SP:Iteration 23Q (18351.800000 sec): 3 clusters Score: Raw -39099656.873938 + Penalty 6159.920295 = -39093496.953642 nChanged 13 SP:Iteration 24Q (18352.960000 sec): 3 clusters Score: Raw -39099671.675840 + Penalty 6159.920295 = -39093511.755545 nChanged 10 SP:Iteration 25Q (18354.150000 sec): 3 clusters Score: Raw -39099680.332762 + Penalty 6159.920295 = -39093520.412467 nChanged 9 SP:Iteration 26Q (18355.280000 sec): 3 clusters Score: Raw -39099688.313044 + Penalty 6159.920295 = -39093528.392749 nChanged 10 SP:Iteration 27Q (18356.530000 sec): 3 clusters Score: Raw -39099696.873047 + Penalty 6159.920295 = -39093536.952752 nChanged 12 SP:Iteration 28Q (18357.800000 sec): 3 clusters Score: Raw -39099705.465144 + Penalty 6159.920295 = -39093545.544849 nChanged 12 SP:Iteration 29Q (18359.050000 sec): 3 clusters Score: Raw -39099713.487537 + Penalty 6159.920295 = -39093553.567242 nChanged 7 SP:Iteration 30Q (18360.160000 sec): 3 clusters Score: Raw -39099721.128062 + Penalty 6159.920295 = -39093561.207767 nChanged 7 SP:Iteration 31Q (18361.530000 sec): 3 clusters Score: Raw -39099727.782480 + Penalty 6159.920295 = -39093567.862185 nChanged 8 SP:Iteration 32Q (18362.850000 sec): 3 clusters Score: Raw -39099734.049661 + Penalty 6159.920295 = -39093574.129366 nChanged 4 SP:Iteration 33Q (18363.970000 sec): 3 clusters Score: Raw -39099738.816947 + Penalty 6159.920295 = -39093578.896652 nChanged 1 SP:Iteration 34Q (18365.260000 sec): 3 clusters Score: Raw -39099739.784628 + Penalty 6159.920295 = -39093579.864333 nChanged 1 SP:Iteration 35Q (18366.590000 sec): 3 clusters Score: Raw -39099740.364298 + Penalty 6159.920295 = -39093580.444003 nChanged 1 SP:Iteration 36Q (18367.780000 sec): 3 clusters Score: Raw -39099740.705307 + Penalty 6159.920295 = -39093580.785011 nChanged 0 SP:Iteration 37F (18369.210000 sec): 3 clusters Score: Raw -39099744.596800 + Penalty 6159.920295 = -39093584.676505 nChanged 2 SP:Iteration 38Q (18370.630000 sec): 3 clusters Score: Raw -39099747.484270 + Penalty 6159.920295 = -39093587.563975 nChanged 2 SP:Iteration 39Q (18372.030000 sec): 3 clusters Score: Raw -39099748.947645 + Penalty 6159.920295 = -39093589.027350 nChanged 1 SP:Iteration 40F (18373.480000 sec): 3 clusters Score: Raw -39099749.754282 + Penalty 6159.920295 = -39093589.833987 nChanged 2 SP:Iteration 41Q (18374.790000 sec): 3 clusters Score: Raw -39099750.807688 + Penalty 6159.920295 = -39093590.887392 nChanged 2 SP:Iteration 42Q (18375.930000 sec): 3 clusters Score: Raw -39099753.839535 + Penalty 6159.920295 = -39093593.919240 nChanged 2 SP:Iteration 43Q (18377.170000 sec): 3 clusters Score: Raw -39099755.265951 + Penalty 6159.920295 = -39093595.345656 nChanged 2 SP:Iteration 44Q (18378.440000 sec): 3 clusters Score: Raw -39099756.875657 + Penalty 6159.920295 = -39093596.955362 nChanged 2 SP:Iteration 45Q (18379.690000 sec): 3 clusters Score: Raw -39099758.389803 + Penalty 6159.920295 = -39093598.469508 nChanged 1 SP:Iteration 46Q (18380.890000 sec): 3 clusters Score: Raw -39099759.019607 + Penalty 6159.920295 = -39093599.099312 nChanged 1 SP:Iteration 47Q (18382.170000 sec): 3 clusters Score: Raw -39099759.557983 + Penalty 6159.920295 = -39093599.637687 nChanged 0 SP:Iteration 48F (18383.720000 sec): 3 clusters Score: Raw -39099759.557983 + Penalty 6159.920295 = -39093599.637687 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18383.970000 sec): 2 clusters Score: Raw -1952782.391346 + Penalty 2346.622622 = -1950435.768724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18384.190000 sec): 3 clusters Score: Raw -1945720.434105 + Penalty 4693.245244 = -1941027.188861 nChanged 5436 SP:Iteration 1F (18384.470000 sec): 3 clusters Score: Raw -1948876.201968 + Penalty 4693.245244 = -1944182.956724 nChanged 1022 SP:Iteration 2F (18384.770000 sec): 3 clusters Score: Raw -1949755.094577 + Penalty 4693.245244 = -1945061.849333 nChanged 1047 SP:Iteration 3F (18385.030000 sec): 3 clusters Score: Raw -1950778.538001 + Penalty 4693.245244 = -1946085.292758 nChanged 1004 SP:Iteration 4F (18385.270000 sec): 3 clusters Score: Raw -1951730.464849 + Penalty 4693.245244 = -1947037.219606 nChanged 936 SP:Iteration 5F (18385.520000 sec): 3 clusters Score: Raw -1952469.021474 + Penalty 4693.245244 = -1947775.776231 nChanged 741 SP:Iteration 6F (18385.750000 sec): 3 clusters Score: Raw -1952946.124051 + Penalty 4693.245244 = -1948252.878807 nChanged 527 SP:Iteration 7Q (18385.940000 sec): 3 clusters Score: Raw -1953224.760157 + Penalty 4693.245244 = -1948531.514914 nChanged 345 SP:Iteration 8Q (18386.210000 sec): 3 clusters Score: Raw -1953350.165156 + Penalty 4693.245244 = -1948656.919912 nChanged 224 SP:Iteration 9Q (18386.410000 sec): 3 clusters Score: Raw -1953415.850099 + Penalty 4693.245244 = -1948722.604856 nChanged 152 SP:Iteration 10Q (18386.660000 sec): 3 clusters Score: Raw -1953450.646773 + Penalty 4693.245244 = -1948757.401529 nChanged 106 SP:Iteration 11Q (18386.900000 sec): 3 clusters Score: Raw -1953474.051383 + Penalty 4693.245244 = -1948780.806139 nChanged 75 SP:Iteration 12Q (18387.180000 sec): 3 clusters Score: Raw -1953487.074669 + Penalty 4693.245244 = -1948793.829425 nChanged 56 SP:Iteration 13Q (18387.390000 sec): 3 clusters Score: Raw -1953499.631619 + Penalty 4693.245244 = -1948806.386375 nChanged 63 SP:Iteration 14Q (18387.680000 sec): 3 clusters Score: Raw -1953512.443333 + Penalty 4693.245244 = -1948819.198090 nChanged 54 SP:Iteration 15Q (18387.890000 sec): 3 clusters Score: Raw -1953522.327952 + Penalty 4693.245244 = -1948829.082708 nChanged 54 SP:Iteration 16Q (18388.140000 sec): 3 clusters Score: Raw -1953534.186654 + Penalty 4693.245244 = -1948840.941410 nChanged 52 SP:Iteration 17Q (18388.410000 sec): 3 clusters Score: Raw -1953544.191228 + Penalty 4693.245244 = -1948850.945984 nChanged 54 SP:Iteration 18Q (18388.680000 sec): 3 clusters Score: Raw -1953553.950774 + Penalty 4693.245244 = -1948860.705530 nChanged 44 SP:Iteration 19Q (18388.930000 sec): 3 clusters Score: Raw -1953560.276086 + Penalty 4693.245244 = -1948867.030842 nChanged 31 SP:Iteration 20F (18389.180000 sec): 3 clusters Score: Raw -1953564.818888 + Penalty 4693.245244 = -1948871.573645 nChanged 29 SP:Iteration 21Q (18389.470000 sec): 3 clusters Score: Raw -1953569.053768 + Penalty 4693.245244 = -1948875.808524 nChanged 30 SP:Iteration 22Q (18389.700000 sec): 3 clusters Score: Raw -1953573.903356 + Penalty 4693.245244 = -1948880.658112 nChanged 34 SP:Iteration 23Q (18389.960000 sec): 3 clusters Score: Raw -1953579.469263 + Penalty 4693.245244 = -1948886.224019 nChanged 34 SP:Iteration 24Q (18390.240000 sec): 3 clusters Score: Raw -1953584.827076 + Penalty 4693.245244 = -1948891.581833 nChanged 34 SP:Iteration 25Q (18390.500000 sec): 3 clusters Score: Raw -1953590.439084 + Penalty 4693.245244 = -1948897.193840 nChanged 39 SP:Iteration 26Q (18390.730000 sec): 3 clusters Score: Raw -1953597.940845 + Penalty 4693.245244 = -1948904.695602 nChanged 45 SP:Iteration 27Q (18391.000000 sec): 3 clusters Score: Raw -1953605.778874 + Penalty 4693.245244 = -1948912.533631 nChanged 38 SP:Iteration 28Q (18391.230000 sec): 3 clusters Score: Raw -1953610.919562 + Penalty 4693.245244 = -1948917.674318 nChanged 32 SP:Iteration 29Q (18391.480000 sec): 3 clusters Score: Raw -1953616.312545 + Penalty 4693.245244 = -1948923.067301 nChanged 42 SP:Iteration 30Q (18391.740000 sec): 3 clusters Score: Raw -1953623.140561 + Penalty 4693.245244 = -1948929.895317 nChanged 38 SP:Iteration 31Q (18392.020000 sec): 3 clusters Score: Raw -1953629.684403 + Penalty 4693.245244 = -1948936.439159 nChanged 39 SP:Iteration 32Q (18392.270000 sec): 3 clusters Score: Raw -1953636.628564 + Penalty 4693.245244 = -1948943.383320 nChanged 41 SP:Iteration 33Q (18392.550000 sec): 3 clusters Score: Raw -1953644.391385 + Penalty 4693.245244 = -1948951.146141 nChanged 45 SP:Iteration 34Q (18392.840000 sec): 3 clusters Score: Raw -1953652.266339 + Penalty 4693.245244 = -1948959.021095 nChanged 45 SP:Iteration 35Q (18393.080000 sec): 3 clusters Score: Raw -1953660.275893 + Penalty 4693.245244 = -1948967.030649 nChanged 40 SP:Iteration 36Q (18393.430000 sec): 3 clusters Score: Raw -1953668.087006 + Penalty 4693.245244 = -1948974.841762 nChanged 44 SP:Iteration 37Q (18393.700000 sec): 3 clusters Score: Raw -1953676.019175 + Penalty 4693.245244 = -1948982.773931 nChanged 44 SP:Iteration 38Q (18393.980000 sec): 3 clusters Score: Raw -1953684.089575 + Penalty 4693.245244 = -1948990.844331 nChanged 55 SP:Iteration 39Q (18394.290000 sec): 3 clusters Score: Raw -1953695.041346 + Penalty 4693.245244 = -1949001.796102 nChanged 53 SP:Iteration 40F (18394.540000 sec): 3 clusters Score: Raw -1953704.404250 + Penalty 4693.245244 = -1949011.159006 nChanged 59 SP:Iteration 41Q (18394.790000 sec): 3 clusters Score: Raw -1953714.599618 + Penalty 4693.245244 = -1949021.354375 nChanged 47 SP:Iteration 42Q (18395.070000 sec): 3 clusters Score: Raw -1953723.454457 + Penalty 4693.245244 = -1949030.209213 nChanged 59 SP:Iteration 43Q (18395.290000 sec): 3 clusters Score: Raw -1953734.192218 + Penalty 4693.245244 = -1949040.946974 nChanged 51 SP:Iteration 44Q (18395.510000 sec): 3 clusters Score: Raw -1953744.320049 + Penalty 4693.245244 = -1949051.074805 nChanged 47 SP:Iteration 45Q (18395.790000 sec): 3 clusters Score: Raw -1953751.849566 + Penalty 4693.245244 = -1949058.604322 nChanged 38 SP:Iteration 46Q (18396.010000 sec): 3 clusters Score: Raw -1953757.753588 + Penalty 4693.245244 = -1949064.508344 nChanged 34 SP:Iteration 47Q (18396.340000 sec): 3 clusters Score: Raw -1953763.313399 + Penalty 4693.245244 = -1949070.068155 nChanged 26 SP:Iteration 48Q (18396.580000 sec): 3 clusters Score: Raw -1953767.124165 + Penalty 4693.245244 = -1949073.878921 nChanged 28 SP:Iteration 49Q (18396.770000 sec): 3 clusters Score: Raw -1953771.811780 + Penalty 4693.245244 = -1949078.566537 nChanged 38 SP:Iteration 50Q (18397.040000 sec): 3 clusters Score: Raw -1953778.073283 + Penalty 4693.245244 = -1949084.828039 nChanged 36 SP:Iteration 51Q (18397.310000 sec): 3 clusters Score: Raw -1953783.347813 + Penalty 4693.245244 = -1949090.102569 nChanged 40 SP:Iteration 52Q (18397.550000 sec): 3 clusters Score: Raw -1953789.788588 + Penalty 4693.245244 = -1949096.543345 nChanged 48 SP:Iteration 53Q (18397.780000 sec): 3 clusters Score: Raw -1953797.774250 + Penalty 4693.245244 = -1949104.529006 nChanged 39 SP:Iteration 54Q (18397.980000 sec): 3 clusters Score: Raw -1953803.654143 + Penalty 4693.245244 = -1949110.408900 nChanged 34 SP:Iteration 55Q (18398.300000 sec): 3 clusters Score: Raw -1953808.950957 + Penalty 4693.245244 = -1949115.705713 nChanged 40 SP:Iteration 56Q (18398.590000 sec): 3 clusters Score: Raw -1953814.611389 + Penalty 4693.245244 = -1949121.366145 nChanged 31 SP:Iteration 57Q (18398.860000 sec): 3 clusters Score: Raw -1953819.217097 + Penalty 4693.245244 = -1949125.971853 nChanged 34 SP:Iteration 58Q (18399.120000 sec): 3 clusters Score: Raw -1953824.732443 + Penalty 4693.245244 = -1949131.487199 nChanged 36 SP:Iteration 59Q (18399.370000 sec): 3 clusters Score: Raw -1953830.908294 + Penalty 4693.245244 = -1949137.663050 nChanged 29 SP:Iteration 60F (18399.660000 sec): 3 clusters Score: Raw -1953835.321659 + Penalty 4693.245244 = -1949142.076416 nChanged 24 SP:Iteration 61Q (18399.880000 sec): 3 clusters Score: Raw -1953838.008553 + Penalty 4693.245244 = -1949144.763309 nChanged 18 SP:Iteration 62Q (18400.180000 sec): 3 clusters Score: Raw -1953839.685505 + Penalty 4693.245244 = -1949146.440261 nChanged 18 SP:Iteration 63Q (18400.420000 sec): 3 clusters Score: Raw -1953842.093391 + Penalty 4693.245244 = -1949148.848147 nChanged 17 SP:Iteration 64Q (18400.720000 sec): 3 clusters Score: Raw -1953845.055134 + Penalty 4693.245244 = -1949151.809890 nChanged 20 SP:Iteration 65Q (18400.970000 sec): 3 clusters Score: Raw -1953847.571472 + Penalty 4693.245244 = -1949154.326229 nChanged 19 SP:Iteration 66Q (18401.220000 sec): 3 clusters Score: Raw -1953849.926999 + Penalty 4693.245244 = -1949156.681755 nChanged 20 SP:Iteration 67Q (18401.540000 sec): 3 clusters Score: Raw -1953853.393005 + Penalty 4693.245244 = -1949160.147761 nChanged 29 SP:Iteration 68Q (18401.780000 sec): 3 clusters Score: Raw -1953859.095592 + Penalty 4693.245244 = -1949165.850349 nChanged 28 SP:Iteration 69Q (18402.020000 sec): 3 clusters Score: Raw -1953864.503398 + Penalty 4693.245244 = -1949171.258154 nChanged 30 SP:Iteration 70Q (18402.260000 sec): 3 clusters Score: Raw -1953869.317286 + Penalty 4693.245244 = -1949176.072042 nChanged 32 SP:Iteration 71Q (18402.550000 sec): 3 clusters Score: Raw -1953876.446404 + Penalty 4693.245244 = -1949183.201161 nChanged 38 SP:Iteration 72Q (18402.790000 sec): 3 clusters Score: Raw -1953882.761670 + Penalty 4693.245244 = -1949189.516427 nChanged 33 SP:Iteration 73Q (18403.000000 sec): 3 clusters Score: Raw -1953888.527138 + Penalty 4693.245244 = -1949195.281894 nChanged 37 SP:Iteration 74Q (18403.250000 sec): 3 clusters Score: Raw -1953895.291847 + Penalty 4693.245244 = -1949202.046604 nChanged 43 SP:Iteration 75Q (18403.520000 sec): 3 clusters Score: Raw -1953902.604789 + Penalty 4693.245244 = -1949209.359545 nChanged 38 SP:Iteration 76Q (18403.820000 sec): 3 clusters Score: Raw -1953908.643025 + Penalty 4693.245244 = -1949215.397781 nChanged 38 SP:Iteration 77Q (18404.090000 sec): 3 clusters Score: Raw -1953915.319003 + Penalty 4693.245244 = -1949222.073759 nChanged 32 SP:Iteration 78Q (18404.350000 sec): 3 clusters Score: Raw -1953921.643903 + Penalty 4693.245244 = -1949228.398659 nChanged 41 SP:Iteration 79Q (18404.600000 sec): 3 clusters Score: Raw -1953928.523486 + Penalty 4693.245244 = -1949235.278242 nChanged 35 SP:Iteration 80F (18404.880000 sec): 3 clusters Score: Raw -1953936.130536 + Penalty 4693.245244 = -1949242.885292 nChanged 41 SP:Iteration 81Q (18405.140000 sec): 3 clusters Score: Raw -1953946.752182 + Penalty 4693.245244 = -1949253.506938 nChanged 49 SP:Iteration 82Q (18405.420000 sec): 3 clusters Score: Raw -1953956.950132 + Penalty 4693.245244 = -1949263.704888 nChanged 58 SP:Iteration 83Q (18405.680000 sec): 3 clusters Score: Raw -1953968.802454 + Penalty 4693.245244 = -1949275.557210 nChanged 48 SP:Iteration 84Q (18405.990000 sec): 3 clusters Score: Raw -1953977.747766 + Penalty 4693.245244 = -1949284.502523 nChanged 48 SP:Iteration 85Q (18406.240000 sec): 3 clusters Score: Raw -1953987.842227 + Penalty 4693.245244 = -1949294.596983 nChanged 51 SP:Iteration 86Q (18406.480000 sec): 3 clusters Score: Raw -1953999.457097 + Penalty 4693.245244 = -1949306.211853 nChanged 50 SP:Iteration 87Q (18406.700000 sec): 3 clusters Score: Raw -1954009.473535 + Penalty 4693.245244 = -1949316.228291 nChanged 48 SP:Iteration 88Q (18406.980000 sec): 3 clusters Score: Raw -1954020.882511 + Penalty 4693.245244 = -1949327.637267 nChanged 52 SP:Iteration 89Q (18407.200000 sec): 3 clusters Score: Raw -1954033.657120 + Penalty 4693.245244 = -1949340.411876 nChanged 53 SP:Iteration 90Q (18407.500000 sec): 3 clusters Score: Raw -1954046.316423 + Penalty 4693.245244 = -1949353.071179 nChanged 57 SP:Iteration 91Q (18407.730000 sec): 3 clusters Score: Raw -1954061.454759 + Penalty 4693.245244 = -1949368.209515 nChanged 61 SP:Iteration 92Q (18408.020000 sec): 3 clusters Score: Raw -1954074.392384 + Penalty 4693.245244 = -1949381.147141 nChanged 45 SP:Iteration 93Q (18408.290000 sec): 3 clusters Score: Raw -1954084.680053 + Penalty 4693.245244 = -1949391.434809 nChanged 40 SP:Iteration 94Q (18408.510000 sec): 3 clusters Score: Raw -1954094.885793 + Penalty 4693.245244 = -1949401.640549 nChanged 47 SP:Iteration 95Q (18408.760000 sec): 3 clusters Score: Raw -1954107.711092 + Penalty 4693.245244 = -1949414.465848 nChanged 48 SP:Iteration 96Q (18408.990000 sec): 3 clusters Score: Raw -1954120.207779 + Penalty 4693.245244 = -1949426.962536 nChanged 55 SP:Iteration 97Q (18409.260000 sec): 3 clusters Score: Raw -1954137.239417 + Penalty 4693.245244 = -1949443.994173 nChanged 62 SP:Iteration 98Q (18409.510000 sec): 3 clusters Score: Raw -1954155.165999 + Penalty 4693.245244 = -1949461.920755 nChanged 49 SP:Iteration 99Q (18409.720000 sec): 3 clusters Score: Raw -1954167.045186 + Penalty 4693.245244 = -1949473.799942 nChanged 46 SP:Iteration 100F (18410.000000 sec): 3 clusters Score: Raw -1954178.673409 + Penalty 4693.245244 = -1949485.428165 nChanged 52 SP:Iteration 101Q (18410.280000 sec): 3 clusters Score: Raw -1954190.237355 + Penalty 4693.245244 = -1949496.992111 nChanged 42 SP:Iteration 102Q (18410.570000 sec): 3 clusters Score: Raw -1954200.655862 + Penalty 4693.245244 = -1949507.410618 nChanged 38 SP:Iteration 103Q (18410.810000 sec): 3 clusters Score: Raw -1954208.052750 + Penalty 4693.245244 = -1949514.807507 nChanged 36 SP:Iteration 104Q (18411.030000 sec): 3 clusters Score: Raw -1954215.537865 + Penalty 4693.245244 = -1949522.292621 nChanged 44 SP:Iteration 105Q (18411.230000 sec): 3 clusters Score: Raw -1954227.597395 + Penalty 4693.245244 = -1949534.352151 nChanged 49 SP:Iteration 106Q (18411.470000 sec): 3 clusters Score: Raw -1954241.086657 + Penalty 4693.245244 = -1949547.841414 nChanged 43 SP:Iteration 107Q (18411.680000 sec): 3 clusters Score: Raw -1954251.659955 + Penalty 4693.245244 = -1949558.414711 nChanged 36 SP:Iteration 108Q (18411.950000 sec): 3 clusters Score: Raw -1954258.884837 + Penalty 4693.245244 = -1949565.639593 nChanged 37 SP:Iteration 109Q (18412.170000 sec): 3 clusters Score: Raw -1954266.312163 + Penalty 4693.245244 = -1949573.066920 nChanged 25 SP:Iteration 110Q (18412.380000 sec): 3 clusters Score: Raw -1954270.013567 + Penalty 4693.245244 = -1949576.768324 nChanged 20 SP:Iteration 111Q (18412.670000 sec): 3 clusters Score: Raw -1954273.469786 + Penalty 4693.245244 = -1949580.224542 nChanged 16 SP:Iteration 112Q (18412.920000 sec): 3 clusters Score: Raw -1954277.436894 + Penalty 4693.245244 = -1949584.191651 nChanged 20 SP:Iteration 113Q (18413.150000 sec): 3 clusters Score: Raw -1954281.507762 + Penalty 4693.245244 = -1949588.262519 nChanged 21 SP:Iteration 114Q (18413.430000 sec): 3 clusters Score: Raw -1954285.495087 + Penalty 4693.245244 = -1949592.249843 nChanged 19 SP:Iteration 115Q (18413.680000 sec): 3 clusters Score: Raw -1954288.904270 + Penalty 4693.245244 = -1949595.659027 nChanged 18 SP:Iteration 116Q (18413.890000 sec): 3 clusters Score: Raw -1954292.644840 + Penalty 4693.245244 = -1949599.399596 nChanged 28 SP:Iteration 117Q (18414.130000 sec): 3 clusters Score: Raw -1954299.015247 + Penalty 4693.245244 = -1949605.770003 nChanged 38 SP:Iteration 118Q (18414.350000 sec): 3 clusters Score: Raw -1954308.155221 + Penalty 4693.245244 = -1949614.909977 nChanged 35 SP:Iteration 119Q (18414.640000 sec): 3 clusters Score: Raw -1954317.708524 + Penalty 4693.245244 = -1949624.463281 nChanged 32 SP:Iteration 120F (18414.870000 sec): 3 clusters Score: Raw -1954325.331461 + Penalty 4693.245244 = -1949632.086217 nChanged 30 SP:Iteration 121Q (18415.120000 sec): 3 clusters Score: Raw -1954334.273121 + Penalty 4693.245244 = -1949641.027877 nChanged 27 SP:Iteration 122Q (18415.360000 sec): 3 clusters Score: Raw -1954340.647160 + Penalty 4693.245244 = -1949647.401917 nChanged 20 SP:Iteration 123Q (18415.610000 sec): 3 clusters Score: Raw -1954345.291628 + Penalty 4693.245244 = -1949652.046385 nChanged 25 SP:Iteration 124Q (18415.890000 sec): 3 clusters Score: Raw -1954352.936976 + Penalty 4693.245244 = -1949659.691733 nChanged 28 SP:Iteration 125Q (18416.150000 sec): 3 clusters Score: Raw -1954360.207862 + Penalty 4693.245244 = -1949666.962619 nChanged 29 SP:Iteration 126Q (18416.410000 sec): 3 clusters Score: Raw -1954367.058548 + Penalty 4693.245244 = -1949673.813304 nChanged 25 SP:Iteration 127Q (18416.710000 sec): 3 clusters Score: Raw -1954371.391644 + Penalty 4693.245244 = -1949678.146400 nChanged 16 SP:Iteration 128Q (18417.010000 sec): 3 clusters Score: Raw -1954374.084587 + Penalty 4693.245244 = -1949680.839343 nChanged 17 SP:Iteration 129Q (18417.330000 sec): 3 clusters Score: Raw -1954377.134503 + Penalty 4693.245244 = -1949683.889259 nChanged 13 SP:Iteration 130Q (18417.600000 sec): 3 clusters Score: Raw -1954379.393384 + Penalty 4693.245244 = -1949686.148141 nChanged 10 SP:Iteration 131Q (18417.880000 sec): 3 clusters Score: Raw -1954381.041829 + Penalty 4693.245244 = -1949687.796585 nChanged 13 SP:Iteration 132Q (18418.090000 sec): 3 clusters Score: Raw -1954383.297766 + Penalty 4693.245244 = -1949690.052522 nChanged 18 SP:Iteration 133Q (18418.330000 sec): 3 clusters Score: Raw -1954387.636678 + Penalty 4693.245244 = -1949694.391434 nChanged 14 SP:Iteration 134Q (18418.580000 sec): 3 clusters Score: Raw -1954392.493428 + Penalty 4693.245244 = -1949699.248185 nChanged 22 SP:Iteration 135Q (18418.830000 sec): 3 clusters Score: Raw -1954401.640593 + Penalty 4693.245244 = -1949708.395349 nChanged 27 SP:Iteration 136Q (18419.100000 sec): 3 clusters Score: Raw -1954409.845260 + Penalty 4693.245244 = -1949716.600016 nChanged 16 SP:Iteration 137Q (18419.320000 sec): 3 clusters Score: Raw -1954416.983980 + Penalty 4693.245244 = -1949723.738736 nChanged 26 SP:Iteration 138Q (18419.550000 sec): 3 clusters Score: Raw -1954429.137476 + Penalty 4693.245244 = -1949735.892232 nChanged 25 SP:Iteration 139Q (18419.800000 sec): 3 clusters Score: Raw -1954443.251885 + Penalty 4693.245244 = -1949750.006641 nChanged 34 SP:Iteration 140F (18420.030000 sec): 3 clusters Score: Raw -1954459.819859 + Penalty 4693.245244 = -1949766.574615 nChanged 42 SP:Iteration 141Q (18420.250000 sec): 3 clusters Score: Raw -1954479.774893 + Penalty 4693.245244 = -1949786.529649 nChanged 36 SP:Iteration 142Q (18420.500000 sec): 3 clusters Score: Raw -1954495.169206 + Penalty 4693.245244 = -1949801.923963 nChanged 37 SP:Iteration 143Q (18420.780000 sec): 3 clusters Score: Raw -1954510.785547 + Penalty 4693.245244 = -1949817.540304 nChanged 35 SP:Iteration 144Q (18421.070000 sec): 3 clusters Score: Raw -1954523.620466 + Penalty 4693.245244 = -1949830.375222 nChanged 31 SP:Iteration 145Q (18421.320000 sec): 3 clusters Score: Raw -1954535.381152 + Penalty 4693.245244 = -1949842.135908 nChanged 32 SP:Iteration 146Q (18421.590000 sec): 3 clusters Score: Raw -1954548.849670 + Penalty 4693.245244 = -1949855.604426 nChanged 33 SP:Iteration 147Q (18421.800000 sec): 3 clusters Score: Raw -1954561.761209 + Penalty 4693.245244 = -1949868.515965 nChanged 35 SP:Iteration 148Q (18422.060000 sec): 3 clusters Score: Raw -1954571.870168 + Penalty 4693.245244 = -1949878.624924 nChanged 25 SP:Iteration 149Q (18422.310000 sec): 3 clusters Score: Raw -1954579.314792 + Penalty 4693.245244 = -1949886.069549 nChanged 28 SP:Iteration 150Q (18422.560000 sec): 3 clusters Score: Raw -1954589.120071 + Penalty 4693.245244 = -1949895.874827 nChanged 18 SP:Iteration 151Q (18422.840000 sec): 3 clusters Score: Raw -1954593.025288 + Penalty 4693.245244 = -1949899.780044 nChanged 8 SP:Iteration 152Q (18423.070000 sec): 3 clusters Score: Raw -1954594.913532 + Penalty 4693.245244 = -1949901.668288 nChanged 9 SP:Iteration 153Q (18423.330000 sec): 3 clusters Score: Raw -1954597.419105 + Penalty 4693.245244 = -1949904.173861 nChanged 6 SP:Iteration 154Q (18423.570000 sec): 3 clusters Score: Raw -1954601.365662 + Penalty 4693.245244 = -1949908.120418 nChanged 12 SP:Iteration 155Q (18423.790000 sec): 3 clusters Score: Raw -1954605.464910 + Penalty 4693.245244 = -1949912.219666 nChanged 7 SP:Iteration 156Q (18424.050000 sec): 3 clusters Score: Raw -1954607.837613 + Penalty 4693.245244 = -1949914.592369 nChanged 10 SP:Iteration 157Q (18424.310000 sec): 3 clusters Score: Raw -1954610.907875 + Penalty 4693.245244 = -1949917.662631 nChanged 12 SP:Iteration 158Q (18424.550000 sec): 3 clusters Score: Raw -1954612.970420 + Penalty 4693.245244 = -1949919.725176 nChanged 11 SP:Iteration 159Q (18424.760000 sec): 3 clusters Score: Raw -1954614.890294 + Penalty 4693.245244 = -1949921.645050 nChanged 8 SP:Iteration 160F (18425.030000 sec): 3 clusters Score: Raw -1954616.159708 + Penalty 4693.245244 = -1949922.914465 nChanged 2 SP:Iteration 161Q (18425.240000 sec): 3 clusters Score: Raw -1954616.785279 + Penalty 4693.245244 = -1949923.540035 nChanged 1 SP:Iteration 162Q (18425.490000 sec): 3 clusters Score: Raw -1954616.984899 + Penalty 4693.245244 = -1949923.739655 nChanged 0 SP:Iteration 163F (18425.740000 sec): 3 clusters Score: Raw -1954616.984899 + Penalty 4693.245244 = -1949923.739655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18425.840000 sec): 2 clusters Score: Raw -749102.539549 + Penalty 2111.419275 = -746991.120275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18426.160000 sec): 3 clusters Score: Raw -746654.480238 + Penalty 4222.838550 = -742431.641688 nChanged 1870 SP:Iteration 1F (18426.360000 sec): 3 clusters Score: Raw -747817.061936 + Penalty 4222.838550 = -743594.223386 nChanged 443 SP:Iteration 2F (18426.610000 sec): 3 clusters Score: Raw -748190.538548 + Penalty 4222.838550 = -743967.699999 nChanged 366 SP:Iteration 3F (18426.830000 sec): 3 clusters Score: Raw -748562.163503 + Penalty 4222.838550 = -744339.324953 nChanged 325 SP:Iteration 4F (18427.040000 sec): 3 clusters Score: Raw -748911.497852 + Penalty 4222.838550 = -744688.659303 nChanged 311 SP:Iteration 5F (18427.240000 sec): 3 clusters Score: Raw -749253.385093 + Penalty 4222.838550 = -745030.546543 nChanged 278 SP:Iteration 6F (18427.480000 sec): 3 clusters Score: Raw -749529.118595 + Penalty 4222.838550 = -745306.280046 nChanged 213 SP:Iteration 7Q (18427.630000 sec): 3 clusters Score: Raw -749683.346940 + Penalty 4222.838550 = -745460.508391 nChanged 175 SP:Iteration 8Q (18427.860000 sec): 3 clusters Score: Raw -749799.227212 + Penalty 4222.838550 = -745576.388662 nChanged 129 SP:Iteration 9Q (18428.150000 sec): 3 clusters Score: Raw -749876.167769 + Penalty 4222.838550 = -745653.329220 nChanged 91 SP:Iteration 10Q (18428.370000 sec): 3 clusters Score: Raw -749917.878162 + Penalty 4222.838550 = -745695.039612 nChanged 56 SP:Iteration 11Q (18428.640000 sec): 3 clusters Score: Raw -749943.460453 + Penalty 4222.838550 = -745720.621903 nChanged 55 SP:Iteration 12Q (18428.850000 sec): 3 clusters Score: Raw -749963.910762 + Penalty 4222.838550 = -745741.072213 nChanged 37 SP:Iteration 13Q (18429.080000 sec): 3 clusters Score: Raw -749976.477511 + Penalty 4222.838550 = -745753.638962 nChanged 29 SP:Iteration 14Q (18429.260000 sec): 3 clusters Score: Raw -749987.090585 + Penalty 4222.838550 = -745764.252036 nChanged 32 SP:Iteration 15Q (18429.430000 sec): 3 clusters Score: Raw -749997.790851 + Penalty 4222.838550 = -745774.952301 nChanged 30 SP:Iteration 16Q (18429.670000 sec): 3 clusters Score: Raw -750008.677568 + Penalty 4222.838550 = -745785.839019 nChanged 24 SP:Iteration 17Q (18429.870000 sec): 3 clusters Score: Raw -750016.459522 + Penalty 4222.838550 = -745793.620972 nChanged 18 SP:Iteration 18Q (18430.110000 sec): 3 clusters Score: Raw -750022.573101 + Penalty 4222.838550 = -745799.734551 nChanged 21 SP:Iteration 19Q (18430.320000 sec): 3 clusters Score: Raw -750029.103848 + Penalty 4222.838550 = -745806.265299 nChanged 14 SP:Iteration 20F (18430.480000 sec): 3 clusters Score: Raw -750033.292886 + Penalty 4222.838550 = -745810.454336 nChanged 8 SP:Iteration 21Q (18430.670000 sec): 3 clusters Score: Raw -750035.892654 + Penalty 4222.838550 = -745813.054104 nChanged 6 SP:Iteration 22Q (18430.860000 sec): 3 clusters Score: Raw -750038.788973 + Penalty 4222.838550 = -745815.950424 nChanged 9 SP:Iteration 23Q (18431.070000 sec): 3 clusters Score: Raw -750041.704240 + Penalty 4222.838550 = -745818.865690 nChanged 6 SP:Iteration 24Q (18431.270000 sec): 3 clusters Score: Raw -750043.276765 + Penalty 4222.838550 = -745820.438215 nChanged 5 SP:Iteration 25Q (18431.510000 sec): 3 clusters Score: Raw -750044.215118 + Penalty 4222.838550 = -745821.376569 nChanged 2 SP:Iteration 26Q (18431.690000 sec): 3 clusters Score: Raw -750044.484417 + Penalty 4222.838550 = -745821.645868 nChanged 0 SP:Iteration 27F (18431.930000 sec): 3 clusters Score: Raw -750044.484417 + Penalty 4222.838550 = -745821.645868 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18431.990000 sec): 2 clusters Score: Raw -41953.114334 + Penalty 1415.363346 = -40537.750988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18432.140000 sec): 3 clusters Score: Raw -42122.808942 + Penalty 2830.726691 = -39292.082251 nChanged 33 SP:Iteration 1F (18432.280000 sec): 3 clusters Score: Raw -42296.307450 + Penalty 2830.726691 = -39465.580759 nChanged 17 SP:Iteration 2F (18432.520000 sec): 3 clusters Score: Raw -42344.916535 + Penalty 2830.726691 = -39514.189844 nChanged 3 SP:Iteration 3Q (18432.670000 sec): 3 clusters Score: Raw -42361.888738 + Penalty 2830.726691 = -39531.162047 nChanged 5 SP:Iteration 4Q (18432.890000 sec): 3 clusters Score: Raw -42380.865405 + Penalty 2830.726691 = -39550.138713 nChanged 2 SP:Iteration 5Q (18433.070000 sec): 3 clusters Score: Raw -42387.338755 + Penalty 2830.726691 = -39556.612064 nChanged 0 SP:Iteration 6F (18433.240000 sec): 3 clusters Score: Raw -42387.338755 + Penalty 2830.726691 = -39556.612064 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18433.400000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18433.710000 sec): 3 clusters Score: Raw -911702.200276 + Penalty 4295.657925 = -907406.542351 nChanged 2255 SP:Iteration 1F (18433.890000 sec): 3 clusters Score: Raw -912961.331136 + Penalty 4295.657925 = -908665.673211 nChanged 444 SP:Iteration 2F (18434.190000 sec): 3 clusters Score: Raw -913220.449074 + Penalty 4295.657925 = -908924.791150 nChanged 319 SP:Iteration 3F (18434.390000 sec): 3 clusters Score: Raw -913390.737829 + Penalty 4295.657925 = -909095.079905 nChanged 245 SP:Iteration 4Q (18434.610000 sec): 3 clusters Score: Raw -913522.273174 + Penalty 4295.657925 = -909226.615249 nChanged 218 SP:Iteration 5Q (18434.790000 sec): 3 clusters Score: Raw -913646.188237 + Penalty 4295.657925 = -909350.530313 nChanged 204 SP:Iteration 6Q (18435.040000 sec): 3 clusters Score: Raw -913765.923349 + Penalty 4295.657925 = -909470.265424 nChanged 195 SP:Iteration 7Q (18435.220000 sec): 3 clusters Score: Raw -913888.481136 + Penalty 4295.657925 = -909592.823212 nChanged 205 SP:Iteration 8Q (18435.430000 sec): 3 clusters Score: Raw -914027.172851 + Penalty 4295.657925 = -909731.514927 nChanged 206 SP:Iteration 9Q (18435.640000 sec): 3 clusters Score: Raw -914166.369254 + Penalty 4295.657925 = -909870.711329 nChanged 191 SP:Iteration 10Q (18435.910000 sec): 3 clusters Score: Raw -914301.094432 + Penalty 4295.657925 = -910005.436507 nChanged 195 SP:Iteration 11Q (18436.150000 sec): 3 clusters Score: Raw -914443.963156 + Penalty 4295.657925 = -910148.305231 nChanged 177 SP:Iteration 12Q (18436.350000 sec): 3 clusters Score: Raw -914572.082177 + Penalty 4295.657925 = -910276.424252 nChanged 123 SP:Iteration 13Q (18436.530000 sec): 3 clusters Score: Raw -914641.565857 + Penalty 4295.657925 = -910345.907932 nChanged 86 SP:Iteration 14Q (18436.790000 sec): 3 clusters Score: Raw -914689.908105 + Penalty 4295.657925 = -910394.250181 nChanged 84 SP:Iteration 15Q (18436.990000 sec): 3 clusters Score: Raw -914748.445720 + Penalty 4295.657925 = -910452.787795 nChanged 64 SP:Iteration 16Q (18437.190000 sec): 3 clusters Score: Raw -914792.741818 + Penalty 4295.657925 = -910497.083893 nChanged 52 SP:Iteration 17Q (18437.430000 sec): 3 clusters Score: Raw -914823.626158 + Penalty 4295.657925 = -910527.968233 nChanged 38 SP:Iteration 18Q (18437.660000 sec): 3 clusters Score: Raw -914847.046922 + Penalty 4295.657925 = -910551.388998 nChanged 39 SP:Iteration 19Q (18437.880000 sec): 3 clusters Score: Raw -914873.380299 + Penalty 4295.657925 = -910577.722374 nChanged 34 SP:Iteration 20F (18438.120000 sec): 3 clusters Score: Raw -914896.864008 + Penalty 4295.657925 = -910601.206084 nChanged 26 SP:Iteration 21Q (18438.320000 sec): 3 clusters Score: Raw -914914.006233 + Penalty 4295.657925 = -910618.348308 nChanged 22 SP:Iteration 22Q (18438.530000 sec): 3 clusters Score: Raw -914928.836357 + Penalty 4295.657925 = -910633.178432 nChanged 18 SP:Iteration 23Q (18438.720000 sec): 3 clusters Score: Raw -914942.376933 + Penalty 4295.657925 = -910646.719008 nChanged 16 SP:Iteration 24Q (18438.960000 sec): 3 clusters Score: Raw -914953.347294 + Penalty 4295.657925 = -910657.689370 nChanged 15 SP:Iteration 25Q (18439.150000 sec): 3 clusters Score: Raw -914966.327515 + Penalty 4295.657925 = -910670.669590 nChanged 14 SP:Iteration 26Q (18439.360000 sec): 3 clusters Score: Raw -914976.027778 + Penalty 4295.657925 = -910680.369853 nChanged 18 SP:Iteration 27Q (18439.580000 sec): 3 clusters Score: Raw -914987.430108 + Penalty 4295.657925 = -910691.772183 nChanged 17 SP:Iteration 28Q (18439.820000 sec): 3 clusters Score: Raw -914998.732159 + Penalty 4295.657925 = -910703.074234 nChanged 16 SP:Iteration 29Q (18440.050000 sec): 3 clusters Score: Raw -915009.461256 + Penalty 4295.657925 = -910713.803331 nChanged 11 SP:Iteration 30Q (18440.240000 sec): 3 clusters Score: Raw -915017.904138 + Penalty 4295.657925 = -910722.246213 nChanged 9 SP:Iteration 31Q (18440.490000 sec): 3 clusters Score: Raw -915022.610657 + Penalty 4295.657925 = -910726.952732 nChanged 8 SP:Iteration 32Q (18440.660000 sec): 3 clusters Score: Raw -915025.892749 + Penalty 4295.657925 = -910730.234824 nChanged 4 SP:Iteration 33Q (18440.890000 sec): 3 clusters Score: Raw -915028.878249 + Penalty 4295.657925 = -910733.220324 nChanged 5 SP:Iteration 34Q (18441.120000 sec): 3 clusters Score: Raw -915030.828327 + Penalty 4295.657925 = -910735.170403 nChanged 2 SP:Iteration 35Q (18441.350000 sec): 3 clusters Score: Raw -915031.719010 + Penalty 4295.657925 = -910736.061085 nChanged 1 SP:Iteration 36Q (18441.540000 sec): 3 clusters Score: Raw -915032.134881 + Penalty 4295.657925 = -910736.476956 nChanged 0 SP:Iteration 37F (18441.780000 sec): 3 clusters Score: Raw -915032.134881 + Penalty 4295.657925 = -910736.476956 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18441.880000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18442.120000 sec): 3 clusters Score: Raw -171017.373116 + Penalty 3483.784442 = -167533.588674 nChanged 271 SP:Iteration 1F (18442.340000 sec): 3 clusters Score: Raw -171281.652532 + Penalty 3483.784442 = -167797.868090 nChanged 74 SP:Iteration 2F (18442.530000 sec): 3 clusters Score: Raw -171367.751313 + Penalty 3483.784442 = -167883.966872 nChanged 41 SP:Iteration 3Q (18442.710000 sec): 3 clusters Score: Raw -171428.949167 + Penalty 3483.784442 = -167945.164726 nChanged 24 SP:Iteration 4Q (18442.940000 sec): 3 clusters Score: Raw -171457.943873 + Penalty 3483.784442 = -167974.159432 nChanged 14 SP:Iteration 5Q (18443.080000 sec): 3 clusters Score: Raw -171475.101596 + Penalty 3483.784442 = -167991.317155 nChanged 17 SP:Iteration 6Q (18443.280000 sec): 3 clusters Score: Raw -171513.657444 + Penalty 3483.784442 = -168029.873002 nChanged 18 SP:Iteration 7Q (18443.510000 sec): 3 clusters Score: Raw -171534.847767 + Penalty 3483.784442 = -168051.063325 nChanged 11 SP:Iteration 8Q (18443.680000 sec): 3 clusters Score: Raw -171546.776791 + Penalty 3483.784442 = -168062.992350 nChanged 4 SP:Iteration 9Q (18443.920000 sec): 3 clusters Score: Raw -171555.338919 + Penalty 3483.784442 = -168071.554477 nChanged 7 SP:Iteration 10Q (18444.130000 sec): 3 clusters Score: Raw -171566.711600 + Penalty 3483.784442 = -168082.927159 nChanged 8 SP:Iteration 11Q (18444.320000 sec): 3 clusters Score: Raw -171576.116350 + Penalty 3483.784442 = -168092.331908 nChanged 7 SP:Iteration 12Q (18444.470000 sec): 3 clusters Score: Raw -171584.096925 + Penalty 3483.784442 = -168100.312484 nChanged 3 SP:Iteration 13Q (18444.670000 sec): 3 clusters Score: Raw -171587.715686 + Penalty 3483.784442 = -168103.931244 nChanged 3 SP:Iteration 14Q (18444.860000 sec): 3 clusters Score: Raw -171590.699499 + Penalty 3483.784442 = -168106.915057 nChanged 2 SP:Iteration 15Q (18445.030000 sec): 3 clusters Score: Raw -171591.751241 + Penalty 3483.784442 = -168107.966799 nChanged 4 SP:Iteration 16Q (18445.240000 sec): 3 clusters Score: Raw -171595.100433 + Penalty 3483.784442 = -168111.315991 nChanged 1 SP:Iteration 17Q (18445.420000 sec): 3 clusters Score: Raw -171595.752535 + Penalty 3483.784442 = -168111.968093 nChanged 1 SP:Iteration 18Q (18445.580000 sec): 3 clusters Score: Raw -171596.244277 + Penalty 3483.784442 = -168112.459836 nChanged 1 SP:Iteration 19Q (18445.780000 sec): 3 clusters Score: Raw -171596.794880 + Penalty 3483.784442 = -168113.010438 nChanged 0 SP:Iteration 20F (18445.950000 sec): 3 clusters Score: Raw -171596.794880 + Penalty 3483.784442 = -168113.010438 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18446.040000 sec): 2 clusters Score: Raw -39354.968794 + Penalty 1371.298414 = -37983.670380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18446.210000 sec): 3 clusters Score: Raw -39480.723176 + Penalty 2742.596827 = -36738.126348 nChanged 30 SP:Iteration 1F (18446.380000 sec): 3 clusters Score: Raw -39584.682972 + Penalty 2742.596827 = -36842.086144 nChanged 8 SP:Iteration 2Q (18446.590000 sec): 3 clusters Score: Raw -39627.757053 + Penalty 2742.596827 = -36885.160226 nChanged 4 SP:Iteration 3Q (18446.760000 sec): 3 clusters Score: Raw -39650.859660 + Penalty 2742.596827 = -36908.262833 nChanged 4 SP:Iteration 4Q (18446.920000 sec): 3 clusters Score: Raw -39671.775529 + Penalty 2742.596827 = -36929.178701 nChanged 1 SP:Iteration 5Q (18447.120000 sec): 3 clusters Score: Raw -39674.078321 + Penalty 2742.596827 = -36931.481494 nChanged 0 SP:Iteration 6F (18447.260000 sec): 3 clusters Score: Raw -39674.078321 + Penalty 2742.596827 = -36931.481494 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18447.380000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18447.560000 sec): 3 clusters Score: Raw -988044.895510 + Penalty 4352.519268 = -983692.376242 nChanged 2578 SP:Iteration 1F (18447.740000 sec): 3 clusters Score: Raw -989453.608870 + Penalty 4352.519268 = -985101.089603 nChanged 560 SP:Iteration 2F (18447.970000 sec): 3 clusters Score: Raw -989879.878459 + Penalty 4352.519268 = -985527.359191 nChanged 456 SP:Iteration 3F (18448.170000 sec): 3 clusters Score: Raw -990333.425459 + Penalty 4352.519268 = -985980.906192 nChanged 444 SP:Iteration 4F (18448.400000 sec): 3 clusters Score: Raw -990719.708390 + Penalty 4352.519268 = -986367.189123 nChanged 426 SP:Iteration 5F (18448.570000 sec): 3 clusters Score: Raw -991058.217881 + Penalty 4352.519268 = -986705.698614 nChanged 383 SP:Iteration 6F (18448.760000 sec): 3 clusters Score: Raw -991369.847212 + Penalty 4352.519268 = -987017.327945 nChanged 350 SP:Iteration 7F (18448.940000 sec): 3 clusters Score: Raw -991628.330732 + Penalty 4352.519268 = -987275.811464 nChanged 287 SP:Iteration 8Q (18449.110000 sec): 3 clusters Score: Raw -991803.133513 + Penalty 4352.519268 = -987450.614246 nChanged 205 SP:Iteration 9Q (18449.330000 sec): 3 clusters Score: Raw -991936.286593 + Penalty 4352.519268 = -987583.767325 nChanged 150 SP:Iteration 10Q (18449.550000 sec): 3 clusters Score: Raw -992025.499970 + Penalty 4352.519268 = -987672.980703 nChanged 114 SP:Iteration 11Q (18449.720000 sec): 3 clusters Score: Raw -992087.097824 + Penalty 4352.519268 = -987734.578557 nChanged 98 SP:Iteration 12Q (18449.910000 sec): 3 clusters Score: Raw -992133.173254 + Penalty 4352.519268 = -987780.653986 nChanged 78 SP:Iteration 13Q (18450.110000 sec): 3 clusters Score: Raw -992169.310205 + Penalty 4352.519268 = -987816.790937 nChanged 63 SP:Iteration 14Q (18450.290000 sec): 3 clusters Score: Raw -992195.411867 + Penalty 4352.519268 = -987842.892599 nChanged 52 SP:Iteration 15Q (18450.510000 sec): 3 clusters Score: Raw -992216.840974 + Penalty 4352.519268 = -987864.321707 nChanged 39 SP:Iteration 16Q (18450.700000 sec): 3 clusters Score: Raw -992231.881797 + Penalty 4352.519268 = -987879.362529 nChanged 32 SP:Iteration 17Q (18450.900000 sec): 3 clusters Score: Raw -992241.786915 + Penalty 4352.519268 = -987889.267647 nChanged 28 SP:Iteration 18Q (18451.100000 sec): 3 clusters Score: Raw -992251.167499 + Penalty 4352.519268 = -987898.648231 nChanged 25 SP:Iteration 19Q (18451.320000 sec): 3 clusters Score: Raw -992260.108561 + Penalty 4352.519268 = -987907.589294 nChanged 24 SP:Iteration 20F (18451.510000 sec): 3 clusters Score: Raw -992269.342272 + Penalty 4352.519268 = -987916.823005 nChanged 22 SP:Iteration 21Q (18451.700000 sec): 3 clusters Score: Raw -992276.550013 + Penalty 4352.519268 = -987924.030746 nChanged 25 SP:Iteration 22Q (18451.930000 sec): 3 clusters Score: Raw -992286.090838 + Penalty 4352.519268 = -987933.571571 nChanged 35 SP:Iteration 23Q (18452.120000 sec): 3 clusters Score: Raw -992299.146875 + Penalty 4352.519268 = -987946.627608 nChanged 30 SP:Iteration 24Q (18452.300000 sec): 3 clusters Score: Raw -992309.433900 + Penalty 4352.519268 = -987956.914632 nChanged 16 SP:Iteration 25Q (18452.510000 sec): 3 clusters Score: Raw -992315.219917 + Penalty 4352.519268 = -987962.700649 nChanged 15 SP:Iteration 26Q (18452.720000 sec): 3 clusters Score: Raw -992320.324287 + Penalty 4352.519268 = -987967.805020 nChanged 7 SP:Iteration 27Q (18452.950000 sec): 3 clusters Score: Raw -992321.712993 + Penalty 4352.519268 = -987969.193725 nChanged 4 SP:Iteration 28Q (18453.140000 sec): 3 clusters Score: Raw -992323.055952 + Penalty 4352.519268 = -987970.536685 nChanged 4 SP:Iteration 29Q (18453.340000 sec): 3 clusters Score: Raw -992324.650220 + Penalty 4352.519268 = -987972.130953 nChanged 3 SP:Iteration 30Q (18453.600000 sec): 3 clusters Score: Raw -992325.296396 + Penalty 4352.519268 = -987972.777129 nChanged 2 SP:Iteration 31Q (18453.780000 sec): 3 clusters Score: Raw -992326.147134 + Penalty 4352.519268 = -987973.627867 nChanged 1 SP:Iteration 32Q (18454.030000 sec): 3 clusters Score: Raw -992326.222111 + Penalty 4352.519268 = -987973.702843 nChanged 1 SP:Iteration 33Q (18454.240000 sec): 3 clusters Score: Raw -992326.311685 + Penalty 4352.519268 = -987973.792418 nChanged 0 SP:Iteration 34F (18454.430000 sec): 3 clusters Score: Raw -992326.311685 + Penalty 4352.519268 = -987973.792418 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18454.560000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18454.720000 sec): 3 clusters Score: Raw -30337.322851 + Penalty 2724.558476 = -27612.764375 nChanged 30 SP:Iteration 1F (18454.880000 sec): 3 clusters Score: Raw -30444.879023 + Penalty 2724.558476 = -27720.320547 nChanged 9 SP:Iteration 2Q (18455.110000 sec): 3 clusters Score: Raw -30489.383684 + Penalty 2724.558476 = -27764.825208 nChanged 3 SP:Iteration 3Q (18455.270000 sec): 3 clusters Score: Raw -30500.134168 + Penalty 2724.558476 = -27775.575692 nChanged 0 SP:Iteration 4F (18455.480000 sec): 3 clusters Score: Raw -30500.134168 + Penalty 2724.558476 = -27775.575692 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18455.560000 sec): 2 clusters Score: Raw -43797.022671 + Penalty 1430.543607 = -42366.479065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18455.790000 sec): 3 clusters Score: Raw -43951.674171 + Penalty 2861.087214 = -41090.586957 nChanged 38 SP:Iteration 1F (18455.970000 sec): 3 clusters Score: Raw -44071.625230 + Penalty 2861.087214 = -41210.538016 nChanged 9 SP:Iteration 2Q (18456.160000 sec): 3 clusters Score: Raw -44097.372824 + Penalty 2861.087214 = -41236.285610 nChanged 3 SP:Iteration 3Q (18456.350000 sec): 3 clusters Score: Raw -44103.416444 + Penalty 2861.087214 = -41242.329230 nChanged 1 SP:Iteration 4Q (18456.510000 sec): 3 clusters Score: Raw -44108.097771 + Penalty 2861.087214 = -41247.010557 nChanged 1 SP:Iteration 5Q (18456.700000 sec): 3 clusters Score: Raw -44108.946802 + Penalty 2861.087214 = -41247.859588 nChanged 1 SP:Iteration 6Q (18456.890000 sec): 3 clusters Score: Raw -44112.291769 + Penalty 2861.087214 = -41251.204555 nChanged 0 SP:Iteration 7F (18457.060000 sec): 3 clusters Score: Raw -44112.291769 + Penalty 2861.087214 = -41251.204555 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18457.160000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18457.380000 sec): 3 clusters Score: Raw -89079.125540 + Penalty 3167.892142 = -85911.233398 nChanged 128 SP:Iteration 1F (18457.600000 sec): 3 clusters Score: Raw -89341.656752 + Penalty 3167.892142 = -86173.764609 nChanged 47 SP:Iteration 2F (18457.760000 sec): 3 clusters Score: Raw -89484.026432 + Penalty 3167.892142 = -86316.134289 nChanged 29 SP:Iteration 3Q (18457.910000 sec): 3 clusters Score: Raw -89599.805204 + Penalty 3167.892142 = -86431.913061 nChanged 24 SP:Iteration 4Q (18458.110000 sec): 3 clusters Score: Raw -89713.085640 + Penalty 3167.892142 = -86545.193498 nChanged 21 SP:Iteration 5Q (18458.240000 sec): 3 clusters Score: Raw -89818.358085 + Penalty 3167.892142 = -86650.465943 nChanged 16 SP:Iteration 6Q (18458.450000 sec): 3 clusters Score: Raw -89905.077619 + Penalty 3167.892142 = -86737.185477 nChanged 25 SP:Iteration 7Q (18458.630000 sec): 3 clusters Score: Raw -90065.799597 + Penalty 3167.892142 = -86897.907455 nChanged 23 SP:Iteration 8Q (18458.790000 sec): 3 clusters Score: Raw -90184.045967 + Penalty 3167.892142 = -87016.153824 nChanged 19 SP:Iteration 9Q (18458.990000 sec): 3 clusters Score: Raw -90308.754319 + Penalty 3167.892142 = -87140.862176 nChanged 15 SP:Iteration 10Q (18459.180000 sec): 3 clusters Score: Raw -90357.753889 + Penalty 3167.892142 = -87189.861747 nChanged 5 SP:Iteration 11Q (18459.340000 sec): 3 clusters Score: Raw -90380.432854 + Penalty 3167.892142 = -87212.540711 nChanged 3 SP:Iteration 12Q (18459.530000 sec): 3 clusters Score: Raw -90392.392706 + Penalty 3167.892142 = -87224.500564 nChanged 3 SP:Iteration 13Q (18459.700000 sec): 3 clusters Score: Raw -90402.981947 + Penalty 3167.892142 = -87235.089805 nChanged 2 SP:Iteration 14Q (18459.910000 sec): 3 clusters Score: Raw -90405.917927 + Penalty 3167.892142 = -87238.025784 nChanged 0 SP:Iteration 15F (18460.080000 sec): 3 clusters Score: Raw -90405.917927 + Penalty 3167.892142 = -87238.025784 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18460.180000 sec): 2 clusters Score: Raw -99014.453102 + Penalty 1616.748527 = -97397.704574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18460.340000 sec): 3 clusters Score: Raw -98960.165529 + Penalty 3233.497055 = -95726.668474 nChanged 141 SP:Iteration 1F (18460.540000 sec): 3 clusters Score: Raw -99179.706932 + Penalty 3233.497055 = -95946.209877 nChanged 34 SP:Iteration 2F (18460.700000 sec): 3 clusters Score: Raw -99247.676361 + Penalty 3233.497055 = -96014.179306 nChanged 19 SP:Iteration 3Q (18460.910000 sec): 3 clusters Score: Raw -99283.475054 + Penalty 3233.497055 = -96049.977999 nChanged 13 SP:Iteration 4Q (18461.090000 sec): 3 clusters Score: Raw -99308.167656 + Penalty 3233.497055 = -96074.670601 nChanged 6 SP:Iteration 5Q (18461.290000 sec): 3 clusters Score: Raw -99323.683079 + Penalty 3233.497055 = -96090.186025 nChanged 10 SP:Iteration 6Q (18461.460000 sec): 3 clusters Score: Raw -99348.548263 + Penalty 3233.497055 = -96115.051209 nChanged 8 SP:Iteration 7Q (18461.650000 sec): 3 clusters Score: Raw -99370.525801 + Penalty 3233.497055 = -96137.028746 nChanged 9 SP:Iteration 8Q (18461.830000 sec): 3 clusters Score: Raw -99403.612748 + Penalty 3233.497055 = -96170.115693 nChanged 10 SP:Iteration 9Q (18462.000000 sec): 3 clusters Score: Raw -99439.905699 + Penalty 3233.497055 = -96206.408644 nChanged 12 SP:Iteration 10Q (18462.200000 sec): 3 clusters Score: Raw -99473.216748 + Penalty 3233.497055 = -96239.719693 nChanged 7 SP:Iteration 11Q (18462.370000 sec): 3 clusters Score: Raw -99490.369395 + Penalty 3233.497055 = -96256.872340 nChanged 6 SP:Iteration 12Q (18462.540000 sec): 3 clusters Score: Raw -99512.202499 + Penalty 3233.497055 = -96278.705445 nChanged 10 SP:Iteration 13Q (18462.750000 sec): 3 clusters Score: Raw -99544.073681 + Penalty 3233.497055 = -96310.576626 nChanged 10 SP:Iteration 14Q (18462.910000 sec): 3 clusters Score: Raw -99574.350321 + Penalty 3233.497055 = -96340.853266 nChanged 13 SP:Iteration 15Q (18463.080000 sec): 3 clusters Score: Raw -99621.070475 + Penalty 3233.497055 = -96387.573420 nChanged 8 SP:Iteration 16Q (18463.250000 sec): 3 clusters Score: Raw -99647.218120 + Penalty 3233.497055 = -96413.721065 nChanged 7 SP:Iteration 17Q (18463.420000 sec): 3 clusters Score: Raw -99663.138234 + Penalty 3233.497055 = -96429.641179 nChanged 3 SP:Iteration 18Q (18463.600000 sec): 3 clusters Score: Raw -99672.716029 + Penalty 3233.497055 = -96439.218974 nChanged 2 SP:Iteration 19Q (18463.770000 sec): 3 clusters Score: Raw -99675.826598 + Penalty 3233.497055 = -96442.329543 nChanged 1 SP:Iteration 20F (18463.940000 sec): 3 clusters Score: Raw -99677.597970 + Penalty 3233.497055 = -96444.100915 nChanged 2 SP:Iteration 21Q (18464.120000 sec): 3 clusters Score: Raw -99684.851636 + Penalty 3233.497055 = -96451.354581 nChanged 2 SP:Iteration 22Q (18464.300000 sec): 3 clusters Score: Raw -99691.391864 + Penalty 3233.497055 = -96457.894809 nChanged 2 SP:Iteration 23Q (18464.470000 sec): 3 clusters Score: Raw -99699.773294 + Penalty 3233.497055 = -96466.276239 nChanged 2 SP:Iteration 24Q (18464.640000 sec): 3 clusters Score: Raw -99701.803455 + Penalty 3233.497055 = -96468.306400 nChanged 1 SP:Iteration 25Q (18464.850000 sec): 3 clusters Score: Raw -99702.877667 + Penalty 3233.497055 = -96469.380613 nChanged 0 SP:Iteration 26F (18465.030000 sec): 3 clusters Score: Raw -99702.877667 + Penalty 3233.497055 = -96469.380613 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18465.120000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18465.380000 sec): 3 clusters Score: Raw -729737.464237 + Penalty 4206.856743 = -725530.607495 nChanged 1853 SP:Iteration 1F (18465.610000 sec): 3 clusters Score: Raw -730845.737446 + Penalty 4206.856743 = -726638.880704 nChanged 360 SP:Iteration 2F (18465.800000 sec): 3 clusters Score: Raw -731150.393079 + Penalty 4206.856743 = -726943.536336 nChanged 289 SP:Iteration 3F (18466.010000 sec): 3 clusters Score: Raw -731400.153391 + Penalty 4206.856743 = -727193.296648 nChanged 240 SP:Iteration 4Q (18466.250000 sec): 3 clusters Score: Raw -731555.486318 + Penalty 4206.856743 = -727348.629576 nChanged 172 SP:Iteration 5Q (18466.410000 sec): 3 clusters Score: Raw -731655.768122 + Penalty 4206.856743 = -727448.911379 nChanged 135 SP:Iteration 6Q (18466.600000 sec): 3 clusters Score: Raw -731723.962239 + Penalty 4206.856743 = -727517.105496 nChanged 100 SP:Iteration 7Q (18466.780000 sec): 3 clusters Score: Raw -731773.615142 + Penalty 4206.856743 = -727566.758399 nChanged 94 SP:Iteration 8Q (18466.970000 sec): 3 clusters Score: Raw -731822.291274 + Penalty 4206.856743 = -727615.434531 nChanged 88 SP:Iteration 9Q (18467.200000 sec): 3 clusters Score: Raw -731858.168825 + Penalty 4206.856743 = -727651.312082 nChanged 77 SP:Iteration 10Q (18467.380000 sec): 3 clusters Score: Raw -731890.647664 + Penalty 4206.856743 = -727683.790922 nChanged 68 SP:Iteration 11Q (18467.600000 sec): 3 clusters Score: Raw -731917.020189 + Penalty 4206.856743 = -727710.163446 nChanged 63 SP:Iteration 12Q (18467.780000 sec): 3 clusters Score: Raw -731943.063160 + Penalty 4206.856743 = -727736.206417 nChanged 58 SP:Iteration 13Q (18468.010000 sec): 3 clusters Score: Raw -731967.127092 + Penalty 4206.856743 = -727760.270349 nChanged 42 SP:Iteration 14Q (18468.210000 sec): 3 clusters Score: Raw -731982.252593 + Penalty 4206.856743 = -727775.395850 nChanged 41 SP:Iteration 15Q (18468.390000 sec): 3 clusters Score: Raw -731997.837508 + Penalty 4206.856743 = -727790.980765 nChanged 45 SP:Iteration 16Q (18468.600000 sec): 3 clusters Score: Raw -732011.019476 + Penalty 4206.856743 = -727804.162733 nChanged 32 SP:Iteration 17Q (18468.810000 sec): 3 clusters Score: Raw -732021.921032 + Penalty 4206.856743 = -727815.064289 nChanged 42 SP:Iteration 18Q (18469.020000 sec): 3 clusters Score: Raw -732035.207687 + Penalty 4206.856743 = -727828.350944 nChanged 30 SP:Iteration 19Q (18469.270000 sec): 3 clusters Score: Raw -732044.245405 + Penalty 4206.856743 = -727837.388662 nChanged 27 SP:Iteration 20F (18469.430000 sec): 3 clusters Score: Raw -732054.170421 + Penalty 4206.856743 = -727847.313678 nChanged 32 SP:Iteration 21Q (18469.620000 sec): 3 clusters Score: Raw -732066.646332 + Penalty 4206.856743 = -727859.789589 nChanged 34 SP:Iteration 22Q (18469.790000 sec): 3 clusters Score: Raw -732079.141879 + Penalty 4206.856743 = -727872.285136 nChanged 37 SP:Iteration 23Q (18469.990000 sec): 3 clusters Score: Raw -732092.301621 + Penalty 4206.856743 = -727885.444879 nChanged 27 SP:Iteration 24Q (18470.180000 sec): 3 clusters Score: Raw -732100.579195 + Penalty 4206.856743 = -727893.722452 nChanged 29 SP:Iteration 25Q (18470.380000 sec): 3 clusters Score: Raw -732114.933257 + Penalty 4206.856743 = -727908.076514 nChanged 27 SP:Iteration 26Q (18470.570000 sec): 3 clusters Score: Raw -732125.932549 + Penalty 4206.856743 = -727919.075806 nChanged 23 SP:Iteration 27Q (18470.780000 sec): 3 clusters Score: Raw -732136.443570 + Penalty 4206.856743 = -727929.586827 nChanged 24 SP:Iteration 28Q (18471.000000 sec): 3 clusters Score: Raw -732146.220810 + Penalty 4206.856743 = -727939.364067 nChanged 20 SP:Iteration 29Q (18471.230000 sec): 3 clusters Score: Raw -732154.750835 + Penalty 4206.856743 = -727947.894093 nChanged 20 SP:Iteration 30Q (18471.440000 sec): 3 clusters Score: Raw -732161.763472 + Penalty 4206.856743 = -727954.906730 nChanged 22 SP:Iteration 31Q (18471.610000 sec): 3 clusters Score: Raw -732168.803416 + Penalty 4206.856743 = -727961.946673 nChanged 20 SP:Iteration 32Q (18471.820000 sec): 3 clusters Score: Raw -732176.289129 + Penalty 4206.856743 = -727969.432386 nChanged 25 SP:Iteration 33Q (18472.050000 sec): 3 clusters Score: Raw -732185.719029 + Penalty 4206.856743 = -727978.862286 nChanged 25 SP:Iteration 34Q (18472.270000 sec): 3 clusters Score: Raw -732193.837953 + Penalty 4206.856743 = -727986.981210 nChanged 20 SP:Iteration 35Q (18472.490000 sec): 3 clusters Score: Raw -732199.690059 + Penalty 4206.856743 = -727992.833316 nChanged 21 SP:Iteration 36Q (18472.720000 sec): 3 clusters Score: Raw -732207.526897 + Penalty 4206.856743 = -728000.670154 nChanged 20 SP:Iteration 37Q (18472.890000 sec): 3 clusters Score: Raw -732214.697250 + Penalty 4206.856743 = -728007.840507 nChanged 20 SP:Iteration 38Q (18473.140000 sec): 3 clusters Score: Raw -732221.686045 + Penalty 4206.856743 = -728014.829302 nChanged 23 SP:Iteration 39Q (18473.300000 sec): 3 clusters Score: Raw -732230.077851 + Penalty 4206.856743 = -728023.221109 nChanged 14 SP:Iteration 40F (18473.500000 sec): 3 clusters Score: Raw -732235.016570 + Penalty 4206.856743 = -728028.159827 nChanged 18 SP:Iteration 41Q (18473.730000 sec): 3 clusters Score: Raw -732243.090943 + Penalty 4206.856743 = -728036.234200 nChanged 21 SP:Iteration 42Q (18473.930000 sec): 3 clusters Score: Raw -732254.286138 + Penalty 4206.856743 = -728047.429396 nChanged 29 SP:Iteration 43Q (18474.160000 sec): 3 clusters Score: Raw -732267.147110 + Penalty 4206.856743 = -728060.290367 nChanged 35 SP:Iteration 44Q (18474.300000 sec): 3 clusters Score: Raw -732283.060389 + Penalty 4206.856743 = -728076.203646 nChanged 37 SP:Iteration 45Q (18474.490000 sec): 3 clusters Score: Raw -732300.314683 + Penalty 4206.856743 = -728093.457941 nChanged 32 SP:Iteration 46Q (18474.680000 sec): 3 clusters Score: Raw -732318.097457 + Penalty 4206.856743 = -728111.240714 nChanged 24 SP:Iteration 47Q (18474.860000 sec): 3 clusters Score: Raw -732330.824385 + Penalty 4206.856743 = -728123.967642 nChanged 22 SP:Iteration 48Q (18475.060000 sec): 3 clusters Score: Raw -732339.959629 + Penalty 4206.856743 = -728133.102886 nChanged 20 SP:Iteration 49Q (18475.250000 sec): 3 clusters Score: Raw -732351.366387 + Penalty 4206.856743 = -728144.509644 nChanged 19 SP:Iteration 50Q (18475.470000 sec): 3 clusters Score: Raw -732361.488684 + Penalty 4206.856743 = -728154.631941 nChanged 17 SP:Iteration 51Q (18475.640000 sec): 3 clusters Score: Raw -732370.261831 + Penalty 4206.856743 = -728163.405088 nChanged 21 SP:Iteration 52Q (18475.840000 sec): 3 clusters Score: Raw -732379.183468 + Penalty 4206.856743 = -728172.326725 nChanged 16 SP:Iteration 53Q (18476.050000 sec): 3 clusters Score: Raw -732386.483415 + Penalty 4206.856743 = -728179.626672 nChanged 14 SP:Iteration 54Q (18476.280000 sec): 3 clusters Score: Raw -732393.183816 + Penalty 4206.856743 = -728186.327073 nChanged 5 SP:Iteration 55Q (18476.480000 sec): 3 clusters Score: Raw -732396.291450 + Penalty 4206.856743 = -728189.434707 nChanged 7 SP:Iteration 56Q (18476.670000 sec): 3 clusters Score: Raw -732400.100156 + Penalty 4206.856743 = -728193.243413 nChanged 9 SP:Iteration 57Q (18476.860000 sec): 3 clusters Score: Raw -732403.022845 + Penalty 4206.856743 = -728196.166102 nChanged 7 SP:Iteration 58Q (18477.050000 sec): 3 clusters Score: Raw -732405.163767 + Penalty 4206.856743 = -728198.307024 nChanged 8 SP:Iteration 59Q (18477.250000 sec): 3 clusters Score: Raw -732409.210334 + Penalty 4206.856743 = -728202.353591 nChanged 10 SP:Iteration 60F (18477.540000 sec): 3 clusters Score: Raw -732412.477671 + Penalty 4206.856743 = -728205.620928 nChanged 7 SP:Iteration 61Q (18477.720000 sec): 3 clusters Score: Raw -732415.266742 + Penalty 4206.856743 = -728208.409999 nChanged 5 SP:Iteration 62Q (18477.920000 sec): 3 clusters Score: Raw -732416.286056 + Penalty 4206.856743 = -728209.429313 nChanged 5 SP:Iteration 63Q (18478.140000 sec): 3 clusters Score: Raw -732417.913132 + Penalty 4206.856743 = -728211.056389 nChanged 7 SP:Iteration 64Q (18478.320000 sec): 3 clusters Score: Raw -732420.645281 + Penalty 4206.856743 = -728213.788538 nChanged 9 SP:Iteration 65Q (18478.550000 sec): 3 clusters Score: Raw -732423.563336 + Penalty 4206.856743 = -728216.706593 nChanged 11 SP:Iteration 66Q (18478.760000 sec): 3 clusters Score: Raw -732428.234624 + Penalty 4206.856743 = -728221.377881 nChanged 13 SP:Iteration 67Q (18478.960000 sec): 3 clusters Score: Raw -732432.470689 + Penalty 4206.856743 = -728225.613946 nChanged 8 SP:Iteration 68Q (18479.110000 sec): 3 clusters Score: Raw -732434.285001 + Penalty 4206.856743 = -728227.428258 nChanged 3 SP:Iteration 69Q (18479.320000 sec): 3 clusters Score: Raw -732434.980580 + Penalty 4206.856743 = -728228.123837 nChanged 0 SP:Iteration 70F (18479.530000 sec): 3 clusters Score: Raw -732434.980580 + Penalty 4206.856743 = -728228.123837 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18479.780000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18480.180000 sec): 3 clusters Score: Raw -6907478.696226 + Penalty 5299.447940 = -6902179.248286 nChanged 20079 SP:Iteration 1F (18480.550000 sec): 3 clusters Score: Raw -6918354.116165 + Penalty 5299.447940 = -6913054.668225 nChanged 1807 SP:Iteration 2Q (18480.930000 sec): 3 clusters Score: Raw -6918896.633564 + Penalty 5299.447940 = -6913597.185624 nChanged 1791 SP:Iteration 3Q (18481.370000 sec): 3 clusters Score: Raw -6919509.745992 + Penalty 5299.447940 = -6914210.298052 nChanged 1897 SP:Iteration 4Q (18481.780000 sec): 3 clusters Score: Raw -6920267.892728 + Penalty 5299.447940 = -6914968.444787 nChanged 2153 SP:Iteration 5Q (18482.150000 sec): 3 clusters Score: Raw -6921262.870509 + Penalty 5299.447940 = -6915963.422569 nChanged 2381 SP:Iteration 6F (18482.570000 sec): 3 clusters Score: Raw -6922499.613957 + Penalty 5299.447940 = -6917200.166017 nChanged 2496 SP:Iteration 7F (18482.930000 sec): 3 clusters Score: Raw -6923951.099767 + Penalty 5299.447940 = -6918651.651827 nChanged 2559 SP:Iteration 8F (18483.360000 sec): 3 clusters Score: Raw -6925514.312534 + Penalty 5299.447940 = -6920214.864594 nChanged 2370 SP:Iteration 9F (18483.740000 sec): 3 clusters Score: Raw -6927050.290657 + Penalty 5299.447940 = -6921750.842716 nChanged 2095 SP:Iteration 10Q (18484.180000 sec): 3 clusters Score: Raw -6928402.278090 + Penalty 5299.447940 = -6923102.830149 nChanged 1770 SP:Iteration 11Q (18484.600000 sec): 3 clusters Score: Raw -6929428.850188 + Penalty 5299.447940 = -6924129.402248 nChanged 1308 SP:Iteration 12Q (18485.100000 sec): 3 clusters Score: Raw -6930182.463962 + Penalty 5299.447940 = -6924883.016022 nChanged 1087 SP:Iteration 13Q (18485.530000 sec): 3 clusters Score: Raw -6930807.805685 + Penalty 5299.447940 = -6925508.357745 nChanged 937 SP:Iteration 14Q (18485.990000 sec): 3 clusters Score: Raw -6931317.906951 + Penalty 5299.447940 = -6926018.459011 nChanged 775 SP:Iteration 15Q (18486.420000 sec): 3 clusters Score: Raw -6931746.066438 + Penalty 5299.447940 = -6926446.618498 nChanged 723 SP:Iteration 16Q (18486.870000 sec): 3 clusters Score: Raw -6932175.089517 + Penalty 5299.447940 = -6926875.641577 nChanged 670 SP:Iteration 17Q (18487.270000 sec): 3 clusters Score: Raw -6932579.357728 + Penalty 5299.447940 = -6927279.909788 nChanged 581 SP:Iteration 18Q (18487.620000 sec): 3 clusters Score: Raw -6932966.205175 + Penalty 5299.447940 = -6927666.757234 nChanged 527 SP:Iteration 19Q (18488.020000 sec): 3 clusters Score: Raw -6933317.540652 + Penalty 5299.447940 = -6928018.092712 nChanged 435 SP:Iteration 20F (18488.430000 sec): 3 clusters Score: Raw -6933608.739484 + Penalty 5299.447940 = -6928309.291543 nChanged 389 SP:Iteration 21Q (18488.810000 sec): 3 clusters Score: Raw -6933854.168395 + Penalty 5299.447940 = -6928554.720455 nChanged 328 SP:Iteration 22Q (18489.190000 sec): 3 clusters Score: Raw -6934047.968147 + Penalty 5299.447940 = -6928748.520207 nChanged 263 SP:Iteration 23Q (18489.540000 sec): 3 clusters Score: Raw -6934180.109357 + Penalty 5299.447940 = -6928880.661417 nChanged 217 SP:Iteration 24Q (18489.920000 sec): 3 clusters Score: Raw -6934288.074915 + Penalty 5299.447940 = -6928988.626975 nChanged 183 SP:Iteration 25Q (18490.250000 sec): 3 clusters Score: Raw -6934378.756600 + Penalty 5299.447940 = -6929079.308660 nChanged 139 SP:Iteration 26Q (18490.600000 sec): 3 clusters Score: Raw -6934463.753905 + Penalty 5299.447940 = -6929164.305964 nChanged 157 SP:Iteration 27Q (18490.920000 sec): 3 clusters Score: Raw -6934560.539105 + Penalty 5299.447940 = -6929261.091164 nChanged 128 SP:Iteration 28Q (18491.310000 sec): 3 clusters Score: Raw -6934638.747533 + Penalty 5299.447940 = -6929339.299592 nChanged 108 SP:Iteration 29Q (18491.620000 sec): 3 clusters Score: Raw -6934693.237511 + Penalty 5299.447940 = -6929393.789571 nChanged 97 SP:Iteration 30Q (18491.960000 sec): 3 clusters Score: Raw -6934742.011411 + Penalty 5299.447940 = -6929442.563471 nChanged 65 SP:Iteration 31Q (18492.300000 sec): 3 clusters Score: Raw -6934774.365224 + Penalty 5299.447940 = -6929474.917284 nChanged 49 SP:Iteration 32Q (18492.630000 sec): 3 clusters Score: Raw -6934801.296578 + Penalty 5299.447940 = -6929501.848638 nChanged 57 SP:Iteration 33Q (18492.970000 sec): 3 clusters Score: Raw -6934829.531259 + Penalty 5299.447940 = -6929530.083319 nChanged 49 SP:Iteration 34Q (18493.330000 sec): 3 clusters Score: Raw -6934856.598518 + Penalty 5299.447940 = -6929557.150578 nChanged 55 SP:Iteration 35Q (18493.690000 sec): 3 clusters Score: Raw -6934883.512416 + Penalty 5299.447940 = -6929584.064476 nChanged 57 SP:Iteration 36Q (18494.040000 sec): 3 clusters Score: Raw -6934919.654359 + Penalty 5299.447940 = -6929620.206419 nChanged 59 SP:Iteration 37Q (18494.420000 sec): 3 clusters Score: Raw -6934956.834761 + Penalty 5299.447940 = -6929657.386821 nChanged 51 SP:Iteration 38Q (18494.750000 sec): 3 clusters Score: Raw -6934989.722254 + Penalty 5299.447940 = -6929690.274313 nChanged 53 SP:Iteration 39Q (18495.190000 sec): 3 clusters Score: Raw -6935021.052265 + Penalty 5299.447940 = -6929721.604325 nChanged 38 SP:Iteration 40F (18495.580000 sec): 3 clusters Score: Raw -6935044.035471 + Penalty 5299.447940 = -6929744.587531 nChanged 34 SP:Iteration 41Q (18496.020000 sec): 3 clusters Score: Raw -6935064.359353 + Penalty 5299.447940 = -6929764.911413 nChanged 40 SP:Iteration 42Q (18496.340000 sec): 3 clusters Score: Raw -6935091.169215 + Penalty 5299.447940 = -6929791.721275 nChanged 27 SP:Iteration 43Q (18496.700000 sec): 3 clusters Score: Raw -6935105.214411 + Penalty 5299.447940 = -6929805.766470 nChanged 20 SP:Iteration 44Q (18497.110000 sec): 3 clusters Score: Raw -6935114.248644 + Penalty 5299.447940 = -6929814.800704 nChanged 11 SP:Iteration 45Q (18497.480000 sec): 3 clusters Score: Raw -6935119.232652 + Penalty 5299.447940 = -6929819.784711 nChanged 10 SP:Iteration 46Q (18497.880000 sec): 3 clusters Score: Raw -6935122.361482 + Penalty 5299.447940 = -6929822.913541 nChanged 7 SP:Iteration 47Q (18498.220000 sec): 3 clusters Score: Raw -6935124.760035 + Penalty 5299.447940 = -6929825.312095 nChanged 5 SP:Iteration 48Q (18498.680000 sec): 3 clusters Score: Raw -6935126.631927 + Penalty 5299.447940 = -6929827.183986 nChanged 2 SP:Iteration 49Q (18499.070000 sec): 3 clusters Score: Raw -6935127.069975 + Penalty 5299.447940 = -6929827.622035 nChanged 2 SP:Iteration 50Q (18499.500000 sec): 3 clusters Score: Raw -6935127.868827 + Penalty 5299.447940 = -6929828.420887 nChanged 3 SP:Iteration 51Q (18499.920000 sec): 3 clusters Score: Raw -6935129.661165 + Penalty 5299.447940 = -6929830.213225 nChanged 4 SP:Iteration 52Q (18500.270000 sec): 3 clusters Score: Raw -6935131.814976 + Penalty 5299.447940 = -6929832.367035 nChanged 6 SP:Iteration 53Q (18500.640000 sec): 3 clusters Score: Raw -6935134.323175 + Penalty 5299.447940 = -6929834.875235 nChanged 6 SP:Iteration 54Q (18501.030000 sec): 3 clusters Score: Raw -6935136.609265 + Penalty 5299.447940 = -6929837.161324 nChanged 4 SP:Iteration 55Q (18501.360000 sec): 3 clusters Score: Raw -6935138.491710 + Penalty 5299.447940 = -6929839.043770 nChanged 4 SP:Iteration 56Q (18501.720000 sec): 3 clusters Score: Raw -6935139.232713 + Penalty 5299.447940 = -6929839.784773 nChanged 2 SP:Iteration 57Q (18502.080000 sec): 3 clusters Score: Raw -6935140.112801 + Penalty 5299.447940 = -6929840.664861 nChanged 4 SP:Iteration 58Q (18502.490000 sec): 3 clusters Score: Raw -6935141.722483 + Penalty 5299.447940 = -6929842.274542 nChanged 4 SP:Iteration 59Q (18502.870000 sec): 3 clusters Score: Raw -6935143.259748 + Penalty 5299.447940 = -6929843.811808 nChanged 0 SP:Iteration 60F (18503.350000 sec): 3 clusters Score: Raw -6935143.259748 + Penalty 5299.447940 = -6929843.811808 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18503.460000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18503.730000 sec): 3 clusters Score: Raw -1447225.594403 + Penalty 4520.076892 = -1442705.517511 nChanged 3701 SP:Iteration 1F (18503.960000 sec): 3 clusters Score: Raw -1449175.468111 + Penalty 4520.076892 = -1444655.391219 nChanged 664 SP:Iteration 2F (18504.200000 sec): 3 clusters Score: Raw -1449478.575923 + Penalty 4520.076892 = -1444958.499032 nChanged 431 SP:Iteration 3Q (18504.410000 sec): 3 clusters Score: Raw -1449654.182023 + Penalty 4520.076892 = -1445134.105131 nChanged 334 SP:Iteration 4Q (18504.680000 sec): 3 clusters Score: Raw -1449790.943291 + Penalty 4520.076892 = -1445270.866399 nChanged 298 SP:Iteration 5Q (18504.890000 sec): 3 clusters Score: Raw -1449899.720091 + Penalty 4520.076892 = -1445379.643199 nChanged 225 SP:Iteration 6Q (18505.150000 sec): 3 clusters Score: Raw -1449987.155073 + Penalty 4520.076892 = -1445467.078181 nChanged 225 SP:Iteration 7Q (18505.420000 sec): 3 clusters Score: Raw -1450061.286854 + Penalty 4520.076892 = -1445541.209962 nChanged 193 SP:Iteration 8Q (18505.660000 sec): 3 clusters Score: Raw -1450125.599367 + Penalty 4520.076892 = -1445605.522476 nChanged 192 SP:Iteration 9Q (18505.860000 sec): 3 clusters Score: Raw -1450199.475823 + Penalty 4520.076892 = -1445679.398932 nChanged 194 SP:Iteration 10Q (18506.090000 sec): 3 clusters Score: Raw -1450265.816531 + Penalty 4520.076892 = -1445745.739640 nChanged 172 SP:Iteration 11Q (18506.290000 sec): 3 clusters Score: Raw -1450322.556633 + Penalty 4520.076892 = -1445802.479741 nChanged 168 SP:Iteration 12Q (18506.530000 sec): 3 clusters Score: Raw -1450381.162841 + Penalty 4520.076892 = -1445861.085950 nChanged 176 SP:Iteration 13Q (18506.770000 sec): 3 clusters Score: Raw -1450440.908227 + Penalty 4520.076892 = -1445920.831336 nChanged 186 SP:Iteration 14Q (18506.970000 sec): 3 clusters Score: Raw -1450497.672076 + Penalty 4520.076892 = -1445977.595184 nChanged 159 SP:Iteration 15Q (18507.220000 sec): 3 clusters Score: Raw -1450550.108023 + Penalty 4520.076892 = -1446030.031131 nChanged 200 SP:Iteration 16Q (18507.420000 sec): 3 clusters Score: Raw -1450621.455263 + Penalty 4520.076892 = -1446101.378372 nChanged 220 SP:Iteration 17Q (18507.670000 sec): 3 clusters Score: Raw -1450717.465537 + Penalty 4520.076892 = -1446197.388646 nChanged 276 SP:Iteration 18Q (18507.880000 sec): 3 clusters Score: Raw -1450846.086363 + Penalty 4520.076892 = -1446326.009471 nChanged 285 SP:Iteration 19Q (18508.090000 sec): 3 clusters Score: Raw -1451001.135166 + Penalty 4520.076892 = -1446481.058274 nChanged 352 SP:Iteration 20F (18508.340000 sec): 3 clusters Score: Raw -1451214.277765 + Penalty 4520.076892 = -1446694.200874 nChanged 361 SP:Iteration 21Q (18508.580000 sec): 3 clusters Score: Raw -1451450.398436 + Penalty 4520.076892 = -1446930.321545 nChanged 329 SP:Iteration 22Q (18508.810000 sec): 3 clusters Score: Raw -1451664.552597 + Penalty 4520.076892 = -1447144.475706 nChanged 288 SP:Iteration 23Q (18509.090000 sec): 3 clusters Score: Raw -1451864.390593 + Penalty 4520.076892 = -1447344.313701 nChanged 225 SP:Iteration 24Q (18509.330000 sec): 3 clusters Score: Raw -1452009.976885 + Penalty 4520.076892 = -1447489.899994 nChanged 161 SP:Iteration 25Q (18509.530000 sec): 3 clusters Score: Raw -1452113.434871 + Penalty 4520.076892 = -1447593.357980 nChanged 116 SP:Iteration 26Q (18509.740000 sec): 3 clusters Score: Raw -1452190.741399 + Penalty 4520.076892 = -1447670.664507 nChanged 107 SP:Iteration 27Q (18509.990000 sec): 3 clusters Score: Raw -1452269.499144 + Penalty 4520.076892 = -1447749.422252 nChanged 103 SP:Iteration 28Q (18510.240000 sec): 3 clusters Score: Raw -1452339.134501 + Penalty 4520.076892 = -1447819.057609 nChanged 70 SP:Iteration 29Q (18510.460000 sec): 3 clusters Score: Raw -1452382.499411 + Penalty 4520.076892 = -1447862.422520 nChanged 43 SP:Iteration 30Q (18510.750000 sec): 3 clusters Score: Raw -1452405.662601 + Penalty 4520.076892 = -1447885.585710 nChanged 30 SP:Iteration 31Q (18511.000000 sec): 3 clusters Score: Raw -1452424.084549 + Penalty 4520.076892 = -1447904.007658 nChanged 21 SP:Iteration 32Q (18511.210000 sec): 3 clusters Score: Raw -1452437.878816 + Penalty 4520.076892 = -1447917.801925 nChanged 13 SP:Iteration 33Q (18511.500000 sec): 3 clusters Score: Raw -1452447.276275 + Penalty 4520.076892 = -1447927.199384 nChanged 10 SP:Iteration 34Q (18511.740000 sec): 3 clusters Score: Raw -1452453.240377 + Penalty 4520.076892 = -1447933.163485 nChanged 10 SP:Iteration 35Q (18512.010000 sec): 3 clusters Score: Raw -1452457.936414 + Penalty 4520.076892 = -1447937.859522 nChanged 7 SP:Iteration 36Q (18512.290000 sec): 3 clusters Score: Raw -1452462.560876 + Penalty 4520.076892 = -1447942.483984 nChanged 4 SP:Iteration 37Q (18512.540000 sec): 3 clusters Score: Raw -1452464.537225 + Penalty 4520.076892 = -1447944.460334 nChanged 4 SP:Iteration 38Q (18512.800000 sec): 3 clusters Score: Raw -1452467.144751 + Penalty 4520.076892 = -1447947.067860 nChanged 4 SP:Iteration 39Q (18513.030000 sec): 3 clusters Score: Raw -1452468.791913 + Penalty 4520.076892 = -1447948.715021 nChanged 1 SP:Iteration 40F (18513.250000 sec): 3 clusters Score: Raw -1452469.468218 + Penalty 4520.076892 = -1447949.391326 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18513.350000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18513.580000 sec): 3 clusters Score: Raw -110344.761979 + Penalty 3261.237617 = -107083.524362 nChanged 187 SP:Iteration 1F (18513.720000 sec): 3 clusters Score: Raw -110678.177233 + Penalty 3261.237617 = -107416.939616 nChanged 70 SP:Iteration 2F (18513.910000 sec): 3 clusters Score: Raw -110884.755835 + Penalty 3261.237617 = -107623.518219 nChanged 53 SP:Iteration 3F (18514.010000 sec): 3 clusters Score: Raw -111016.955997 + Penalty 3261.237617 = -107755.718380 nChanged 30 SP:Iteration 4Q (18514.150000 sec): 3 clusters Score: Raw -111095.694919 + Penalty 3261.237617 = -107834.457302 nChanged 25 SP:Iteration 5Q (18514.300000 sec): 3 clusters Score: Raw -111184.960147 + Penalty 3261.237617 = -107923.722530 nChanged 13 SP:Iteration 6Q (18514.400000 sec): 3 clusters Score: Raw -111241.634744 + Penalty 3261.237617 = -107980.397127 nChanged 14 SP:Iteration 7Q (18514.580000 sec): 3 clusters Score: Raw -111289.172508 + Penalty 3261.237617 = -108027.934891 nChanged 15 SP:Iteration 8Q (18514.750000 sec): 3 clusters Score: Raw -111326.462950 + Penalty 3261.237617 = -108065.225333 nChanged 10 SP:Iteration 9Q (18514.900000 sec): 3 clusters Score: Raw -111384.709766 + Penalty 3261.237617 = -108123.472149 nChanged 11 SP:Iteration 10Q (18515.120000 sec): 3 clusters Score: Raw -111425.595753 + Penalty 3261.237617 = -108164.358136 nChanged 10 SP:Iteration 11Q (18515.270000 sec): 3 clusters Score: Raw -111450.300686 + Penalty 3261.237617 = -108189.063069 nChanged 3 SP:Iteration 12Q (18515.470000 sec): 3 clusters Score: Raw -111465.514094 + Penalty 3261.237617 = -108204.276477 nChanged 4 SP:Iteration 13Q (18515.610000 sec): 3 clusters Score: Raw -111474.880039 + Penalty 3261.237617 = -108213.642422 nChanged 1 SP:Iteration 14Q (18515.780000 sec): 3 clusters Score: Raw -111476.043432 + Penalty 3261.237617 = -108214.805815 nChanged 0 SP:Iteration 15F (18515.990000 sec): 3 clusters Score: Raw -111476.043432 + Penalty 3261.237617 = -108214.805815 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18516.140000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18516.310000 sec): 3 clusters Score: Raw -1477641.004937 + Penalty 4530.517105 = -1473110.487832 nChanged 3819 SP:Iteration 1F (18516.560000 sec): 3 clusters Score: Raw -1479670.536542 + Penalty 4530.517105 = -1475140.019438 nChanged 591 SP:Iteration 2F (18516.780000 sec): 3 clusters Score: Raw -1479958.354703 + Penalty 4530.517105 = -1475427.837598 nChanged 468 SP:Iteration 3F (18517.020000 sec): 3 clusters Score: Raw -1480180.843144 + Penalty 4530.517105 = -1475650.326040 nChanged 428 SP:Iteration 4Q (18517.260000 sec): 3 clusters Score: Raw -1480379.051119 + Penalty 4530.517105 = -1475848.534014 nChanged 396 SP:Iteration 5Q (18517.470000 sec): 3 clusters Score: Raw -1480571.189101 + Penalty 4530.517105 = -1476040.671996 nChanged 379 SP:Iteration 6Q (18517.690000 sec): 3 clusters Score: Raw -1480755.207195 + Penalty 4530.517105 = -1476224.690091 nChanged 350 SP:Iteration 7Q (18517.900000 sec): 3 clusters Score: Raw -1480917.898930 + Penalty 4530.517105 = -1476387.381826 nChanged 315 SP:Iteration 8Q (18518.160000 sec): 3 clusters Score: Raw -1481080.002545 + Penalty 4530.517105 = -1476549.485440 nChanged 342 SP:Iteration 9Q (18518.370000 sec): 3 clusters Score: Raw -1481272.652347 + Penalty 4530.517105 = -1476742.135242 nChanged 334 SP:Iteration 10Q (18518.590000 sec): 3 clusters Score: Raw -1481435.034784 + Penalty 4530.517105 = -1476904.517679 nChanged 284 SP:Iteration 11Q (18518.830000 sec): 3 clusters Score: Raw -1481594.705390 + Penalty 4530.517105 = -1477064.188285 nChanged 272 SP:Iteration 12Q (18519.090000 sec): 3 clusters Score: Raw -1481739.121482 + Penalty 4530.517105 = -1477208.604378 nChanged 251 SP:Iteration 13Q (18519.370000 sec): 3 clusters Score: Raw -1481866.979322 + Penalty 4530.517105 = -1477336.462217 nChanged 201 SP:Iteration 14Q (18519.580000 sec): 3 clusters Score: Raw -1481968.907697 + Penalty 4530.517105 = -1477438.390593 nChanged 201 SP:Iteration 15Q (18519.850000 sec): 3 clusters Score: Raw -1482082.512622 + Penalty 4530.517105 = -1477551.995518 nChanged 200 SP:Iteration 16Q (18520.070000 sec): 3 clusters Score: Raw -1482198.876997 + Penalty 4530.517105 = -1477668.359892 nChanged 167 SP:Iteration 17Q (18520.350000 sec): 3 clusters Score: Raw -1482294.550569 + Penalty 4530.517105 = -1477764.033464 nChanged 141 SP:Iteration 18Q (18520.590000 sec): 3 clusters Score: Raw -1482379.064459 + Penalty 4530.517105 = -1477848.547355 nChanged 140 SP:Iteration 19Q (18520.830000 sec): 3 clusters Score: Raw -1482465.966918 + Penalty 4530.517105 = -1477935.449814 nChanged 120 SP:Iteration 20F (18521.030000 sec): 3 clusters Score: Raw -1482543.885142 + Penalty 4530.517105 = -1478013.368038 nChanged 103 SP:Iteration 21Q (18521.220000 sec): 3 clusters Score: Raw -1482615.367536 + Penalty 4530.517105 = -1478084.850431 nChanged 93 SP:Iteration 22Q (18521.490000 sec): 3 clusters Score: Raw -1482680.348910 + Penalty 4530.517105 = -1478149.831805 nChanged 74 SP:Iteration 23Q (18521.710000 sec): 3 clusters Score: Raw -1482725.944392 + Penalty 4530.517105 = -1478195.427287 nChanged 59 SP:Iteration 24Q (18521.970000 sec): 3 clusters Score: Raw -1482768.335801 + Penalty 4530.517105 = -1478237.818696 nChanged 48 SP:Iteration 25Q (18522.180000 sec): 3 clusters Score: Raw -1482800.646903 + Penalty 4530.517105 = -1478270.129798 nChanged 38 SP:Iteration 26Q (18522.420000 sec): 3 clusters Score: Raw -1482826.079454 + Penalty 4530.517105 = -1478295.562349 nChanged 31 SP:Iteration 27Q (18522.650000 sec): 3 clusters Score: Raw -1482852.936573 + Penalty 4530.517105 = -1478322.419469 nChanged 37 SP:Iteration 28Q (18522.910000 sec): 3 clusters Score: Raw -1482881.600819 + Penalty 4530.517105 = -1478351.083714 nChanged 29 SP:Iteration 29Q (18523.120000 sec): 3 clusters Score: Raw -1482908.339851 + Penalty 4530.517105 = -1478377.822746 nChanged 25 SP:Iteration 30Q (18523.320000 sec): 3 clusters Score: Raw -1482928.573413 + Penalty 4530.517105 = -1478398.056308 nChanged 15 SP:Iteration 31Q (18523.550000 sec): 3 clusters Score: Raw -1482943.280954 + Penalty 4530.517105 = -1478412.763849 nChanged 15 SP:Iteration 32Q (18523.800000 sec): 3 clusters Score: Raw -1482953.324841 + Penalty 4530.517105 = -1478422.807736 nChanged 10 SP:Iteration 33Q (18523.980000 sec): 3 clusters Score: Raw -1482960.218323 + Penalty 4530.517105 = -1478429.701218 nChanged 12 SP:Iteration 34Q (18524.200000 sec): 3 clusters Score: Raw -1482968.861593 + Penalty 4530.517105 = -1478438.344488 nChanged 7 SP:Iteration 35Q (18524.430000 sec): 3 clusters Score: Raw -1482974.735716 + Penalty 4530.517105 = -1478444.218612 nChanged 5 SP:Iteration 36Q (18524.660000 sec): 3 clusters Score: Raw -1482979.343686 + Penalty 4530.517105 = -1478448.826581 nChanged 4 SP:Iteration 37Q (18524.850000 sec): 3 clusters Score: Raw -1482981.520031 + Penalty 4530.517105 = -1478451.002926 nChanged 3 SP:Iteration 38Q (18525.050000 sec): 3 clusters Score: Raw -1482983.078313 + Penalty 4530.517105 = -1478452.561209 nChanged 1 SP:Iteration 39Q (18525.290000 sec): 3 clusters Score: Raw -1482983.830723 + Penalty 4530.517105 = -1478453.313618 nChanged 1 SP:Iteration 40F (18525.440000 sec): 3 clusters Score: Raw -1482984.384745 + Penalty 4530.517105 = -1478453.867640 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18525.890000 sec): 2 clusters Score: Raw -12227815.637909 + Penalty 2785.399787 = -12225030.238122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18526.430000 sec): 3 clusters Score: Raw -12179873.109386 + Penalty 5570.799574 = -12174302.309812 nChanged 35403 SP:Iteration 1F (18526.950000 sec): 3 clusters Score: Raw -12199612.961212 + Penalty 5570.799574 = -12194042.161639 nChanged 2473 SP:Iteration 2Q (18527.560000 sec): 3 clusters Score: Raw -12200181.929855 + Penalty 5570.799574 = -12194611.130281 nChanged 2419 SP:Iteration 3Q (18528.200000 sec): 3 clusters Score: Raw -12200717.442641 + Penalty 5570.799574 = -12195146.643067 nChanged 2318 SP:Iteration 4Q (18528.840000 sec): 3 clusters Score: Raw -12201263.480781 + Penalty 5570.799574 = -12195692.681207 nChanged 2331 SP:Iteration 5Q (18529.450000 sec): 3 clusters Score: Raw -12201905.982101 + Penalty 5570.799574 = -12196335.182527 nChanged 2565 SP:Iteration 6Q (18530.070000 sec): 3 clusters Score: Raw -12202783.331976 + Penalty 5570.799574 = -12197212.532402 nChanged 3249 SP:Iteration 7Q (18530.680000 sec): 3 clusters Score: Raw -12204208.984102 + Penalty 5570.799574 = -12198638.184529 nChanged 4359 SP:Iteration 8F (18531.280000 sec): 3 clusters Score: Raw -12206703.624717 + Penalty 5570.799574 = -12201132.825143 nChanged 5696 SP:Iteration 9F (18531.850000 sec): 3 clusters Score: Raw -12210963.237933 + Penalty 5570.799574 = -12205392.438360 nChanged 6633 SP:Iteration 10F (18532.500000 sec): 3 clusters Score: Raw -12217066.280005 + Penalty 5570.799574 = -12211495.480431 nChanged 5856 SP:Iteration 11F (18533.080000 sec): 3 clusters Score: Raw -12222910.666370 + Penalty 5570.799574 = -12217339.866797 nChanged 3543 SP:Iteration 12Q (18533.680000 sec): 3 clusters Score: Raw -12226307.735025 + Penalty 5570.799574 = -12220736.935451 nChanged 1431 SP:Iteration 13Q (18534.190000 sec): 3 clusters Score: Raw -12227520.604759 + Penalty 5570.799574 = -12221949.805185 nChanged 554 SP:Iteration 14Q (18534.760000 sec): 3 clusters Score: Raw -12228004.806754 + Penalty 5570.799574 = -12222434.007180 nChanged 248 SP:Iteration 15Q (18535.300000 sec): 3 clusters Score: Raw -12228251.744730 + Penalty 5570.799574 = -12222680.945157 nChanged 140 SP:Iteration 16Q (18535.810000 sec): 3 clusters Score: Raw -12228387.110240 + Penalty 5570.799574 = -12222816.310666 nChanged 83 SP:Iteration 17Q (18536.320000 sec): 3 clusters Score: Raw -12228461.185274 + Penalty 5570.799574 = -12222890.385700 nChanged 62 SP:Iteration 18Q (18536.880000 sec): 3 clusters Score: Raw -12228513.196324 + Penalty 5570.799574 = -12222942.396751 nChanged 46 SP:Iteration 19Q (18537.410000 sec): 3 clusters Score: Raw -12228555.162531 + Penalty 5570.799574 = -12222984.362957 nChanged 45 SP:Iteration 20F (18538.040000 sec): 3 clusters Score: Raw -12228596.133900 + Penalty 5570.799574 = -12223025.334326 nChanged 49 SP:Iteration 21Q (18538.620000 sec): 3 clusters Score: Raw -12228632.537736 + Penalty 5570.799574 = -12223061.738162 nChanged 44 SP:Iteration 22Q (18539.200000 sec): 3 clusters Score: Raw -12228672.824148 + Penalty 5570.799574 = -12223102.024574 nChanged 53 SP:Iteration 23Q (18539.780000 sec): 3 clusters Score: Raw -12228736.095698 + Penalty 5570.799574 = -12223165.296124 nChanged 45 SP:Iteration 24Q (18540.340000 sec): 3 clusters Score: Raw -12228792.191316 + Penalty 5570.799574 = -12223221.391743 nChanged 51 SP:Iteration 25Q (18540.870000 sec): 3 clusters Score: Raw -12228844.481210 + Penalty 5570.799574 = -12223273.681636 nChanged 51 SP:Iteration 26Q (18541.440000 sec): 3 clusters Score: Raw -12228883.994663 + Penalty 5570.799574 = -12223313.195090 nChanged 45 SP:Iteration 27Q (18542.030000 sec): 3 clusters Score: Raw -12228912.276990 + Penalty 5570.799574 = -12223341.477416 nChanged 38 SP:Iteration 28Q (18542.570000 sec): 3 clusters Score: Raw -12228933.624272 + Penalty 5570.799574 = -12223362.824699 nChanged 35 SP:Iteration 29Q (18543.040000 sec): 3 clusters Score: Raw -12228959.544522 + Penalty 5570.799574 = -12223388.744949 nChanged 54 SP:Iteration 30Q (18543.540000 sec): 3 clusters Score: Raw -12228989.605730 + Penalty 5570.799574 = -12223418.806157 nChanged 35 SP:Iteration 31Q (18544.070000 sec): 3 clusters Score: Raw -12229009.372711 + Penalty 5570.799574 = -12223438.573137 nChanged 21 SP:Iteration 32Q (18544.570000 sec): 3 clusters Score: Raw -12229019.011714 + Penalty 5570.799574 = -12223448.212140 nChanged 24 SP:Iteration 33Q (18545.010000 sec): 3 clusters Score: Raw -12229030.703122 + Penalty 5570.799574 = -12223459.903548 nChanged 19 SP:Iteration 34Q (18545.480000 sec): 3 clusters Score: Raw -12229039.202950 + Penalty 5570.799574 = -12223468.403377 nChanged 12 SP:Iteration 35Q (18545.970000 sec): 3 clusters Score: Raw -12229044.482079 + Penalty 5570.799574 = -12223473.682505 nChanged 14 SP:Iteration 36Q (18546.520000 sec): 3 clusters Score: Raw -12229050.296750 + Penalty 5570.799574 = -12223479.497176 nChanged 16 SP:Iteration 37Q (18547.090000 sec): 3 clusters Score: Raw -12229055.706495 + Penalty 5570.799574 = -12223484.906921 nChanged 8 SP:Iteration 38Q (18547.690000 sec): 3 clusters Score: Raw -12229058.740136 + Penalty 5570.799574 = -12223487.940563 nChanged 4 SP:Iteration 39Q (18548.200000 sec): 3 clusters Score: Raw -12229060.213321 + Penalty 5570.799574 = -12223489.413747 nChanged 2 SP:Iteration 40F (18548.810000 sec): 3 clusters Score: Raw -12229063.216309 + Penalty 5570.799574 = -12223492.416735 nChanged 5 SP:Iteration 41Q (18549.360000 sec): 3 clusters Score: Raw -12229064.796866 + Penalty 5570.799574 = -12223493.997293 nChanged 3 SP:Iteration 42Q (18549.880000 sec): 3 clusters Score: Raw -12229065.441525 + Penalty 5570.799574 = -12223494.641951 nChanged 1 SP:Iteration 43Q (18550.430000 sec): 3 clusters Score: Raw -12229065.802041 + Penalty 5570.799574 = -12223495.002467 nChanged 1 SP:Iteration 44Q (18550.970000 sec): 3 clusters Score: Raw -12229066.193121 + Penalty 5570.799574 = -12223495.393548 nChanged 2 SP:Iteration 45Q (18551.420000 sec): 3 clusters Score: Raw -12229067.110173 + Penalty 5570.799574 = -12223496.310599 nChanged 3 SP:Iteration 46Q (18551.890000 sec): 3 clusters Score: Raw -12229068.019514 + Penalty 5570.799574 = -12223497.219941 nChanged 3 SP:Iteration 47Q (18552.340000 sec): 3 clusters Score: Raw -12229068.982891 + Penalty 5570.799574 = -12223498.183317 nChanged 7 SP:Iteration 48Q (18552.860000 sec): 3 clusters Score: Raw -12229071.488056 + Penalty 5570.799574 = -12223500.688482 nChanged 7 SP:Iteration 49Q (18553.430000 sec): 3 clusters Score: Raw -12229074.937046 + Penalty 5570.799574 = -12223504.137473 nChanged 12 SP:Iteration 50Q (18554.000000 sec): 3 clusters Score: Raw -12229080.015946 + Penalty 5570.799574 = -12223509.216372 nChanged 15 SP:Iteration 51Q (18554.570000 sec): 3 clusters Score: Raw -12229085.711013 + Penalty 5570.799574 = -12223514.911440 nChanged 9 SP:Iteration 52Q (18555.100000 sec): 3 clusters Score: Raw -12229089.287352 + Penalty 5570.799574 = -12223518.487778 nChanged 7 SP:Iteration 53Q (18555.650000 sec): 3 clusters Score: Raw -12229091.851449 + Penalty 5570.799574 = -12223521.051875 nChanged 5 SP:Iteration 54Q (18556.180000 sec): 3 clusters Score: Raw -12229093.055070 + Penalty 5570.799574 = -12223522.255496 nChanged 2 SP:Iteration 55Q (18556.780000 sec): 3 clusters Score: Raw -12229093.702898 + Penalty 5570.799574 = -12223522.903324 nChanged 1 SP:Iteration 56Q (18557.300000 sec): 3 clusters Score: Raw -12229093.847217 + Penalty 5570.799574 = -12223523.047643 nChanged 0 SP:Iteration 57F (18557.850000 sec): 3 clusters Score: Raw -12229093.847217 + Penalty 5570.799574 = -12223523.047643 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18557.990000 sec): 2 clusters Score: Raw -2295579.513276 + Penalty 2385.578006 = -2293193.935270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18558.260000 sec): 3 clusters Score: Raw -2287058.615390 + Penalty 4771.156011 = -2282287.459379 nChanged 6534 SP:Iteration 1F (18558.560000 sec): 3 clusters Score: Raw -2290674.721462 + Penalty 4771.156011 = -2285903.565451 nChanged 953 SP:Iteration 2F (18558.840000 sec): 3 clusters Score: Raw -2291182.163854 + Penalty 4771.156011 = -2286411.007843 nChanged 857 SP:Iteration 3F (18559.140000 sec): 3 clusters Score: Raw -2291764.150534 + Penalty 4771.156011 = -2286992.994523 nChanged 903 SP:Iteration 4F (18559.450000 sec): 3 clusters Score: Raw -2292487.562436 + Penalty 4771.156011 = -2287716.406425 nChanged 969 SP:Iteration 5F (18559.680000 sec): 3 clusters Score: Raw -2293187.962736 + Penalty 4771.156011 = -2288416.806725 nChanged 911 SP:Iteration 6F (18560.010000 sec): 3 clusters Score: Raw -2293727.310981 + Penalty 4771.156011 = -2288956.154969 nChanged 792 SP:Iteration 7F (18560.250000 sec): 3 clusters Score: Raw -2294136.793005 + Penalty 4771.156011 = -2289365.636994 nChanged 644 SP:Iteration 8Q (18560.570000 sec): 3 clusters Score: Raw -2294453.720012 + Penalty 4771.156011 = -2289682.564001 nChanged 560 SP:Iteration 9Q (18560.860000 sec): 3 clusters Score: Raw -2294702.524164 + Penalty 4771.156011 = -2289931.368152 nChanged 490 SP:Iteration 10Q (18561.080000 sec): 3 clusters Score: Raw -2294916.903382 + Penalty 4771.156011 = -2290145.747370 nChanged 425 SP:Iteration 11Q (18561.420000 sec): 3 clusters Score: Raw -2295096.413183 + Penalty 4771.156011 = -2290325.257171 nChanged 406 SP:Iteration 12Q (18561.690000 sec): 3 clusters Score: Raw -2295263.206548 + Penalty 4771.156011 = -2290492.050536 nChanged 375 SP:Iteration 13Q (18561.930000 sec): 3 clusters Score: Raw -2295428.209304 + Penalty 4771.156011 = -2290657.053292 nChanged 364 SP:Iteration 14Q (18562.200000 sec): 3 clusters Score: Raw -2295580.489840 + Penalty 4771.156011 = -2290809.333829 nChanged 374 SP:Iteration 15Q (18562.520000 sec): 3 clusters Score: Raw -2295744.143300 + Penalty 4771.156011 = -2290972.987289 nChanged 362 SP:Iteration 16Q (18562.810000 sec): 3 clusters Score: Raw -2295908.104173 + Penalty 4771.156011 = -2291136.948162 nChanged 354 SP:Iteration 17Q (18563.120000 sec): 3 clusters Score: Raw -2296081.592225 + Penalty 4771.156011 = -2291310.436214 nChanged 338 SP:Iteration 18Q (18563.400000 sec): 3 clusters Score: Raw -2296252.176494 + Penalty 4771.156011 = -2291481.020483 nChanged 351 SP:Iteration 19Q (18563.720000 sec): 3 clusters Score: Raw -2296446.901911 + Penalty 4771.156011 = -2291675.745900 nChanged 324 SP:Iteration 20F (18563.960000 sec): 3 clusters Score: Raw -2296624.816239 + Penalty 4771.156011 = -2291853.660227 nChanged 256 SP:Iteration 21Q (18564.250000 sec): 3 clusters Score: Raw -2296761.760079 + Penalty 4771.156011 = -2291990.604068 nChanged 200 SP:Iteration 22Q (18564.550000 sec): 3 clusters Score: Raw -2296869.147672 + Penalty 4771.156011 = -2292097.991661 nChanged 140 SP:Iteration 23Q (18564.840000 sec): 3 clusters Score: Raw -2296944.369431 + Penalty 4771.156011 = -2292173.213419 nChanged 132 SP:Iteration 24Q (18565.110000 sec): 3 clusters Score: Raw -2297005.622179 + Penalty 4771.156011 = -2292234.466168 nChanged 103 SP:Iteration 25Q (18565.430000 sec): 3 clusters Score: Raw -2297065.385456 + Penalty 4771.156011 = -2292294.229445 nChanged 96 SP:Iteration 26Q (18565.660000 sec): 3 clusters Score: Raw -2297112.663496 + Penalty 4771.156011 = -2292341.507484 nChanged 71 SP:Iteration 27Q (18565.950000 sec): 3 clusters Score: Raw -2297153.061854 + Penalty 4771.156011 = -2292381.905843 nChanged 64 SP:Iteration 28Q (18566.190000 sec): 3 clusters Score: Raw -2297185.540605 + Penalty 4771.156011 = -2292414.384594 nChanged 56 SP:Iteration 29Q (18566.490000 sec): 3 clusters Score: Raw -2297212.972534 + Penalty 4771.156011 = -2292441.816523 nChanged 46 SP:Iteration 30Q (18566.750000 sec): 3 clusters Score: Raw -2297236.075846 + Penalty 4771.156011 = -2292464.919835 nChanged 41 SP:Iteration 31Q (18567.010000 sec): 3 clusters Score: Raw -2297260.526698 + Penalty 4771.156011 = -2292489.370687 nChanged 41 SP:Iteration 32Q (18567.300000 sec): 3 clusters Score: Raw -2297283.962232 + Penalty 4771.156011 = -2292512.806221 nChanged 46 SP:Iteration 33Q (18567.600000 sec): 3 clusters Score: Raw -2297309.102116 + Penalty 4771.156011 = -2292537.946105 nChanged 34 SP:Iteration 34Q (18567.900000 sec): 3 clusters Score: Raw -2297325.879178 + Penalty 4771.156011 = -2292554.723167 nChanged 36 SP:Iteration 35Q (18568.170000 sec): 3 clusters Score: Raw -2297346.012565 + Penalty 4771.156011 = -2292574.856553 nChanged 35 SP:Iteration 36Q (18568.480000 sec): 3 clusters Score: Raw -2297360.151826 + Penalty 4771.156011 = -2292588.995815 nChanged 25 SP:Iteration 37Q (18568.760000 sec): 3 clusters Score: Raw -2297376.818964 + Penalty 4771.156011 = -2292605.662952 nChanged 28 SP:Iteration 38Q (18569.030000 sec): 3 clusters Score: Raw -2297391.266084 + Penalty 4771.156011 = -2292620.110072 nChanged 25 SP:Iteration 39Q (18569.340000 sec): 3 clusters Score: Raw -2297405.289238 + Penalty 4771.156011 = -2292634.133227 nChanged 22 SP:Iteration 40F (18569.590000 sec): 3 clusters Score: Raw -2297415.297043 + Penalty 4771.156011 = -2292644.141032 nChanged 15 SP:Iteration 41Q (18569.890000 sec): 3 clusters Score: Raw -2297421.344945 + Penalty 4771.156011 = -2292650.188934 nChanged 17 SP:Iteration 42Q (18570.170000 sec): 3 clusters Score: Raw -2297427.014838 + Penalty 4771.156011 = -2292655.858827 nChanged 8 SP:Iteration 43Q (18570.380000 sec): 3 clusters Score: Raw -2297429.178942 + Penalty 4771.156011 = -2292658.022930 nChanged 7 SP:Iteration 44Q (18570.630000 sec): 3 clusters Score: Raw -2297431.548339 + Penalty 4771.156011 = -2292660.392328 nChanged 6 SP:Iteration 45Q (18570.870000 sec): 3 clusters Score: Raw -2297433.638653 + Penalty 4771.156011 = -2292662.482642 nChanged 4 SP:Iteration 46Q (18571.140000 sec): 3 clusters Score: Raw -2297437.011390 + Penalty 4771.156011 = -2292665.855379 nChanged 11 SP:Iteration 47Q (18571.370000 sec): 3 clusters Score: Raw -2297442.622090 + Penalty 4771.156011 = -2292671.466079 nChanged 13 SP:Iteration 48Q (18571.640000 sec): 3 clusters Score: Raw -2297447.438270 + Penalty 4771.156011 = -2292676.282258 nChanged 6 SP:Iteration 49Q (18571.990000 sec): 3 clusters Score: Raw -2297449.713688 + Penalty 4771.156011 = -2292678.557677 nChanged 7 SP:Iteration 50Q (18572.240000 sec): 3 clusters Score: Raw -2297451.538822 + Penalty 4771.156011 = -2292680.382810 nChanged 5 SP:Iteration 51Q (18572.480000 sec): 3 clusters Score: Raw -2297453.682277 + Penalty 4771.156011 = -2292682.526266 nChanged 5 SP:Iteration 52Q (18572.800000 sec): 3 clusters Score: Raw -2297455.739580 + Penalty 4771.156011 = -2292684.583569 nChanged 1 SP:Iteration 53Q (18573.070000 sec): 3 clusters Score: Raw -2297455.907292 + Penalty 4771.156011 = -2292684.751280 nChanged 1 SP:Iteration 54Q (18573.390000 sec): 3 clusters Score: Raw -2297456.406965 + Penalty 4771.156011 = -2292685.250954 nChanged 2 SP:Iteration 55Q (18573.660000 sec): 3 clusters Score: Raw -2297456.989948 + Penalty 4771.156011 = -2292685.833937 nChanged 0 SP:Iteration 56F (18573.950000 sec): 3 clusters Score: Raw -2297456.989948 + Penalty 4771.156011 = -2292685.833937 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18574.050000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18574.240000 sec): 3 clusters Score: Raw -135168.433722 + Penalty 3391.848980 = -131776.584742 nChanged 238 SP:Iteration 1F (18574.490000 sec): 3 clusters Score: Raw -135513.441562 + Penalty 3391.848980 = -132121.592582 nChanged 89 SP:Iteration 2F (18574.640000 sec): 3 clusters Score: Raw -135677.406561 + Penalty 3391.848980 = -132285.557581 nChanged 44 SP:Iteration 3Q (18574.870000 sec): 3 clusters Score: Raw -135760.538484 + Penalty 3391.848980 = -132368.689504 nChanged 34 SP:Iteration 4Q (18575.060000 sec): 3 clusters Score: Raw -135824.732825 + Penalty 3391.848980 = -132432.883845 nChanged 36 SP:Iteration 5Q (18575.270000 sec): 3 clusters Score: Raw -135888.247269 + Penalty 3391.848980 = -132496.398290 nChanged 34 SP:Iteration 6Q (18575.450000 sec): 3 clusters Score: Raw -135941.943432 + Penalty 3391.848980 = -132550.094452 nChanged 28 SP:Iteration 7Q (18575.650000 sec): 3 clusters Score: Raw -135987.046575 + Penalty 3391.848980 = -132595.197595 nChanged 29 SP:Iteration 8Q (18575.800000 sec): 3 clusters Score: Raw -136037.168545 + Penalty 3391.848980 = -132645.319566 nChanged 21 SP:Iteration 9Q (18575.960000 sec): 3 clusters Score: Raw -136075.957819 + Penalty 3391.848980 = -132684.108840 nChanged 24 SP:Iteration 10Q (18576.200000 sec): 3 clusters Score: Raw -136130.846644 + Penalty 3391.848980 = -132738.997665 nChanged 30 SP:Iteration 11Q (18576.350000 sec): 3 clusters Score: Raw -136203.467961 + Penalty 3391.848980 = -132811.618981 nChanged 29 SP:Iteration 12Q (18576.590000 sec): 3 clusters Score: Raw -136287.167822 + Penalty 3391.848980 = -132895.318842 nChanged 15 SP:Iteration 13Q (18576.760000 sec): 3 clusters Score: Raw -136345.829819 + Penalty 3391.848980 = -132953.980840 nChanged 15 SP:Iteration 14Q (18577.010000 sec): 3 clusters Score: Raw -136399.332028 + Penalty 3391.848980 = -133007.483049 nChanged 17 SP:Iteration 15Q (18577.230000 sec): 3 clusters Score: Raw -136470.887871 + Penalty 3391.848980 = -133079.038891 nChanged 12 SP:Iteration 16Q (18577.390000 sec): 3 clusters Score: Raw -136516.986880 + Penalty 3391.848980 = -133125.137901 nChanged 6 SP:Iteration 17Q (18577.590000 sec): 3 clusters Score: Raw -136564.050530 + Penalty 3391.848980 = -133172.201550 nChanged 8 SP:Iteration 18Q (18577.790000 sec): 3 clusters Score: Raw -136605.064782 + Penalty 3391.848980 = -133213.215803 nChanged 7 SP:Iteration 19Q (18577.990000 sec): 3 clusters Score: Raw -136629.716621 + Penalty 3391.848980 = -133237.867641 nChanged 13 SP:Iteration 20F (18578.190000 sec): 3 clusters Score: Raw -136657.769316 + Penalty 3391.848980 = -133265.920337 nChanged 6 SP:Iteration 21Q (18578.390000 sec): 3 clusters Score: Raw -136672.857748 + Penalty 3391.848980 = -133281.008768 nChanged 4 SP:Iteration 22Q (18578.550000 sec): 3 clusters Score: Raw -136681.738729 + Penalty 3391.848980 = -133289.889750 nChanged 3 SP:Iteration 23Q (18578.760000 sec): 3 clusters Score: Raw -136689.003825 + Penalty 3391.848980 = -133297.154846 nChanged 2 SP:Iteration 24Q (18578.910000 sec): 3 clusters Score: Raw -136694.907757 + Penalty 3391.848980 = -133303.058777 nChanged 2 SP:Iteration 25Q (18579.080000 sec): 3 clusters Score: Raw -136703.552996 + Penalty 3391.848980 = -133311.704017 nChanged 4 SP:Iteration 26Q (18579.290000 sec): 3 clusters Score: Raw -136724.746133 + Penalty 3391.848980 = -133332.897154 nChanged 2 SP:Iteration 27Q (18579.470000 sec): 3 clusters Score: Raw -136742.170913 + Penalty 3391.848980 = -133350.321934 nChanged 6 SP:Iteration 28Q (18579.640000 sec): 3 clusters Score: Raw -136792.179401 + Penalty 3391.848980 = -133400.330422 nChanged 10 SP:Iteration 29Q (18579.820000 sec): 3 clusters Score: Raw -136824.438709 + Penalty 3391.848980 = -133432.589729 nChanged 5 SP:Iteration 30Q (18580.030000 sec): 3 clusters Score: Raw -136835.820802 + Penalty 3391.848980 = -133443.971822 nChanged 5 SP:Iteration 31Q (18580.200000 sec): 3 clusters Score: Raw -136844.016946 + Penalty 3391.848980 = -133452.167966 nChanged 2 SP:Iteration 32Q (18580.330000 sec): 3 clusters Score: Raw -136848.316218 + Penalty 3391.848980 = -133456.467239 nChanged 0 SP:Iteration 33F (18580.510000 sec): 3 clusters Score: Raw -136848.316218 + Penalty 3391.848980 = -133456.467239 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18580.560000 sec): 2 clusters Score: Raw -29271.129719 + Penalty 1318.893758 = -27952.235960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18580.750000 sec): 3 clusters Score: Raw -29655.897739 + Penalty 2637.787517 = -27018.110222 nChanged 24 SP:Iteration 1F (18580.940000 sec): 3 clusters Score: Raw -29804.753889 + Penalty 2637.787517 = -27166.966372 nChanged 18 SP:Iteration 2F (18581.130000 sec): 3 clusters Score: Raw -29948.174358 + Penalty 2637.787517 = -27310.386841 nChanged 13 SP:Iteration 3F (18581.340000 sec): 3 clusters Score: Raw -30195.656657 + Penalty 2637.787517 = -27557.869140 nChanged 6 SP:Iteration 4Q (18581.510000 sec): 3 clusters Score: Raw -30248.770815 + Penalty 2637.787517 = -27610.983298 nChanged 2 SP:Iteration 5Q (18581.700000 sec): 3 clusters Score: Raw -30266.272295 + Penalty 2637.787517 = -27628.484778 nChanged 2 SP:Iteration 6Q (18581.890000 sec): 3 clusters Score: Raw -30288.587521 + Penalty 2637.787517 = -27650.800004 nChanged 0 SP:Iteration 7F (18582.050000 sec): 3 clusters Score: Raw -30288.587521 + Penalty 2637.787517 = -27650.800004 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18582.210000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18582.390000 sec): 3 clusters Score: Raw -379953.158204 + Penalty 3887.231186 = -376065.927018 nChanged 820 SP:Iteration 1F (18582.570000 sec): 3 clusters Score: Raw -380466.433589 + Penalty 3887.231186 = -376579.202402 nChanged 191 SP:Iteration 2F (18582.750000 sec): 3 clusters Score: Raw -380622.651833 + Penalty 3887.231186 = -376735.420646 nChanged 123 SP:Iteration 3Q (18582.920000 sec): 3 clusters Score: Raw -380740.945958 + Penalty 3887.231186 = -376853.714771 nChanged 100 SP:Iteration 4Q (18583.110000 sec): 3 clusters Score: Raw -380822.791864 + Penalty 3887.231186 = -376935.560677 nChanged 92 SP:Iteration 5Q (18583.260000 sec): 3 clusters Score: Raw -380881.883635 + Penalty 3887.231186 = -376994.652449 nChanged 68 SP:Iteration 6Q (18583.470000 sec): 3 clusters Score: Raw -380921.918444 + Penalty 3887.231186 = -377034.687257 nChanged 38 SP:Iteration 7Q (18583.660000 sec): 3 clusters Score: Raw -380950.900448 + Penalty 3887.231186 = -377063.669261 nChanged 34 SP:Iteration 8Q (18583.830000 sec): 3 clusters Score: Raw -380974.454512 + Penalty 3887.231186 = -377087.223325 nChanged 33 SP:Iteration 9Q (18584.000000 sec): 3 clusters Score: Raw -380999.977558 + Penalty 3887.231186 = -377112.746372 nChanged 35 SP:Iteration 10Q (18584.190000 sec): 3 clusters Score: Raw -381022.392202 + Penalty 3887.231186 = -377135.161015 nChanged 31 SP:Iteration 11Q (18584.370000 sec): 3 clusters Score: Raw -381040.223080 + Penalty 3887.231186 = -377152.991894 nChanged 24 SP:Iteration 12Q (18584.590000 sec): 3 clusters Score: Raw -381053.547569 + Penalty 3887.231186 = -377166.316383 nChanged 18 SP:Iteration 13Q (18584.720000 sec): 3 clusters Score: Raw -381061.421302 + Penalty 3887.231186 = -377174.190116 nChanged 14 SP:Iteration 14Q (18584.930000 sec): 3 clusters Score: Raw -381071.549837 + Penalty 3887.231186 = -377184.318651 nChanged 20 SP:Iteration 15Q (18585.130000 sec): 3 clusters Score: Raw -381083.741477 + Penalty 3887.231186 = -377196.510290 nChanged 25 SP:Iteration 16Q (18585.340000 sec): 3 clusters Score: Raw -381095.945398 + Penalty 3887.231186 = -377208.714211 nChanged 21 SP:Iteration 17Q (18585.590000 sec): 3 clusters Score: Raw -381106.532149 + Penalty 3887.231186 = -377219.300963 nChanged 18 SP:Iteration 18Q (18585.730000 sec): 3 clusters Score: Raw -381114.151419 + Penalty 3887.231186 = -377226.920232 nChanged 14 SP:Iteration 19Q (18585.940000 sec): 3 clusters Score: Raw -381120.993849 + Penalty 3887.231186 = -377233.762663 nChanged 11 SP:Iteration 20F (18586.110000 sec): 3 clusters Score: Raw -381126.548560 + Penalty 3887.231186 = -377239.317374 nChanged 14 SP:Iteration 21Q (18586.280000 sec): 3 clusters Score: Raw -381132.731918 + Penalty 3887.231186 = -377245.500732 nChanged 21 SP:Iteration 22Q (18586.510000 sec): 3 clusters Score: Raw -381146.667366 + Penalty 3887.231186 = -377259.436179 nChanged 19 SP:Iteration 23Q (18586.670000 sec): 3 clusters Score: Raw -381154.993037 + Penalty 3887.231186 = -377267.761851 nChanged 16 SP:Iteration 24Q (18586.930000 sec): 3 clusters Score: Raw -381164.053091 + Penalty 3887.231186 = -377276.821905 nChanged 21 SP:Iteration 25Q (18587.120000 sec): 3 clusters Score: Raw -381172.637961 + Penalty 3887.231186 = -377285.406774 nChanged 13 SP:Iteration 26Q (18587.270000 sec): 3 clusters Score: Raw -381181.032450 + Penalty 3887.231186 = -377293.801263 nChanged 13 SP:Iteration 27Q (18587.460000 sec): 3 clusters Score: Raw -381186.170525 + Penalty 3887.231186 = -377298.939339 nChanged 15 SP:Iteration 28Q (18587.640000 sec): 3 clusters Score: Raw -381193.445174 + Penalty 3887.231186 = -377306.213988 nChanged 14 SP:Iteration 29Q (18587.870000 sec): 3 clusters Score: Raw -381202.202983 + Penalty 3887.231186 = -377314.971796 nChanged 13 SP:Iteration 30Q (18588.010000 sec): 3 clusters Score: Raw -381208.123505 + Penalty 3887.231186 = -377320.892319 nChanged 7 SP:Iteration 31Q (18588.220000 sec): 3 clusters Score: Raw -381211.370550 + Penalty 3887.231186 = -377324.139364 nChanged 11 SP:Iteration 32Q (18588.420000 sec): 3 clusters Score: Raw -381216.422716 + Penalty 3887.231186 = -377329.191529 nChanged 11 SP:Iteration 33Q (18588.570000 sec): 3 clusters Score: Raw -381220.002190 + Penalty 3887.231186 = -377332.771003 nChanged 16 SP:Iteration 34Q (18588.720000 sec): 3 clusters Score: Raw -381228.542861 + Penalty 3887.231186 = -377341.311674 nChanged 18 SP:Iteration 35Q (18588.870000 sec): 3 clusters Score: Raw -381238.927911 + Penalty 3887.231186 = -377351.696725 nChanged 19 SP:Iteration 36Q (18589.060000 sec): 3 clusters Score: Raw -381248.750517 + Penalty 3887.231186 = -377361.519330 nChanged 19 SP:Iteration 37Q (18589.210000 sec): 3 clusters Score: Raw -381258.240029 + Penalty 3887.231186 = -377371.008843 nChanged 19 SP:Iteration 38Q (18589.370000 sec): 3 clusters Score: Raw -381272.146751 + Penalty 3887.231186 = -377384.915564 nChanged 20 SP:Iteration 39Q (18589.540000 sec): 3 clusters Score: Raw -381284.341659 + Penalty 3887.231186 = -377397.110473 nChanged 24 SP:Iteration 40F (18589.710000 sec): 3 clusters Score: Raw -381299.782388 + Penalty 3887.231186 = -377412.551202 nChanged 18 SP:Iteration 41Q (18589.880000 sec): 3 clusters Score: Raw -381312.814720 + Penalty 3887.231186 = -377425.583534 nChanged 17 SP:Iteration 42Q (18590.060000 sec): 3 clusters Score: Raw -381323.501037 + Penalty 3887.231186 = -377436.269851 nChanged 13 SP:Iteration 43Q (18590.240000 sec): 3 clusters Score: Raw -381331.230509 + Penalty 3887.231186 = -377443.999323 nChanged 7 SP:Iteration 44Q (18590.410000 sec): 3 clusters Score: Raw -381333.705019 + Penalty 3887.231186 = -377446.473833 nChanged 6 SP:Iteration 45Q (18590.600000 sec): 3 clusters Score: Raw -381336.476564 + Penalty 3887.231186 = -377449.245377 nChanged 7 SP:Iteration 46Q (18590.840000 sec): 3 clusters Score: Raw -381339.751237 + Penalty 3887.231186 = -377452.520051 nChanged 5 SP:Iteration 47Q (18591.040000 sec): 3 clusters Score: Raw -381342.081803 + Penalty 3887.231186 = -377454.850616 nChanged 6 SP:Iteration 48Q (18591.250000 sec): 3 clusters Score: Raw -381345.103450 + Penalty 3887.231186 = -377457.872263 nChanged 7 SP:Iteration 49Q (18591.430000 sec): 3 clusters Score: Raw -381347.645589 + Penalty 3887.231186 = -377460.414403 nChanged 8 SP:Iteration 50Q (18591.650000 sec): 3 clusters Score: Raw -381350.392527 + Penalty 3887.231186 = -377463.161340 nChanged 4 SP:Iteration 51Q (18591.810000 sec): 3 clusters Score: Raw -381352.906827 + Penalty 3887.231186 = -377465.675640 nChanged 7 SP:Iteration 52Q (18591.970000 sec): 3 clusters Score: Raw -381355.827848 + Penalty 3887.231186 = -377468.596662 nChanged 3 SP:Iteration 53Q (18592.150000 sec): 3 clusters Score: Raw -381357.187657 + Penalty 3887.231186 = -377469.956471 nChanged 6 SP:Iteration 54Q (18592.320000 sec): 3 clusters Score: Raw -381360.171878 + Penalty 3887.231186 = -377472.940692 nChanged 7 SP:Iteration 55Q (18592.520000 sec): 3 clusters Score: Raw -381363.456062 + Penalty 3887.231186 = -377476.224876 nChanged 7 SP:Iteration 56Q (18592.720000 sec): 3 clusters Score: Raw -381368.479909 + Penalty 3887.231186 = -377481.248723 nChanged 12 SP:Iteration 57Q (18592.930000 sec): 3 clusters Score: Raw -381374.621612 + Penalty 3887.231186 = -377487.390426 nChanged 6 SP:Iteration 58Q (18593.090000 sec): 3 clusters Score: Raw -381378.881352 + Penalty 3887.231186 = -377491.650165 nChanged 8 SP:Iteration 59Q (18593.240000 sec): 3 clusters Score: Raw -381384.280966 + Penalty 3887.231186 = -377497.049780 nChanged 7 SP:Iteration 60F (18593.440000 sec): 3 clusters Score: Raw -381387.976170 + Penalty 3887.231186 = -377500.744983 nChanged 9 SP:Iteration 61Q (18593.600000 sec): 3 clusters Score: Raw -381393.374877 + Penalty 3887.231186 = -377506.143691 nChanged 12 SP:Iteration 62Q (18593.830000 sec): 3 clusters Score: Raw -381400.859436 + Penalty 3887.231186 = -377513.628249 nChanged 13 SP:Iteration 63Q (18594.010000 sec): 3 clusters Score: Raw -381408.426120 + Penalty 3887.231186 = -377521.194934 nChanged 16 SP:Iteration 64Q (18594.180000 sec): 3 clusters Score: Raw -381418.073198 + Penalty 3887.231186 = -377530.842012 nChanged 11 SP:Iteration 65Q (18594.380000 sec): 3 clusters Score: Raw -381425.645298 + Penalty 3887.231186 = -377538.414111 nChanged 13 SP:Iteration 66Q (18594.550000 sec): 3 clusters Score: Raw -381436.195272 + Penalty 3887.231186 = -377548.964086 nChanged 16 SP:Iteration 67Q (18594.770000 sec): 3 clusters Score: Raw -381451.289383 + Penalty 3887.231186 = -377564.058197 nChanged 29 SP:Iteration 68Q (18594.940000 sec): 3 clusters Score: Raw -381470.815010 + Penalty 3887.231186 = -377583.583824 nChanged 23 SP:Iteration 69Q (18595.130000 sec): 3 clusters Score: Raw -381486.078281 + Penalty 3887.231186 = -377598.847095 nChanged 25 SP:Iteration 70Q (18595.400000 sec): 3 clusters Score: Raw -381506.297964 + Penalty 3887.231186 = -377619.066778 nChanged 30 SP:Iteration 71Q (18595.610000 sec): 3 clusters Score: Raw -381534.128291 + Penalty 3887.231186 = -377646.897105 nChanged 27 SP:Iteration 72Q (18595.790000 sec): 3 clusters Score: Raw -381555.216859 + Penalty 3887.231186 = -377667.985673 nChanged 19 SP:Iteration 73Q (18596.000000 sec): 3 clusters Score: Raw -381570.172082 + Penalty 3887.231186 = -377682.940895 nChanged 18 SP:Iteration 74Q (18596.150000 sec): 3 clusters Score: Raw -381583.437884 + Penalty 3887.231186 = -377696.206697 nChanged 18 SP:Iteration 75Q (18596.310000 sec): 3 clusters Score: Raw -381599.529241 + Penalty 3887.231186 = -377712.298054 nChanged 13 SP:Iteration 76Q (18596.520000 sec): 3 clusters Score: Raw -381607.665453 + Penalty 3887.231186 = -377720.434267 nChanged 6 SP:Iteration 77Q (18596.670000 sec): 3 clusters Score: Raw -381611.937354 + Penalty 3887.231186 = -377724.706168 nChanged 3 SP:Iteration 78Q (18596.910000 sec): 3 clusters Score: Raw -381614.584042 + Penalty 3887.231186 = -377727.352856 nChanged 4 SP:Iteration 79Q (18597.080000 sec): 3 clusters Score: Raw -381617.414731 + Penalty 3887.231186 = -377730.183545 nChanged 1 SP:Iteration 80F (18597.280000 sec): 3 clusters Score: Raw -381618.003260 + Penalty 3887.231186 = -377730.772074 nChanged 3 SP:Iteration 81Q (18597.420000 sec): 3 clusters Score: Raw -381620.127478 + Penalty 3887.231186 = -377732.896292 nChanged 3 SP:Iteration 82Q (18597.590000 sec): 3 clusters Score: Raw -381621.739411 + Penalty 3887.231186 = -377734.508224 nChanged 4 SP:Iteration 83Q (18597.800000 sec): 3 clusters Score: Raw -381624.866609 + Penalty 3887.231186 = -377737.635423 nChanged 4 SP:Iteration 84Q (18597.980000 sec): 3 clusters Score: Raw -381628.458107 + Penalty 3887.231186 = -377741.226921 nChanged 3 SP:Iteration 85Q (18598.190000 sec): 3 clusters Score: Raw -381629.637741 + Penalty 3887.231186 = -377742.406555 nChanged 3 SP:Iteration 86Q (18598.370000 sec): 3 clusters Score: Raw -381631.224399 + Penalty 3887.231186 = -377743.993213 nChanged 4 SP:Iteration 87Q (18598.580000 sec): 3 clusters Score: Raw -381633.382408 + Penalty 3887.231186 = -377746.151221 nChanged 3 SP:Iteration 88Q (18598.790000 sec): 3 clusters Score: Raw -381636.353282 + Penalty 3887.231186 = -377749.122096 nChanged 2 SP:Iteration 89Q (18598.920000 sec): 3 clusters Score: Raw -381637.474670 + Penalty 3887.231186 = -377750.243484 nChanged 1 SP:Iteration 90Q (18599.130000 sec): 3 clusters Score: Raw -381638.162270 + Penalty 3887.231186 = -377750.931083 nChanged 1 SP:Iteration 91Q (18599.310000 sec): 3 clusters Score: Raw -381638.481089 + Penalty 3887.231186 = -377751.249903 nChanged 1 SP:Iteration 92Q (18599.500000 sec): 3 clusters Score: Raw -381638.725059 + Penalty 3887.231186 = -377751.493873 nChanged 1 SP:Iteration 93Q (18599.640000 sec): 3 clusters Score: Raw -381639.507127 + Penalty 3887.231186 = -377752.275940 nChanged 0 SP:Iteration 94F (18599.830000 sec): 3 clusters Score: Raw -381639.507127 + Penalty 3887.231186 = -377752.275940 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18599.910000 sec): 2 clusters Score: Raw -20799.051229 + Penalty 1286.471680 = -19512.579549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18600.080000 sec): 3 clusters Score: Raw -21330.270606 + Penalty 2572.943360 = -18757.327246 nChanged 25 SP:Iteration 1F (18600.270000 sec): 3 clusters Score: Raw -21572.885340 + Penalty 2572.943360 = -18999.941980 nChanged 13 SP:Iteration 2F (18600.430000 sec): 3 clusters Score: Raw -21765.219880 + Penalty 2572.943360 = -19192.276520 nChanged 3 SP:Iteration 3Q (18600.620000 sec): 3 clusters Score: Raw -21789.728292 + Penalty 2572.943360 = -19216.784932 nChanged 2 SP:Iteration 4Q (18600.760000 sec): 3 clusters Score: Raw -21808.290826 + Penalty 2572.943360 = -19235.347467 nChanged 1 SP:Iteration 5Q (18600.980000 sec): 3 clusters Score: Raw -21833.022411 + Penalty 2572.943360 = -19260.079052 nChanged 0 SP:Iteration 6F (18601.130000 sec): 3 clusters Score: Raw -21833.022411 + Penalty 2572.943360 = -19260.079052 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18601.220000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18601.410000 sec): 3 clusters Score: Raw -29578.148929 + Penalty 2744.561186 = -26833.587743 nChanged 40 SP:Iteration 1F (18601.590000 sec): 3 clusters Score: Raw -29825.488594 + Penalty 2744.561186 = -27080.927407 nChanged 17 SP:Iteration 2F (18601.740000 sec): 3 clusters Score: Raw -29999.265730 + Penalty 2744.561186 = -27254.704543 nChanged 7 SP:Iteration 3Q (18601.920000 sec): 3 clusters Score: Raw -30066.171233 + Penalty 2744.561186 = -27321.610047 nChanged 7 SP:Iteration 4Q (18602.070000 sec): 3 clusters Score: Raw -30124.464125 + Penalty 2744.561186 = -27379.902939 nChanged 7 SP:Iteration 5Q (18602.220000 sec): 3 clusters Score: Raw -30211.109285 + Penalty 2744.561186 = -27466.548099 nChanged 5 SP:Iteration 6Q (18602.440000 sec): 3 clusters Score: Raw -30284.754302 + Penalty 2744.561186 = -27540.193116 nChanged 2 SP:Iteration 7Q (18602.620000 sec): 3 clusters Score: Raw -30304.455792 + Penalty 2744.561186 = -27559.894606 nChanged 2 SP:Iteration 8Q (18602.770000 sec): 3 clusters Score: Raw -30313.066243 + Penalty 2744.561186 = -27568.505057 nChanged 1 SP:Iteration 9Q (18603.000000 sec): 3 clusters Score: Raw -30317.659086 + Penalty 2744.561186 = -27573.097899 nChanged 0 SP:Iteration 10F (18603.180000 sec): 3 clusters Score: Raw -30317.659086 + Penalty 2744.561186 = -27573.097899 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18603.240000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18603.460000 sec): 3 clusters Score: Raw -160252.177452 + Penalty 3453.742233 = -156798.435219 nChanged 296 SP:Iteration 1F (18603.670000 sec): 3 clusters Score: Raw -160703.188399 + Penalty 3453.742233 = -157249.446166 nChanged 84 SP:Iteration 2F (18603.840000 sec): 3 clusters Score: Raw -160900.110883 + Penalty 3453.742233 = -157446.368650 nChanged 64 SP:Iteration 3F (18604.060000 sec): 3 clusters Score: Raw -161000.218338 + Penalty 3453.742233 = -157546.476105 nChanged 43 SP:Iteration 4Q (18604.250000 sec): 3 clusters Score: Raw -161068.325817 + Penalty 3453.742233 = -157614.583584 nChanged 26 SP:Iteration 5Q (18604.390000 sec): 3 clusters Score: Raw -161114.704293 + Penalty 3453.742233 = -157660.962060 nChanged 26 SP:Iteration 6Q (18604.550000 sec): 3 clusters Score: Raw -161164.780764 + Penalty 3453.742233 = -157711.038531 nChanged 24 SP:Iteration 7Q (18604.830000 sec): 3 clusters Score: Raw -161204.468117 + Penalty 3453.742233 = -157750.725884 nChanged 18 SP:Iteration 8Q (18605.010000 sec): 3 clusters Score: Raw -161233.308729 + Penalty 3453.742233 = -157779.566496 nChanged 11 SP:Iteration 9Q (18605.220000 sec): 3 clusters Score: Raw -161249.916887 + Penalty 3453.742233 = -157796.174654 nChanged 9 SP:Iteration 10Q (18605.390000 sec): 3 clusters Score: Raw -161264.557494 + Penalty 3453.742233 = -157810.815261 nChanged 5 SP:Iteration 11Q (18605.570000 sec): 3 clusters Score: Raw -161273.601218 + Penalty 3453.742233 = -157819.858985 nChanged 7 SP:Iteration 12Q (18605.760000 sec): 3 clusters Score: Raw -161289.312639 + Penalty 3453.742233 = -157835.570406 nChanged 5 SP:Iteration 13Q (18605.970000 sec): 3 clusters Score: Raw -161297.364815 + Penalty 3453.742233 = -157843.622582 nChanged 3 SP:Iteration 14Q (18606.150000 sec): 3 clusters Score: Raw -161305.398158 + Penalty 3453.742233 = -157851.655925 nChanged 1 SP:Iteration 15Q (18606.290000 sec): 3 clusters Score: Raw -161306.262764 + Penalty 3453.742233 = -157852.520531 nChanged 2 SP:Iteration 16Q (18606.440000 sec): 3 clusters Score: Raw -161309.240475 + Penalty 3453.742233 = -157855.498242 nChanged 2 SP:Iteration 17Q (18606.640000 sec): 3 clusters Score: Raw -161311.946186 + Penalty 3453.742233 = -157858.203953 nChanged 1 SP:Iteration 18Q (18606.820000 sec): 3 clusters Score: Raw -161312.969303 + Penalty 3453.742233 = -157859.227070 nChanged 3 SP:Iteration 19Q (18607.000000 sec): 3 clusters Score: Raw -161319.730705 + Penalty 3453.742233 = -157865.988472 nChanged 3 SP:Iteration 20F (18607.260000 sec): 3 clusters Score: Raw -161325.995496 + Penalty 3453.742233 = -157872.253263 nChanged 3 SP:Iteration 21Q (18607.430000 sec): 3 clusters Score: Raw -161329.362440 + Penalty 3453.742233 = -157875.620207 nChanged 1 SP:Iteration 22Q (18607.610000 sec): 3 clusters Score: Raw -161330.044900 + Penalty 3453.742233 = -157876.302667 nChanged 1 SP:Iteration 23Q (18607.830000 sec): 3 clusters Score: Raw -161332.179206 + Penalty 3453.742233 = -157878.436973 nChanged 1 SP:Iteration 24Q (18608.000000 sec): 3 clusters Score: Raw -161334.035900 + Penalty 3453.742233 = -157880.293667 nChanged 1 SP:Iteration 25Q (18608.160000 sec): 3 clusters Score: Raw -161336.537364 + Penalty 3453.742233 = -157882.795131 nChanged 1 SP:Iteration 26Q (18608.370000 sec): 3 clusters Score: Raw -161337.438538 + Penalty 3453.742233 = -157883.696305 nChanged 0 SP:Iteration 27F (18608.550000 sec): 3 clusters Score: Raw -161337.438538 + Penalty 3453.742233 = -157883.696305 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18608.770000 sec): 2 clusters Score: Raw -3890390.370510 + Penalty 2505.989013 = -3887884.381497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18609.120000 sec): 3 clusters Score: Raw -3876100.453009 + Penalty 5011.978027 = -3871088.474982 nChanged 10787 SP:Iteration 1F (18609.450000 sec): 3 clusters Score: Raw -3881835.388633 + Penalty 5011.978027 = -3876823.410606 nChanged 1405 SP:Iteration 2F (18609.780000 sec): 3 clusters Score: Raw -3882495.115378 + Penalty 5011.978027 = -3877483.137351 nChanged 1419 SP:Iteration 3F (18610.140000 sec): 3 clusters Score: Raw -3883265.750273 + Penalty 5011.978027 = -3878253.772246 nChanged 1541 SP:Iteration 4F (18610.440000 sec): 3 clusters Score: Raw -3884294.753785 + Penalty 5011.978027 = -3879282.775758 nChanged 1690 SP:Iteration 5F (18610.750000 sec): 3 clusters Score: Raw -3885588.598721 + Penalty 5011.978027 = -3880576.620694 nChanged 1755 SP:Iteration 6F (18611.060000 sec): 3 clusters Score: Raw -3887025.299397 + Penalty 5011.978027 = -3882013.321370 nChanged 1554 SP:Iteration 7F (18611.380000 sec): 3 clusters Score: Raw -3888343.865580 + Penalty 5011.978027 = -3883331.887553 nChanged 1268 SP:Iteration 8F (18611.660000 sec): 3 clusters Score: Raw -3889363.520292 + Penalty 5011.978027 = -3884351.542265 nChanged 877 SP:Iteration 9Q (18611.990000 sec): 3 clusters Score: Raw -3890037.846543 + Penalty 5011.978027 = -3885025.868516 nChanged 612 SP:Iteration 10Q (18612.290000 sec): 3 clusters Score: Raw -3890506.703616 + Penalty 5011.978027 = -3885494.725589 nChanged 392 SP:Iteration 11Q (18612.650000 sec): 3 clusters Score: Raw -3890715.470059 + Penalty 5011.978027 = -3885703.492032 nChanged 274 SP:Iteration 12Q (18612.950000 sec): 3 clusters Score: Raw -3890807.651340 + Penalty 5011.978027 = -3885795.673313 nChanged 173 SP:Iteration 13Q (18613.320000 sec): 3 clusters Score: Raw -3890852.817419 + Penalty 5011.978027 = -3885840.839392 nChanged 148 SP:Iteration 14Q (18613.640000 sec): 3 clusters Score: Raw -3890885.853051 + Penalty 5011.978027 = -3885873.875024 nChanged 115 SP:Iteration 15Q (18613.940000 sec): 3 clusters Score: Raw -3890908.018120 + Penalty 5011.978027 = -3885896.040093 nChanged 81 SP:Iteration 16Q (18614.260000 sec): 3 clusters Score: Raw -3890922.387131 + Penalty 5011.978027 = -3885910.409104 nChanged 64 SP:Iteration 17Q (18614.590000 sec): 3 clusters Score: Raw -3890931.406811 + Penalty 5011.978027 = -3885919.428784 nChanged 51 SP:Iteration 18Q (18614.920000 sec): 3 clusters Score: Raw -3890938.078998 + Penalty 5011.978027 = -3885926.100971 nChanged 36 SP:Iteration 19Q (18615.190000 sec): 3 clusters Score: Raw -3890942.005159 + Penalty 5011.978027 = -3885930.027132 nChanged 21 SP:Iteration 20F (18615.520000 sec): 3 clusters Score: Raw -3890943.835510 + Penalty 5011.978027 = -3885931.857483 nChanged 19 SP:Iteration 21Q (18615.800000 sec): 3 clusters Score: Raw -3890945.743008 + Penalty 5011.978027 = -3885933.764981 nChanged 15 SP:Iteration 22Q (18616.140000 sec): 3 clusters Score: Raw -3890946.883799 + Penalty 5011.978027 = -3885934.905772 nChanged 9 SP:Iteration 23Q (18616.440000 sec): 3 clusters Score: Raw -3890947.455237 + Penalty 5011.978027 = -3885935.477210 nChanged 8 SP:Iteration 24Q (18616.760000 sec): 3 clusters Score: Raw -3890948.110060 + Penalty 5011.978027 = -3885936.132033 nChanged 3 SP:Iteration 25Q (18617.100000 sec): 3 clusters Score: Raw -3890948.253115 + Penalty 5011.978027 = -3885936.275088 nChanged 3 SP:Iteration 26Q (18617.380000 sec): 3 clusters Score: Raw -3890948.503318 + Penalty 5011.978027 = -3885936.525291 nChanged 5 SP:Iteration 27Q (18617.730000 sec): 3 clusters Score: Raw -3890949.119385 + Penalty 5011.978027 = -3885937.141358 nChanged 10 SP:Iteration 28Q (18618.010000 sec): 3 clusters Score: Raw -3890950.009876 + Penalty 5011.978027 = -3885938.031849 nChanged 16 SP:Iteration 29Q (18618.330000 sec): 3 clusters Score: Raw -3890951.446450 + Penalty 5011.978027 = -3885939.468423 nChanged 14 SP:Iteration 30Q (18618.640000 sec): 3 clusters Score: Raw -3890952.954455 + Penalty 5011.978027 = -3885940.976428 nChanged 14 SP:Iteration 31Q (18619.010000 sec): 3 clusters Score: Raw -3890954.314210 + Penalty 5011.978027 = -3885942.336183 nChanged 16 SP:Iteration 32Q (18619.310000 sec): 3 clusters Score: Raw -3890955.628611 + Penalty 5011.978027 = -3885943.650584 nChanged 13 SP:Iteration 33Q (18619.640000 sec): 3 clusters Score: Raw -3890957.092777 + Penalty 5011.978027 = -3885945.114750 nChanged 16 SP:Iteration 34Q (18619.970000 sec): 3 clusters Score: Raw -3890958.845427 + Penalty 5011.978027 = -3885946.867400 nChanged 18 SP:Iteration 35Q (18620.260000 sec): 3 clusters Score: Raw -3890961.104861 + Penalty 5011.978027 = -3885949.126834 nChanged 18 SP:Iteration 36Q (18620.600000 sec): 3 clusters Score: Raw -3890962.587490 + Penalty 5011.978027 = -3885950.609463 nChanged 14 SP:Iteration 37Q (18620.970000 sec): 3 clusters Score: Raw -3890963.789367 + Penalty 5011.978027 = -3885951.811340 nChanged 14 SP:Iteration 38Q (18621.280000 sec): 3 clusters Score: Raw -3890964.874134 + Penalty 5011.978027 = -3885952.896107 nChanged 16 SP:Iteration 39Q (18621.620000 sec): 3 clusters Score: Raw -3890966.445101 + Penalty 5011.978027 = -3885954.467074 nChanged 15 SP:Iteration 40F (18621.940000 sec): 3 clusters Score: Raw -3890968.095775 + Penalty 5011.978027 = -3885956.117749 nChanged 14 SP:Iteration 41Q (18622.240000 sec): 3 clusters Score: Raw -3890969.421923 + Penalty 5011.978027 = -3885957.443896 nChanged 13 SP:Iteration 42Q (18622.570000 sec): 3 clusters Score: Raw -3890970.660625 + Penalty 5011.978027 = -3885958.682598 nChanged 15 SP:Iteration 43Q (18622.900000 sec): 3 clusters Score: Raw -3890972.114010 + Penalty 5011.978027 = -3885960.135983 nChanged 15 SP:Iteration 44Q (18623.210000 sec): 3 clusters Score: Raw -3890973.897399 + Penalty 5011.978027 = -3885961.919372 nChanged 14 SP:Iteration 45Q (18623.550000 sec): 3 clusters Score: Raw -3890975.414178 + Penalty 5011.978027 = -3885963.436151 nChanged 13 SP:Iteration 46Q (18623.900000 sec): 3 clusters Score: Raw -3890976.369322 + Penalty 5011.978027 = -3885964.391295 nChanged 9 SP:Iteration 47Q (18624.190000 sec): 3 clusters Score: Raw -3890977.011885 + Penalty 5011.978027 = -3885965.033858 nChanged 6 SP:Iteration 48Q (18624.530000 sec): 3 clusters Score: Raw -3890977.367981 + Penalty 5011.978027 = -3885965.389954 nChanged 4 SP:Iteration 49Q (18624.850000 sec): 3 clusters Score: Raw -3890977.653827 + Penalty 5011.978027 = -3885965.675800 nChanged 2 SP:Iteration 50Q (18625.210000 sec): 3 clusters Score: Raw -3890977.771386 + Penalty 5011.978027 = -3885965.793359 nChanged 2 SP:Iteration 51Q (18625.510000 sec): 3 clusters Score: Raw -3890977.885689 + Penalty 5011.978027 = -3885965.907662 nChanged 2 SP:Iteration 52Q (18625.810000 sec): 3 clusters Score: Raw -3890977.985912 + Penalty 5011.978027 = -3885966.007885 nChanged 2 SP:Iteration 53Q (18626.130000 sec): 3 clusters Score: Raw -3890978.098901 + Penalty 5011.978027 = -3885966.120874 nChanged 1 SP:Iteration 54Q (18626.460000 sec): 3 clusters Score: Raw -3890978.202421 + Penalty 5011.978027 = -3885966.224394 nChanged 0 SP:Iteration 55F (18626.790000 sec): 3 clusters Score: Raw -3890978.202421 + Penalty 5011.978027 = -3885966.224394 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18626.890000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18627.110000 sec): 3 clusters Score: Raw -71908.757241 + Penalty 3004.164871 = -68904.592370 nChanged 63 SP:Iteration 1F (18627.330000 sec): 3 clusters Score: Raw -72061.990958 + Penalty 3004.164871 = -69057.826087 nChanged 16 SP:Iteration 2Q (18627.520000 sec): 3 clusters Score: Raw -72104.975301 + Penalty 3004.164871 = -69100.810430 nChanged 11 SP:Iteration 3Q (18627.670000 sec): 3 clusters Score: Raw -72128.902756 + Penalty 3004.164871 = -69124.737885 nChanged 4 SP:Iteration 4Q (18627.840000 sec): 3 clusters Score: Raw -72137.815991 + Penalty 3004.164871 = -69133.651121 nChanged 2 SP:Iteration 5Q (18628.000000 sec): 3 clusters Score: Raw -72140.469398 + Penalty 3004.164871 = -69136.304527 nChanged 1 SP:Iteration 6Q (18628.200000 sec): 3 clusters Score: Raw -72144.092412 + Penalty 3004.164871 = -69139.927541 nChanged 0 SP:Iteration 7F (18628.320000 sec): 3 clusters Score: Raw -72144.092412 + Penalty 3004.164871 = -69139.927541 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18628.560000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18628.870000 sec): 3 clusters Score: Raw -2666081.941400 + Penalty 4830.235008 = -2661251.706391 nChanged 7299 SP:Iteration 1F (18629.180000 sec): 3 clusters Score: Raw -2669878.462419 + Penalty 4830.235008 = -2665048.227411 nChanged 1012 SP:Iteration 2F (18629.500000 sec): 3 clusters Score: Raw -2670265.506551 + Penalty 4830.235008 = -2665435.271543 nChanged 802 SP:Iteration 3Q (18629.770000 sec): 3 clusters Score: Raw -2670533.644707 + Penalty 4830.235008 = -2665703.409699 nChanged 644 SP:Iteration 4Q (18630.050000 sec): 3 clusters Score: Raw -2670752.669048 + Penalty 4830.235008 = -2665922.434040 nChanged 596 SP:Iteration 5Q (18630.330000 sec): 3 clusters Score: Raw -2670963.899688 + Penalty 4830.235008 = -2666133.664680 nChanged 572 SP:Iteration 6Q (18630.620000 sec): 3 clusters Score: Raw -2671192.746264 + Penalty 4830.235008 = -2666362.511255 nChanged 590 SP:Iteration 7Q (18630.900000 sec): 3 clusters Score: Raw -2671426.526813 + Penalty 4830.235008 = -2666596.291805 nChanged 604 SP:Iteration 8Q (18631.240000 sec): 3 clusters Score: Raw -2671691.211878 + Penalty 4830.235008 = -2666860.976870 nChanged 626 SP:Iteration 9Q (18631.470000 sec): 3 clusters Score: Raw -2671954.902076 + Penalty 4830.235008 = -2667124.667068 nChanged 597 SP:Iteration 10Q (18631.820000 sec): 3 clusters Score: Raw -2672211.578951 + Penalty 4830.235008 = -2667381.343943 nChanged 578 SP:Iteration 11Q (18632.170000 sec): 3 clusters Score: Raw -2672485.050161 + Penalty 4830.235008 = -2667654.815153 nChanged 586 SP:Iteration 12Q (18632.450000 sec): 3 clusters Score: Raw -2672768.787978 + Penalty 4830.235008 = -2667938.552970 nChanged 564 SP:Iteration 13Q (18632.740000 sec): 3 clusters Score: Raw -2673041.412231 + Penalty 4830.235008 = -2668211.177223 nChanged 550 SP:Iteration 14Q (18633.010000 sec): 3 clusters Score: Raw -2673282.026803 + Penalty 4830.235008 = -2668451.791794 nChanged 463 SP:Iteration 15Q (18633.330000 sec): 3 clusters Score: Raw -2673481.900968 + Penalty 4830.235008 = -2668651.665960 nChanged 447 SP:Iteration 16Q (18633.590000 sec): 3 clusters Score: Raw -2673669.209700 + Penalty 4830.235008 = -2668838.974692 nChanged 439 SP:Iteration 17Q (18633.860000 sec): 3 clusters Score: Raw -2673853.817355 + Penalty 4830.235008 = -2669023.582347 nChanged 406 SP:Iteration 18Q (18634.100000 sec): 3 clusters Score: Raw -2674002.843731 + Penalty 4830.235008 = -2669172.608723 nChanged 347 SP:Iteration 19Q (18634.350000 sec): 3 clusters Score: Raw -2674119.551732 + Penalty 4830.235008 = -2669289.316724 nChanged 345 SP:Iteration 20F (18634.650000 sec): 3 clusters Score: Raw -2674237.599686 + Penalty 4830.235008 = -2669407.364678 nChanged 341 SP:Iteration 21Q (18634.920000 sec): 3 clusters Score: Raw -2674362.294978 + Penalty 4830.235008 = -2669532.059970 nChanged 363 SP:Iteration 22Q (18635.190000 sec): 3 clusters Score: Raw -2674499.571510 + Penalty 4830.235008 = -2669669.336502 nChanged 369 SP:Iteration 23Q (18635.430000 sec): 3 clusters Score: Raw -2674646.749011 + Penalty 4830.235008 = -2669816.514003 nChanged 375 SP:Iteration 24Q (18635.730000 sec): 3 clusters Score: Raw -2674805.336475 + Penalty 4830.235008 = -2669975.101467 nChanged 386 SP:Iteration 25Q (18635.970000 sec): 3 clusters Score: Raw -2674975.277955 + Penalty 4830.235008 = -2670145.042947 nChanged 388 SP:Iteration 26Q (18636.270000 sec): 3 clusters Score: Raw -2675156.053526 + Penalty 4830.235008 = -2670325.818518 nChanged 385 SP:Iteration 27Q (18636.550000 sec): 3 clusters Score: Raw -2675341.585449 + Penalty 4830.235008 = -2670511.350441 nChanged 367 SP:Iteration 28Q (18636.790000 sec): 3 clusters Score: Raw -2675517.716117 + Penalty 4830.235008 = -2670687.481109 nChanged 341 SP:Iteration 29Q (18637.050000 sec): 3 clusters Score: Raw -2675679.556528 + Penalty 4830.235008 = -2670849.321520 nChanged 285 SP:Iteration 30Q (18637.270000 sec): 3 clusters Score: Raw -2675812.121995 + Penalty 4830.235008 = -2670981.886987 nChanged 257 SP:Iteration 31Q (18637.540000 sec): 3 clusters Score: Raw -2675933.970147 + Penalty 4830.235008 = -2671103.735139 nChanged 200 SP:Iteration 32Q (18637.830000 sec): 3 clusters Score: Raw -2676030.217066 + Penalty 4830.235008 = -2671199.982058 nChanged 153 SP:Iteration 33Q (18638.080000 sec): 3 clusters Score: Raw -2676099.485961 + Penalty 4830.235008 = -2671269.250953 nChanged 113 SP:Iteration 34Q (18638.290000 sec): 3 clusters Score: Raw -2676141.452729 + Penalty 4830.235008 = -2671311.217721 nChanged 84 SP:Iteration 35Q (18638.610000 sec): 3 clusters Score: Raw -2676174.811967 + Penalty 4830.235008 = -2671344.576959 nChanged 71 SP:Iteration 36Q (18638.870000 sec): 3 clusters Score: Raw -2676202.276993 + Penalty 4830.235008 = -2671372.041985 nChanged 65 SP:Iteration 37Q (18639.100000 sec): 3 clusters Score: Raw -2676229.613668 + Penalty 4830.235008 = -2671399.378660 nChanged 62 SP:Iteration 38Q (18639.380000 sec): 3 clusters Score: Raw -2676249.726665 + Penalty 4830.235008 = -2671419.491657 nChanged 42 SP:Iteration 39Q (18639.580000 sec): 3 clusters Score: Raw -2676265.395468 + Penalty 4830.235008 = -2671435.160460 nChanged 40 SP:Iteration 40F (18639.870000 sec): 3 clusters Score: Raw -2676282.558903 + Penalty 4830.235008 = -2671452.323895 nChanged 49 SP:Iteration 41Q (18640.160000 sec): 3 clusters Score: Raw -2676304.359757 + Penalty 4830.235008 = -2671474.124749 nChanged 36 SP:Iteration 42Q (18640.390000 sec): 3 clusters Score: Raw -2676317.981905 + Penalty 4830.235008 = -2671487.746897 nChanged 27 SP:Iteration 43Q (18640.640000 sec): 3 clusters Score: Raw -2676328.757493 + Penalty 4830.235008 = -2671498.522485 nChanged 26 SP:Iteration 44Q (18640.880000 sec): 3 clusters Score: Raw -2676339.305473 + Penalty 4830.235008 = -2671509.070465 nChanged 20 SP:Iteration 45Q (18641.210000 sec): 3 clusters Score: Raw -2676344.790218 + Penalty 4830.235008 = -2671514.555210 nChanged 13 SP:Iteration 46Q (18641.420000 sec): 3 clusters Score: Raw -2676348.623440 + Penalty 4830.235008 = -2671518.388432 nChanged 12 SP:Iteration 47Q (18641.730000 sec): 3 clusters Score: Raw -2676352.774135 + Penalty 4830.235008 = -2671522.539127 nChanged 14 SP:Iteration 48Q (18642.010000 sec): 3 clusters Score: Raw -2676356.891361 + Penalty 4830.235008 = -2671526.656352 nChanged 9 SP:Iteration 49Q (18642.270000 sec): 3 clusters Score: Raw -2676360.580803 + Penalty 4830.235008 = -2671530.345795 nChanged 12 SP:Iteration 50Q (18642.480000 sec): 3 clusters Score: Raw -2676364.941069 + Penalty 4830.235008 = -2671534.706061 nChanged 11 SP:Iteration 51Q (18642.740000 sec): 3 clusters Score: Raw -2676369.486980 + Penalty 4830.235008 = -2671539.251972 nChanged 8 SP:Iteration 52Q (18643.010000 sec): 3 clusters Score: Raw -2676372.279240 + Penalty 4830.235008 = -2671542.044232 nChanged 5 SP:Iteration 53Q (18643.280000 sec): 3 clusters Score: Raw -2676374.321955 + Penalty 4830.235008 = -2671544.086947 nChanged 8 SP:Iteration 54Q (18643.570000 sec): 3 clusters Score: Raw -2676377.886039 + Penalty 4830.235008 = -2671547.651030 nChanged 3 SP:Iteration 55Q (18643.840000 sec): 3 clusters Score: Raw -2676378.780526 + Penalty 4830.235008 = -2671548.545518 nChanged 5 SP:Iteration 56Q (18644.140000 sec): 3 clusters Score: Raw -2676380.522817 + Penalty 4830.235008 = -2671550.287808 nChanged 3 SP:Iteration 57Q (18644.390000 sec): 3 clusters Score: Raw -2676381.509269 + Penalty 4830.235008 = -2671551.274261 nChanged 5 SP:Iteration 58Q (18644.680000 sec): 3 clusters Score: Raw -2676383.269850 + Penalty 4830.235008 = -2671553.034842 nChanged 5 SP:Iteration 59Q (18644.910000 sec): 3 clusters Score: Raw -2676385.420678 + Penalty 4830.235008 = -2671555.185670 nChanged 8 SP:Iteration 60F (18645.210000 sec): 3 clusters Score: Raw -2676388.368766 + Penalty 4830.235008 = -2671558.133758 nChanged 8 SP:Iteration 61Q (18645.490000 sec): 3 clusters Score: Raw -2676391.162437 + Penalty 4830.235008 = -2671560.927429 nChanged 5 SP:Iteration 62Q (18645.810000 sec): 3 clusters Score: Raw -2676392.523724 + Penalty 4830.235008 = -2671562.288715 nChanged 6 SP:Iteration 63Q (18646.090000 sec): 3 clusters Score: Raw -2676394.144675 + Penalty 4830.235008 = -2671563.909667 nChanged 3 SP:Iteration 64Q (18646.330000 sec): 3 clusters Score: Raw -2676395.308810 + Penalty 4830.235008 = -2671565.073802 nChanged 3 SP:Iteration 65Q (18646.610000 sec): 3 clusters Score: Raw -2676396.290298 + Penalty 4830.235008 = -2671566.055290 nChanged 3 SP:Iteration 66Q (18646.880000 sec): 3 clusters Score: Raw -2676397.041294 + Penalty 4830.235008 = -2671566.806286 nChanged 3 SP:Iteration 67Q (18647.150000 sec): 3 clusters Score: Raw -2676398.033111 + Penalty 4830.235008 = -2671567.798103 nChanged 4 SP:Iteration 68Q (18647.430000 sec): 3 clusters Score: Raw -2676399.825418 + Penalty 4830.235008 = -2671569.590410 nChanged 6 SP:Iteration 69Q (18647.710000 sec): 3 clusters Score: Raw -2676403.149902 + Penalty 4830.235008 = -2671572.914894 nChanged 9 SP:Iteration 70Q (18647.940000 sec): 3 clusters Score: Raw -2676406.420250 + Penalty 4830.235008 = -2671576.185242 nChanged 7 SP:Iteration 71Q (18648.240000 sec): 3 clusters Score: Raw -2676408.206023 + Penalty 4830.235008 = -2671577.971015 nChanged 5 SP:Iteration 72Q (18648.470000 sec): 3 clusters Score: Raw -2676410.080490 + Penalty 4830.235008 = -2671579.845482 nChanged 8 SP:Iteration 73Q (18648.730000 sec): 3 clusters Score: Raw -2676413.024390 + Penalty 4830.235008 = -2671582.789381 nChanged 5 SP:Iteration 74Q (18648.980000 sec): 3 clusters Score: Raw -2676414.866504 + Penalty 4830.235008 = -2671584.631496 nChanged 5 SP:Iteration 75Q (18649.260000 sec): 3 clusters Score: Raw -2676416.393673 + Penalty 4830.235008 = -2671586.158665 nChanged 6 SP:Iteration 76Q (18649.570000 sec): 3 clusters Score: Raw -2676417.994645 + Penalty 4830.235008 = -2671587.759637 nChanged 4 SP:Iteration 77Q (18649.840000 sec): 3 clusters Score: Raw -2676419.484145 + Penalty 4830.235008 = -2671589.249137 nChanged 5 SP:Iteration 78Q (18650.120000 sec): 3 clusters Score: Raw -2676421.638226 + Penalty 4830.235008 = -2671591.403218 nChanged 2 SP:Iteration 79Q (18650.420000 sec): 3 clusters Score: Raw -2676422.312574 + Penalty 4830.235008 = -2671592.077566 nChanged 3 SP:Iteration 80F (18650.710000 sec): 3 clusters Score: Raw -2676423.358940 + Penalty 4830.235008 = -2671593.123932 nChanged 3 SP:Iteration 81Q (18650.930000 sec): 3 clusters Score: Raw -2676424.268586 + Penalty 4830.235008 = -2671594.033578 nChanged 2 SP:Iteration 82Q (18651.250000 sec): 3 clusters Score: Raw -2676424.841933 + Penalty 4830.235008 = -2671594.606925 nChanged 1 SP:Iteration 83Q (18651.530000 sec): 3 clusters Score: Raw -2676425.052322 + Penalty 4830.235008 = -2671594.817314 nChanged 1 SP:Iteration 84Q (18651.760000 sec): 3 clusters Score: Raw -2676425.297393 + Penalty 4830.235008 = -2671595.062385 nChanged 0 SP:Iteration 85F (18652.060000 sec): 3 clusters Score: Raw -2676425.297393 + Penalty 4830.235008 = -2671595.062385 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18652.480000 sec): 2 clusters Score: Raw -12684059.328031 + Penalty 2797.561239 = -12681261.766792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18653.050000 sec): 3 clusters Score: Raw -12633736.185997 + Penalty 5595.122478 = -12628141.063519 nChanged 37226 SP:Iteration 1F (18653.620000 sec): 3 clusters Score: Raw -12654838.991892 + Penalty 5595.122478 = -12649243.869414 nChanged 2782 SP:Iteration 2Q (18654.180000 sec): 3 clusters Score: Raw -12655514.948646 + Penalty 5595.122478 = -12649919.826168 nChanged 2775 SP:Iteration 3Q (18654.780000 sec): 3 clusters Score: Raw -12656215.068078 + Penalty 5595.122478 = -12650619.945600 nChanged 2878 SP:Iteration 4Q (18655.430000 sec): 3 clusters Score: Raw -12657016.576775 + Penalty 5595.122478 = -12651421.454297 nChanged 3175 SP:Iteration 5Q (18656.080000 sec): 3 clusters Score: Raw -12658122.548710 + Penalty 5595.122478 = -12652527.426232 nChanged 3712 SP:Iteration 6Q (18656.670000 sec): 3 clusters Score: Raw -12659718.120299 + Penalty 5595.122478 = -12654122.997821 nChanged 4412 SP:Iteration 7F (18657.280000 sec): 3 clusters Score: Raw -12662072.429660 + Penalty 5595.122478 = -12656477.307182 nChanged 5146 SP:Iteration 8F (18657.840000 sec): 3 clusters Score: Raw -12665413.717923 + Penalty 5595.122478 = -12659818.595445 nChanged 5582 SP:Iteration 9F (18658.420000 sec): 3 clusters Score: Raw -12669503.569392 + Penalty 5595.122478 = -12663908.446914 nChanged 5346 SP:Iteration 10F (18658.960000 sec): 3 clusters Score: Raw -12673817.274176 + Penalty 5595.122478 = -12668222.151698 nChanged 4585 SP:Iteration 11F (18659.540000 sec): 3 clusters Score: Raw -12677689.668028 + Penalty 5595.122478 = -12672094.545550 nChanged 3447 SP:Iteration 12Q (18660.150000 sec): 3 clusters Score: Raw -12680591.032460 + Penalty 5595.122478 = -12674995.909982 nChanged 2209 SP:Iteration 13Q (18660.740000 sec): 3 clusters Score: Raw -12682381.707332 + Penalty 5595.122478 = -12676786.584854 nChanged 1240 SP:Iteration 14Q (18661.300000 sec): 3 clusters Score: Raw -12683369.675163 + Penalty 5595.122478 = -12677774.552685 nChanged 646 SP:Iteration 15Q (18661.860000 sec): 3 clusters Score: Raw -12683840.513699 + Penalty 5595.122478 = -12678245.391221 nChanged 309 SP:Iteration 16Q (18662.430000 sec): 3 clusters Score: Raw -12684062.130349 + Penalty 5595.122478 = -12678467.007871 nChanged 167 SP:Iteration 17Q (18662.920000 sec): 3 clusters Score: Raw -12684190.872747 + Penalty 5595.122478 = -12678595.750269 nChanged 92 SP:Iteration 18Q (18663.450000 sec): 3 clusters Score: Raw -12684271.013838 + Penalty 5595.122478 = -12678675.891360 nChanged 66 SP:Iteration 19Q (18663.980000 sec): 3 clusters Score: Raw -12684320.815176 + Penalty 5595.122478 = -12678725.692698 nChanged 51 SP:Iteration 20F (18664.570000 sec): 3 clusters Score: Raw -12684365.761085 + Penalty 5595.122478 = -12678770.638607 nChanged 43 SP:Iteration 21Q (18665.060000 sec): 3 clusters Score: Raw -12684397.696935 + Penalty 5595.122478 = -12678802.574457 nChanged 28 SP:Iteration 22Q (18665.600000 sec): 3 clusters Score: Raw -12684414.160072 + Penalty 5595.122478 = -12678819.037594 nChanged 17 SP:Iteration 23Q (18666.140000 sec): 3 clusters Score: Raw -12684425.720483 + Penalty 5595.122478 = -12678830.598005 nChanged 14 SP:Iteration 24Q (18666.640000 sec): 3 clusters Score: Raw -12684439.570842 + Penalty 5595.122478 = -12678844.448364 nChanged 14 SP:Iteration 25Q (18667.160000 sec): 3 clusters Score: Raw -12684451.269755 + Penalty 5595.122478 = -12678856.147277 nChanged 12 SP:Iteration 26Q (18667.720000 sec): 3 clusters Score: Raw -12684460.277978 + Penalty 5595.122478 = -12678865.155500 nChanged 8 SP:Iteration 27Q (18668.250000 sec): 3 clusters Score: Raw -12684465.740541 + Penalty 5595.122478 = -12678870.618063 nChanged 6 SP:Iteration 28Q (18668.810000 sec): 3 clusters Score: Raw -12684470.066232 + Penalty 5595.122478 = -12678874.943755 nChanged 3 SP:Iteration 29Q (18669.360000 sec): 3 clusters Score: Raw -12684472.032409 + Penalty 5595.122478 = -12678876.909931 nChanged 4 SP:Iteration 30Q (18669.900000 sec): 3 clusters Score: Raw -12684475.100773 + Penalty 5595.122478 = -12678879.978295 nChanged 1 SP:Iteration 31Q (18670.440000 sec): 3 clusters Score: Raw -12684476.228490 + Penalty 5595.122478 = -12678881.106012 nChanged 0 SP:Iteration 32F (18671.010000 sec): 3 clusters Score: Raw -12684476.228490 + Penalty 5595.122478 = -12678881.106012 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18671.220000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18671.570000 sec): 3 clusters Score: Raw -5030502.780451 + Penalty 5150.693168 = -5025352.087284 nChanged 14583 SP:Iteration 1F (18671.930000 sec): 3 clusters Score: Raw -5038335.043054 + Penalty 5150.693168 = -5033184.349887 nChanged 1388 SP:Iteration 2Q (18672.250000 sec): 3 clusters Score: Raw -5038744.030867 + Penalty 5150.693168 = -5033593.337699 nChanged 1257 SP:Iteration 3Q (18672.640000 sec): 3 clusters Score: Raw -5039147.243596 + Penalty 5150.693168 = -5033996.550429 nChanged 1195 SP:Iteration 4Q (18672.970000 sec): 3 clusters Score: Raw -5039556.670265 + Penalty 5150.693168 = -5034405.977098 nChanged 1233 SP:Iteration 5Q (18673.330000 sec): 3 clusters Score: Raw -5040065.686735 + Penalty 5150.693168 = -5034914.993567 nChanged 1278 SP:Iteration 6Q (18673.720000 sec): 3 clusters Score: Raw -5040689.091407 + Penalty 5150.693168 = -5035538.398240 nChanged 1421 SP:Iteration 7Q (18674.110000 sec): 3 clusters Score: Raw -5041489.365379 + Penalty 5150.693168 = -5036338.672211 nChanged 1602 SP:Iteration 8Q (18674.470000 sec): 3 clusters Score: Raw -5042457.038219 + Penalty 5150.693168 = -5037306.345052 nChanged 1698 SP:Iteration 9F (18674.870000 sec): 3 clusters Score: Raw -5043661.315893 + Penalty 5150.693168 = -5038510.622725 nChanged 1814 SP:Iteration 10F (18675.220000 sec): 3 clusters Score: Raw -5044926.515820 + Penalty 5150.693168 = -5039775.822652 nChanged 1744 SP:Iteration 11F (18675.560000 sec): 3 clusters Score: Raw -5045912.192035 + Penalty 5150.693168 = -5040761.498867 nChanged 1470 SP:Iteration 12Q (18675.940000 sec): 3 clusters Score: Raw -5046640.630525 + Penalty 5150.693168 = -5041489.937357 nChanged 1213 SP:Iteration 13Q (18676.320000 sec): 3 clusters Score: Raw -5047129.223290 + Penalty 5150.693168 = -5041978.530122 nChanged 981 SP:Iteration 14Q (18676.680000 sec): 3 clusters Score: Raw -5047443.795275 + Penalty 5150.693168 = -5042293.102108 nChanged 754 SP:Iteration 15Q (18677.030000 sec): 3 clusters Score: Raw -5047654.223375 + Penalty 5150.693168 = -5042503.530208 nChanged 577 SP:Iteration 16Q (18677.430000 sec): 3 clusters Score: Raw -5047796.711029 + Penalty 5150.693168 = -5042646.017861 nChanged 479 SP:Iteration 17Q (18677.810000 sec): 3 clusters Score: Raw -5047902.286817 + Penalty 5150.693168 = -5042751.593650 nChanged 407 SP:Iteration 18Q (18678.160000 sec): 3 clusters Score: Raw -5047986.816668 + Penalty 5150.693168 = -5042836.123501 nChanged 349 SP:Iteration 19Q (18678.520000 sec): 3 clusters Score: Raw -5048056.286086 + Penalty 5150.693168 = -5042905.592919 nChanged 317 SP:Iteration 20F (18678.850000 sec): 3 clusters Score: Raw -5048117.773807 + Penalty 5150.693168 = -5042967.080639 nChanged 275 SP:Iteration 21Q (18679.150000 sec): 3 clusters Score: Raw -5048166.298435 + Penalty 5150.693168 = -5043015.605268 nChanged 265 SP:Iteration 22Q (18679.500000 sec): 3 clusters Score: Raw -5048211.037012 + Penalty 5150.693168 = -5043060.343844 nChanged 245 SP:Iteration 23Q (18679.860000 sec): 3 clusters Score: Raw -5048255.458919 + Penalty 5150.693168 = -5043104.765752 nChanged 248 SP:Iteration 24Q (18680.150000 sec): 3 clusters Score: Raw -5048302.542523 + Penalty 5150.693168 = -5043151.849355 nChanged 255 SP:Iteration 25Q (18680.480000 sec): 3 clusters Score: Raw -5048351.398638 + Penalty 5150.693168 = -5043200.705470 nChanged 239 SP:Iteration 26Q (18680.830000 sec): 3 clusters Score: Raw -5048404.217125 + Penalty 5150.693168 = -5043253.523957 nChanged 233 SP:Iteration 27Q (18681.260000 sec): 3 clusters Score: Raw -5048452.872257 + Penalty 5150.693168 = -5043302.179089 nChanged 241 SP:Iteration 28Q (18681.600000 sec): 3 clusters Score: Raw -5048504.743677 + Penalty 5150.693168 = -5043354.050509 nChanged 252 SP:Iteration 29Q (18681.940000 sec): 3 clusters Score: Raw -5048562.998813 + Penalty 5150.693168 = -5043412.305645 nChanged 316 SP:Iteration 30Q (18682.280000 sec): 3 clusters Score: Raw -5048640.814466 + Penalty 5150.693168 = -5043490.121299 nChanged 298 SP:Iteration 31Q (18682.690000 sec): 3 clusters Score: Raw -5048712.628250 + Penalty 5150.693168 = -5043561.935082 nChanged 275 SP:Iteration 32Q (18683.060000 sec): 3 clusters Score: Raw -5048778.991902 + Penalty 5150.693168 = -5043628.298735 nChanged 265 SP:Iteration 33Q (18683.380000 sec): 3 clusters Score: Raw -5048839.376557 + Penalty 5150.693168 = -5043688.683390 nChanged 234 SP:Iteration 34Q (18683.760000 sec): 3 clusters Score: Raw -5048891.945872 + Penalty 5150.693168 = -5043741.252705 nChanged 227 SP:Iteration 35Q (18684.110000 sec): 3 clusters Score: Raw -5048944.053935 + Penalty 5150.693168 = -5043793.360768 nChanged 213 SP:Iteration 36Q (18684.440000 sec): 3 clusters Score: Raw -5048999.291448 + Penalty 5150.693168 = -5043848.598281 nChanged 226 SP:Iteration 37Q (18684.840000 sec): 3 clusters Score: Raw -5049061.362944 + Penalty 5150.693168 = -5043910.669776 nChanged 230 SP:Iteration 38Q (18685.220000 sec): 3 clusters Score: Raw -5049126.379299 + Penalty 5150.693168 = -5043975.686131 nChanged 240 SP:Iteration 39Q (18685.550000 sec): 3 clusters Score: Raw -5049192.090879 + Penalty 5150.693168 = -5044041.397712 nChanged 235 SP:Iteration 40F (18685.970000 sec): 3 clusters Score: Raw -5049263.670245 + Penalty 5150.693168 = -5044112.977077 nChanged 255 SP:Iteration 41Q (18686.320000 sec): 3 clusters Score: Raw -5049345.534501 + Penalty 5150.693168 = -5044194.841333 nChanged 245 SP:Iteration 42Q (18686.610000 sec): 3 clusters Score: Raw -5049436.927993 + Penalty 5150.693168 = -5044286.234825 nChanged 256 SP:Iteration 43Q (18686.960000 sec): 3 clusters Score: Raw -5049541.544740 + Penalty 5150.693168 = -5044390.851572 nChanged 270 SP:Iteration 44Q (18687.330000 sec): 3 clusters Score: Raw -5049645.649276 + Penalty 5150.693168 = -5044494.956108 nChanged 242 SP:Iteration 45Q (18687.620000 sec): 3 clusters Score: Raw -5049744.197730 + Penalty 5150.693168 = -5044593.504563 nChanged 239 SP:Iteration 46Q (18687.960000 sec): 3 clusters Score: Raw -5049841.419603 + Penalty 5150.693168 = -5044690.726435 nChanged 243 SP:Iteration 47Q (18688.270000 sec): 3 clusters Score: Raw -5049938.518153 + Penalty 5150.693168 = -5044787.824985 nChanged 210 SP:Iteration 48Q (18688.580000 sec): 3 clusters Score: Raw -5050014.266001 + Penalty 5150.693168 = -5044863.572833 nChanged 182 SP:Iteration 49Q (18688.930000 sec): 3 clusters Score: Raw -5050074.057413 + Penalty 5150.693168 = -5044923.364246 nChanged 156 SP:Iteration 50Q (18689.290000 sec): 3 clusters Score: Raw -5050121.416947 + Penalty 5150.693168 = -5044970.723780 nChanged 144 SP:Iteration 51Q (18689.710000 sec): 3 clusters Score: Raw -5050173.324589 + Penalty 5150.693168 = -5045022.631422 nChanged 139 SP:Iteration 52Q (18690.010000 sec): 3 clusters Score: Raw -5050218.717048 + Penalty 5150.693168 = -5045068.023880 nChanged 128 SP:Iteration 53Q (18690.340000 sec): 3 clusters Score: Raw -5050253.844816 + Penalty 5150.693168 = -5045103.151649 nChanged 99 SP:Iteration 54Q (18690.640000 sec): 3 clusters Score: Raw -5050280.541254 + Penalty 5150.693168 = -5045129.848087 nChanged 92 SP:Iteration 55Q (18690.980000 sec): 3 clusters Score: Raw -5050304.005097 + Penalty 5150.693168 = -5045153.311929 nChanged 89 SP:Iteration 56Q (18691.340000 sec): 3 clusters Score: Raw -5050328.990544 + Penalty 5150.693168 = -5045178.297376 nChanged 85 SP:Iteration 57Q (18691.650000 sec): 3 clusters Score: Raw -5050353.867309 + Penalty 5150.693168 = -5045203.174141 nChanged 89 SP:Iteration 58Q (18692.010000 sec): 3 clusters Score: Raw -5050378.619356 + Penalty 5150.693168 = -5045227.926188 nChanged 84 SP:Iteration 59Q (18692.300000 sec): 3 clusters Score: Raw -5050405.422374 + Penalty 5150.693168 = -5045254.729206 nChanged 76 SP:Iteration 60F (18692.650000 sec): 3 clusters Score: Raw -5050430.530166 + Penalty 5150.693168 = -5045279.836998 nChanged 71 SP:Iteration 61Q (18692.970000 sec): 3 clusters Score: Raw -5050451.416148 + Penalty 5150.693168 = -5045300.722980 nChanged 72 SP:Iteration 62Q (18693.280000 sec): 3 clusters Score: Raw -5050472.746414 + Penalty 5150.693168 = -5045322.053247 nChanged 69 SP:Iteration 63Q (18693.640000 sec): 3 clusters Score: Raw -5050491.166119 + Penalty 5150.693168 = -5045340.472952 nChanged 59 SP:Iteration 64Q (18693.930000 sec): 3 clusters Score: Raw -5050509.942112 + Penalty 5150.693168 = -5045359.248944 nChanged 54 SP:Iteration 65Q (18694.290000 sec): 3 clusters Score: Raw -5050524.967537 + Penalty 5150.693168 = -5045374.274370 nChanged 48 SP:Iteration 66Q (18694.660000 sec): 3 clusters Score: Raw -5050539.709441 + Penalty 5150.693168 = -5045389.016273 nChanged 51 SP:Iteration 67Q (18694.990000 sec): 3 clusters Score: Raw -5050554.919168 + Penalty 5150.693168 = -5045404.226000 nChanged 46 SP:Iteration 68Q (18695.360000 sec): 3 clusters Score: Raw -5050571.375341 + Penalty 5150.693168 = -5045420.682174 nChanged 55 SP:Iteration 69Q (18695.730000 sec): 3 clusters Score: Raw -5050589.159508 + Penalty 5150.693168 = -5045438.466340 nChanged 48 SP:Iteration 70Q (18696.080000 sec): 3 clusters Score: Raw -5050604.099545 + Penalty 5150.693168 = -5045453.406377 nChanged 41 SP:Iteration 71Q (18696.430000 sec): 3 clusters Score: Raw -5050616.250282 + Penalty 5150.693168 = -5045465.557115 nChanged 32 SP:Iteration 72Q (18696.760000 sec): 3 clusters Score: Raw -5050623.313599 + Penalty 5150.693168 = -5045472.620431 nChanged 20 SP:Iteration 73Q (18697.090000 sec): 3 clusters Score: Raw -5050627.142324 + Penalty 5150.693168 = -5045476.449156 nChanged 12 SP:Iteration 74Q (18697.390000 sec): 3 clusters Score: Raw -5050629.911907 + Penalty 5150.693168 = -5045479.218739 nChanged 10 SP:Iteration 75Q (18697.730000 sec): 3 clusters Score: Raw -5050631.554156 + Penalty 5150.693168 = -5045480.860989 nChanged 7 SP:Iteration 76Q (18698.120000 sec): 3 clusters Score: Raw -5050632.610307 + Penalty 5150.693168 = -5045481.917140 nChanged 8 SP:Iteration 77Q (18698.460000 sec): 3 clusters Score: Raw -5050634.268504 + Penalty 5150.693168 = -5045483.575336 nChanged 7 SP:Iteration 78Q (18698.830000 sec): 3 clusters Score: Raw -5050636.121091 + Penalty 5150.693168 = -5045485.427923 nChanged 7 SP:Iteration 79Q (18699.130000 sec): 3 clusters Score: Raw -5050637.409246 + Penalty 5150.693168 = -5045486.716078 nChanged 4 SP:Iteration 80F (18699.490000 sec): 3 clusters Score: Raw -5050638.362028 + Penalty 5150.693168 = -5045487.668861 nChanged 7 SP:Iteration 81Q (18699.830000 sec): 3 clusters Score: Raw -5050640.153375 + Penalty 5150.693168 = -5045489.460207 nChanged 7 SP:Iteration 82Q (18700.160000 sec): 3 clusters Score: Raw -5050641.650210 + Penalty 5150.693168 = -5045490.957043 nChanged 4 SP:Iteration 83Q (18700.560000 sec): 3 clusters Score: Raw -5050642.418842 + Penalty 5150.693168 = -5045491.725675 nChanged 2 SP:Iteration 84Q (18700.880000 sec): 3 clusters Score: Raw -5050642.967975 + Penalty 5150.693168 = -5045492.274807 nChanged 2 SP:Iteration 85Q (18701.260000 sec): 3 clusters Score: Raw -5050643.294204 + Penalty 5150.693168 = -5045492.601037 nChanged 5 SP:Iteration 86Q (18701.560000 sec): 3 clusters Score: Raw -5050644.146753 + Penalty 5150.693168 = -5045493.453586 nChanged 6 SP:Iteration 87Q (18701.890000 sec): 3 clusters Score: Raw -5050645.711392 + Penalty 5150.693168 = -5045495.018225 nChanged 9 SP:Iteration 88Q (18702.220000 sec): 3 clusters Score: Raw -5050647.545286 + Penalty 5150.693168 = -5045496.852119 nChanged 4 SP:Iteration 89Q (18702.560000 sec): 3 clusters Score: Raw -5050648.484882 + Penalty 5150.693168 = -5045497.791714 nChanged 3 SP:Iteration 90Q (18702.900000 sec): 3 clusters Score: Raw -5050648.862216 + Penalty 5150.693168 = -5045498.169048 nChanged 3 SP:Iteration 91Q (18703.220000 sec): 3 clusters Score: Raw -5050649.394049 + Penalty 5150.693168 = -5045498.700881 nChanged 3 SP:Iteration 92Q (18703.550000 sec): 3 clusters Score: Raw -5050649.781472 + Penalty 5150.693168 = -5045499.088304 nChanged 0 SP:Iteration 93F (18703.890000 sec): 3 clusters Score: Raw -5050649.781472 + Penalty 5150.693168 = -5045499.088304 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18704.050000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18704.290000 sec): 3 clusters Score: Raw -1115193.558921 + Penalty 4396.704070 = -1110796.854851 nChanged 2841 SP:Iteration 1F (18704.540000 sec): 3 clusters Score: Raw -1116795.274144 + Penalty 4396.704070 = -1112398.570073 nChanged 577 SP:Iteration 2F (18704.780000 sec): 3 clusters Score: Raw -1117179.413338 + Penalty 4396.704070 = -1112782.709268 nChanged 424 SP:Iteration 3F (18705.060000 sec): 3 clusters Score: Raw -1117458.533608 + Penalty 4396.704070 = -1113061.829538 nChanged 392 SP:Iteration 4F (18705.330000 sec): 3 clusters Score: Raw -1117701.118808 + Penalty 4396.704070 = -1113304.414737 nChanged 335 SP:Iteration 5Q (18705.550000 sec): 3 clusters Score: Raw -1117892.222564 + Penalty 4396.704070 = -1113495.518494 nChanged 292 SP:Iteration 6Q (18705.800000 sec): 3 clusters Score: Raw -1118059.257467 + Penalty 4396.704070 = -1113662.553397 nChanged 278 SP:Iteration 7Q (18706.030000 sec): 3 clusters Score: Raw -1118231.695624 + Penalty 4396.704070 = -1113834.991554 nChanged 291 SP:Iteration 8Q (18706.280000 sec): 3 clusters Score: Raw -1118410.577688 + Penalty 4396.704070 = -1114013.873618 nChanged 277 SP:Iteration 9Q (18706.470000 sec): 3 clusters Score: Raw -1118566.032905 + Penalty 4396.704070 = -1114169.328834 nChanged 210 SP:Iteration 10Q (18706.720000 sec): 3 clusters Score: Raw -1118683.271697 + Penalty 4396.704070 = -1114286.567627 nChanged 176 SP:Iteration 11Q (18706.950000 sec): 3 clusters Score: Raw -1118774.811283 + Penalty 4396.704070 = -1114378.107213 nChanged 128 SP:Iteration 12Q (18707.200000 sec): 3 clusters Score: Raw -1118839.942476 + Penalty 4396.704070 = -1114443.238405 nChanged 110 SP:Iteration 13Q (18707.400000 sec): 3 clusters Score: Raw -1118895.712682 + Penalty 4396.704070 = -1114499.008611 nChanged 118 SP:Iteration 14Q (18707.650000 sec): 3 clusters Score: Raw -1118961.116129 + Penalty 4396.704070 = -1114564.412058 nChanged 123 SP:Iteration 15Q (18707.850000 sec): 3 clusters Score: Raw -1119032.281245 + Penalty 4396.704070 = -1114635.577174 nChanged 86 SP:Iteration 16Q (18708.110000 sec): 3 clusters Score: Raw -1119075.211163 + Penalty 4396.704070 = -1114678.507093 nChanged 72 SP:Iteration 17Q (18708.410000 sec): 3 clusters Score: Raw -1119112.574376 + Penalty 4396.704070 = -1114715.870306 nChanged 61 SP:Iteration 18Q (18708.630000 sec): 3 clusters Score: Raw -1119142.938101 + Penalty 4396.704070 = -1114746.234031 nChanged 49 SP:Iteration 19Q (18708.870000 sec): 3 clusters Score: Raw -1119164.960164 + Penalty 4396.704070 = -1114768.256093 nChanged 39 SP:Iteration 20F (18709.100000 sec): 3 clusters Score: Raw -1119184.881251 + Penalty 4396.704070 = -1114788.177180 nChanged 42 SP:Iteration 21Q (18709.400000 sec): 3 clusters Score: Raw -1119206.078983 + Penalty 4396.704070 = -1114809.374912 nChanged 34 SP:Iteration 22Q (18709.610000 sec): 3 clusters Score: Raw -1119225.530244 + Penalty 4396.704070 = -1114828.826173 nChanged 41 SP:Iteration 23Q (18709.810000 sec): 3 clusters Score: Raw -1119251.667770 + Penalty 4396.704070 = -1114854.963699 nChanged 46 SP:Iteration 24Q (18710.070000 sec): 3 clusters Score: Raw -1119278.463073 + Penalty 4396.704070 = -1114881.759003 nChanged 39 SP:Iteration 25Q (18710.360000 sec): 3 clusters Score: Raw -1119303.312835 + Penalty 4396.704070 = -1114906.608765 nChanged 38 SP:Iteration 26Q (18710.600000 sec): 3 clusters Score: Raw -1119330.799303 + Penalty 4396.704070 = -1114934.095232 nChanged 33 SP:Iteration 27Q (18710.860000 sec): 3 clusters Score: Raw -1119354.965074 + Penalty 4396.704070 = -1114958.261004 nChanged 30 SP:Iteration 28Q (18711.090000 sec): 3 clusters Score: Raw -1119380.578899 + Penalty 4396.704070 = -1114983.874829 nChanged 36 SP:Iteration 29Q (18711.320000 sec): 3 clusters Score: Raw -1119403.852249 + Penalty 4396.704070 = -1115007.148178 nChanged 31 SP:Iteration 30Q (18711.570000 sec): 3 clusters Score: Raw -1119429.916321 + Penalty 4396.704070 = -1115033.212251 nChanged 37 SP:Iteration 31Q (18711.810000 sec): 3 clusters Score: Raw -1119464.042644 + Penalty 4396.704070 = -1115067.338573 nChanged 33 SP:Iteration 32Q (18712.070000 sec): 3 clusters Score: Raw -1119489.120478 + Penalty 4396.704070 = -1115092.416408 nChanged 25 SP:Iteration 33Q (18712.250000 sec): 3 clusters Score: Raw -1119506.633578 + Penalty 4396.704070 = -1115109.929508 nChanged 20 SP:Iteration 34Q (18712.480000 sec): 3 clusters Score: Raw -1119519.137859 + Penalty 4396.704070 = -1115122.433788 nChanged 17 SP:Iteration 35Q (18712.680000 sec): 3 clusters Score: Raw -1119527.352655 + Penalty 4396.704070 = -1115130.648584 nChanged 16 SP:Iteration 36Q (18712.950000 sec): 3 clusters Score: Raw -1119541.674729 + Penalty 4396.704070 = -1115144.970659 nChanged 15 SP:Iteration 37Q (18713.150000 sec): 3 clusters Score: Raw -1119552.248157 + Penalty 4396.704070 = -1115155.544087 nChanged 13 SP:Iteration 38Q (18713.410000 sec): 3 clusters Score: Raw -1119558.251508 + Penalty 4396.704070 = -1115161.547437 nChanged 5 SP:Iteration 39Q (18713.590000 sec): 3 clusters Score: Raw -1119562.565772 + Penalty 4396.704070 = -1115165.861701 nChanged 7 SP:Iteration 40F (18713.830000 sec): 3 clusters Score: Raw -1119566.908507 + Penalty 4396.704070 = -1115170.204436 nChanged 3 SP:Iteration 41Q (18714.070000 sec): 3 clusters Score: Raw -1119568.406452 + Penalty 4396.704070 = -1115171.702382 nChanged 2 SP:Iteration 42Q (18714.350000 sec): 3 clusters Score: Raw -1119568.995335 + Penalty 4396.704070 = -1115172.291265 nChanged 2 SP:Iteration 43Q (18714.550000 sec): 3 clusters Score: Raw -1119570.402468 + Penalty 4396.704070 = -1115173.698398 nChanged 3 SP:Iteration 44Q (18714.760000 sec): 3 clusters Score: Raw -1119571.409609 + Penalty 4396.704070 = -1115174.705538 nChanged 2 SP:Iteration 45Q (18714.980000 sec): 3 clusters Score: Raw -1119572.035251 + Penalty 4396.704070 = -1115175.331180 nChanged 1 SP:Iteration 46Q (18715.200000 sec): 3 clusters Score: Raw -1119572.645054 + Penalty 4396.704070 = -1115175.940983 nChanged 2 SP:Iteration 47Q (18715.420000 sec): 3 clusters Score: Raw -1119574.143496 + Penalty 4396.704070 = -1115177.439425 nChanged 2 SP:Iteration 48Q (18715.640000 sec): 3 clusters Score: Raw -1119574.957288 + Penalty 4396.704070 = -1115178.253218 nChanged 3 SP:Iteration 49Q (18715.850000 sec): 3 clusters Score: Raw -1119576.308138 + Penalty 4396.704070 = -1115179.604067 nChanged 0 SP:Iteration 50F (18716.120000 sec): 3 clusters Score: Raw -1119576.308138 + Penalty 4396.704070 = -1115179.604067 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18716.260000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18716.470000 sec): 3 clusters Score: Raw -64972.969725 + Penalty 3077.460650 = -61895.509075 nChanged 132 SP:Iteration 1F (18716.690000 sec): 3 clusters Score: Raw -65245.103723 + Penalty 3077.460650 = -62167.643073 nChanged 34 SP:Iteration 2F (18716.860000 sec): 3 clusters Score: Raw -65312.113085 + Penalty 3077.460650 = -62234.652434 nChanged 23 SP:Iteration 3Q (18717.050000 sec): 3 clusters Score: Raw -65401.234034 + Penalty 3077.460650 = -62323.773383 nChanged 15 SP:Iteration 4Q (18717.190000 sec): 3 clusters Score: Raw -65433.304802 + Penalty 3077.460650 = -62355.844152 nChanged 15 SP:Iteration 5Q (18717.380000 sec): 3 clusters Score: Raw -65470.944441 + Penalty 3077.460650 = -62393.483791 nChanged 15 SP:Iteration 6Q (18717.560000 sec): 3 clusters Score: Raw -65501.648517 + Penalty 3077.460650 = -62424.187867 nChanged 7 SP:Iteration 7Q (18717.760000 sec): 3 clusters Score: Raw -65523.660137 + Penalty 3077.460650 = -62446.199487 nChanged 8 SP:Iteration 8Q (18717.940000 sec): 3 clusters Score: Raw -65547.234074 + Penalty 3077.460650 = -62469.773424 nChanged 8 SP:Iteration 9Q (18718.130000 sec): 3 clusters Score: Raw -65560.396632 + Penalty 3077.460650 = -62482.935982 nChanged 1 SP:Iteration 10Q (18718.320000 sec): 3 clusters Score: Raw -65562.248929 + Penalty 3077.460650 = -62484.788279 nChanged 1 SP:Iteration 11Q (18718.470000 sec): 3 clusters Score: Raw -65562.922639 + Penalty 3077.460650 = -62485.461989 nChanged 0 SP:Iteration 12F (18718.610000 sec): 3 clusters Score: Raw -65564.554245 + Penalty 3077.460650 = -62487.093594 nChanged 1 SP:Iteration 13Q (18718.750000 sec): 3 clusters Score: Raw -65613.743979 + Penalty 3077.460650 = -62536.283329 nChanged 8 SP:Iteration 14Q (18718.930000 sec): 3 clusters Score: Raw -65630.241035 + Penalty 3077.460650 = -62552.780385 nChanged 5 SP:Iteration 15Q (18719.080000 sec): 3 clusters Score: Raw -65637.211079 + Penalty 3077.460650 = -62559.750429 nChanged 3 SP:Iteration 16Q (18719.260000 sec): 3 clusters Score: Raw -65642.163819 + Penalty 3077.460650 = -62564.703168 nChanged 1 SP:Iteration 17Q (18719.480000 sec): 3 clusters Score: Raw -65644.746760 + Penalty 3077.460650 = -62567.286109 nChanged 0 SP:Iteration 18F (18719.640000 sec): 3 clusters Score: Raw -65644.746760 + Penalty 3077.460650 = -62567.286109 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18719.710000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18719.920000 sec): 3 clusters Score: Raw -61509.684773 + Penalty 2968.032395 = -58541.652377 nChanged 75 SP:Iteration 1F (18720.080000 sec): 3 clusters Score: Raw -61719.387754 + Penalty 2968.032395 = -58751.355359 nChanged 19 SP:Iteration 2Q (18720.270000 sec): 3 clusters Score: Raw -61762.807324 + Penalty 2968.032395 = -58794.774929 nChanged 11 SP:Iteration 3Q (18720.530000 sec): 3 clusters Score: Raw -61796.108500 + Penalty 2968.032395 = -58828.076104 nChanged 4 SP:Iteration 4Q (18720.720000 sec): 3 clusters Score: Raw -61805.003806 + Penalty 2968.032395 = -58836.971411 nChanged 4 SP:Iteration 5Q (18720.980000 sec): 3 clusters Score: Raw -61816.604589 + Penalty 2968.032395 = -58848.572193 nChanged 2 SP:Iteration 6Q (18721.160000 sec): 3 clusters Score: Raw -61821.071645 + Penalty 2968.032395 = -58853.039250 nChanged 0 SP:Iteration 7F (18721.350000 sec): 3 clusters Score: Raw -61821.071645 + Penalty 2968.032395 = -58853.039250 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18721.470000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18721.660000 sec): 3 clusters Score: Raw -234395.749786 + Penalty 3652.501097 = -230743.248690 nChanged 457 SP:Iteration 1F (18721.870000 sec): 3 clusters Score: Raw -234765.040012 + Penalty 3652.501097 = -231112.538915 nChanged 133 SP:Iteration 2F (18722.040000 sec): 3 clusters Score: Raw -234899.459172 + Penalty 3652.501097 = -231246.958075 nChanged 66 SP:Iteration 3Q (18722.220000 sec): 3 clusters Score: Raw -234989.680913 + Penalty 3652.501097 = -231337.179816 nChanged 54 SP:Iteration 4Q (18722.420000 sec): 3 clusters Score: Raw -235045.509494 + Penalty 3652.501097 = -231393.008398 nChanged 38 SP:Iteration 5Q (18722.620000 sec): 3 clusters Score: Raw -235087.006590 + Penalty 3652.501097 = -231434.505493 nChanged 36 SP:Iteration 6Q (18722.800000 sec): 3 clusters Score: Raw -235125.413236 + Penalty 3652.501097 = -231472.912139 nChanged 28 SP:Iteration 7Q (18722.980000 sec): 3 clusters Score: Raw -235161.807500 + Penalty 3652.501097 = -231509.306403 nChanged 22 SP:Iteration 8Q (18723.220000 sec): 3 clusters Score: Raw -235182.414129 + Penalty 3652.501097 = -231529.913032 nChanged 23 SP:Iteration 9Q (18723.400000 sec): 3 clusters Score: Raw -235203.143124 + Penalty 3652.501097 = -231550.642027 nChanged 21 SP:Iteration 10Q (18723.560000 sec): 3 clusters Score: Raw -235218.224602 + Penalty 3652.501097 = -231565.723505 nChanged 13 SP:Iteration 11Q (18723.770000 sec): 3 clusters Score: Raw -235230.055424 + Penalty 3652.501097 = -231577.554327 nChanged 10 SP:Iteration 12Q (18723.970000 sec): 3 clusters Score: Raw -235239.168160 + Penalty 3652.501097 = -231586.667063 nChanged 10 SP:Iteration 13Q (18724.190000 sec): 3 clusters Score: Raw -235244.500841 + Penalty 3652.501097 = -231591.999744 nChanged 3 SP:Iteration 14Q (18724.360000 sec): 3 clusters Score: Raw -235246.160971 + Penalty 3652.501097 = -231593.659874 nChanged 1 SP:Iteration 15Q (18724.590000 sec): 3 clusters Score: Raw -235246.871631 + Penalty 3652.501097 = -231594.370535 nChanged 1 SP:Iteration 16Q (18724.770000 sec): 3 clusters Score: Raw -235248.600790 + Penalty 3652.501097 = -231596.099693 nChanged 4 SP:Iteration 17Q (18724.940000 sec): 3 clusters Score: Raw -235250.164115 + Penalty 3652.501097 = -231597.663019 nChanged 2 SP:Iteration 18Q (18725.130000 sec): 3 clusters Score: Raw -235251.562324 + Penalty 3652.501097 = -231599.061228 nChanged 2 SP:Iteration 19Q (18725.370000 sec): 3 clusters Score: Raw -235252.530841 + Penalty 3652.501097 = -231600.029745 nChanged 1 SP:Iteration 20F (18725.520000 sec): 3 clusters Score: Raw -235253.192881 + Penalty 3652.501097 = -231600.691784 nChanged 1 SP:Iteration 21Q (18725.680000 sec): 3 clusters Score: Raw -235253.849339 + Penalty 3652.501097 = -231601.348243 nChanged 1 SP:Iteration 22Q (18725.890000 sec): 3 clusters Score: Raw -235254.480218 + Penalty 3652.501097 = -231601.979121 nChanged 3 SP:Iteration 23Q (18726.060000 sec): 3 clusters Score: Raw -235257.670865 + Penalty 3652.501097 = -231605.169769 nChanged 4 SP:Iteration 24Q (18726.240000 sec): 3 clusters Score: Raw -235261.386855 + Penalty 3652.501097 = -231608.885758 nChanged 2 SP:Iteration 25Q (18726.390000 sec): 3 clusters Score: Raw -235263.218518 + Penalty 3652.501097 = -231610.717422 nChanged 6 SP:Iteration 26Q (18726.590000 sec): 3 clusters Score: Raw -235268.681419 + Penalty 3652.501097 = -231616.180322 nChanged 9 SP:Iteration 27Q (18726.790000 sec): 3 clusters Score: Raw -235283.604554 + Penalty 3652.501097 = -231631.103457 nChanged 6 SP:Iteration 28Q (18726.990000 sec): 3 clusters Score: Raw -235289.469005 + Penalty 3652.501097 = -231636.967908 nChanged 8 SP:Iteration 29Q (18727.150000 sec): 3 clusters Score: Raw -235295.270378 + Penalty 3652.501097 = -231642.769282 nChanged 6 SP:Iteration 30Q (18727.300000 sec): 3 clusters Score: Raw -235300.225389 + Penalty 3652.501097 = -231647.724293 nChanged 10 SP:Iteration 31Q (18727.460000 sec): 3 clusters Score: Raw -235310.060655 + Penalty 3652.501097 = -231657.559559 nChanged 12 SP:Iteration 32Q (18727.670000 sec): 3 clusters Score: Raw -235320.375232 + Penalty 3652.501097 = -231667.874135 nChanged 13 SP:Iteration 33Q (18727.870000 sec): 3 clusters Score: Raw -235329.406628 + Penalty 3652.501097 = -231676.905531 nChanged 8 SP:Iteration 34Q (18728.070000 sec): 3 clusters Score: Raw -235334.333931 + Penalty 3652.501097 = -231681.832834 nChanged 8 SP:Iteration 35Q (18728.260000 sec): 3 clusters Score: Raw -235339.515672 + Penalty 3652.501097 = -231687.014576 nChanged 4 SP:Iteration 36Q (18728.470000 sec): 3 clusters Score: Raw -235341.484167 + Penalty 3652.501097 = -231688.983070 nChanged 4 SP:Iteration 37Q (18728.630000 sec): 3 clusters Score: Raw -235343.174520 + Penalty 3652.501097 = -231690.673423 nChanged 3 SP:Iteration 38Q (18728.830000 sec): 3 clusters Score: Raw -235345.324987 + Penalty 3652.501097 = -231692.823891 nChanged 3 SP:Iteration 39Q (18729.050000 sec): 3 clusters Score: Raw -235348.068370 + Penalty 3652.501097 = -231695.567273 nChanged 4 SP:Iteration 40F (18729.210000 sec): 3 clusters Score: Raw -235350.087358 + Penalty 3652.501097 = -231697.586262 nChanged 2 SP:Iteration 41Q (18729.410000 sec): 3 clusters Score: Raw -235352.723346 + Penalty 3652.501097 = -231700.222249 nChanged 1 SP:Iteration 42Q (18729.570000 sec): 3 clusters Score: Raw -235353.252344 + Penalty 3652.501097 = -231700.751247 nChanged 3 SP:Iteration 43Q (18729.780000 sec): 3 clusters Score: Raw -235355.465981 + Penalty 3652.501097 = -231702.964885 nChanged 1 SP:Iteration 44Q (18730.020000 sec): 3 clusters Score: Raw -235356.270796 + Penalty 3652.501097 = -231703.769700 nChanged 3 SP:Iteration 45Q (18730.190000 sec): 3 clusters Score: Raw -235357.851602 + Penalty 3652.501097 = -231705.350505 nChanged 2 SP:Iteration 46Q (18730.360000 sec): 3 clusters Score: Raw -235358.944788 + Penalty 3652.501097 = -231706.443691 nChanged 3 SP:Iteration 47Q (18730.580000 sec): 3 clusters Score: Raw -235361.201429 + Penalty 3652.501097 = -231708.700332 nChanged 1 SP:Iteration 48Q (18730.760000 sec): 3 clusters Score: Raw -235361.836459 + Penalty 3652.501097 = -231709.335362 nChanged 1 SP:Iteration 49Q (18730.950000 sec): 3 clusters Score: Raw -235362.126227 + Penalty 3652.501097 = -231709.625130 nChanged 0 SP:Iteration 50F (18731.150000 sec): 3 clusters Score: Raw -235362.126227 + Penalty 3652.501097 = -231709.625130 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18731.230000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18731.430000 sec): 3 clusters Score: Raw -43387.503846 + Penalty 2848.529581 = -40538.974265 nChanged 33 SP:Iteration 1F (18731.600000 sec): 3 clusters Score: Raw -43482.041871 + Penalty 2848.529581 = -40633.512290 nChanged 11 SP:Iteration 2Q (18731.770000 sec): 3 clusters Score: Raw -43522.831931 + Penalty 2848.529581 = -40674.302350 nChanged 4 SP:Iteration 3Q (18731.950000 sec): 3 clusters Score: Raw -43542.527528 + Penalty 2848.529581 = -40693.997947 nChanged 3 SP:Iteration 4Q (18732.140000 sec): 3 clusters Score: Raw -43557.543462 + Penalty 2848.529581 = -40709.013881 nChanged 3 SP:Iteration 5Q (18732.340000 sec): 3 clusters Score: Raw -43566.882462 + Penalty 2848.529581 = -40718.352881 nChanged 1 SP:Iteration 6Q (18732.580000 sec): 3 clusters Score: Raw -43571.071140 + Penalty 2848.529581 = -40722.541558 nChanged 3 SP:Iteration 7Q (18732.810000 sec): 3 clusters Score: Raw -43581.068259 + Penalty 2848.529581 = -40732.538678 nChanged 2 SP:Iteration 8Q (18733.010000 sec): 3 clusters Score: Raw -43584.152140 + Penalty 2848.529581 = -40735.622559 nChanged 0 SP:Iteration 9F (18733.250000 sec): 3 clusters Score: Raw -43584.152140 + Penalty 2848.529581 = -40735.622559 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18733.390000 sec): 2 clusters Score: Raw -395408.228973 + Penalty 1955.934584 = -393452.294389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18733.590000 sec): 3 clusters Score: Raw -394303.191047 + Penalty 3911.869167 = -390391.321880 nChanged 919 SP:Iteration 1F (18733.790000 sec): 3 clusters Score: Raw -394998.375434 + Penalty 3911.869167 = -391086.506266 nChanged 224 SP:Iteration 2F (18734.020000 sec): 3 clusters Score: Raw -395245.159744 + Penalty 3911.869167 = -391333.290577 nChanged 163 SP:Iteration 3F (18734.190000 sec): 3 clusters Score: Raw -395411.376063 + Penalty 3911.869167 = -391499.506895 nChanged 118 SP:Iteration 4Q (18734.380000 sec): 3 clusters Score: Raw -395521.029900 + Penalty 3911.869167 = -391609.160733 nChanged 95 SP:Iteration 5Q (18734.620000 sec): 3 clusters Score: Raw -395596.727860 + Penalty 3911.869167 = -391684.858692 nChanged 79 SP:Iteration 6Q (18734.860000 sec): 3 clusters Score: Raw -395665.194576 + Penalty 3911.869167 = -391753.325408 nChanged 61 SP:Iteration 7Q (18735.100000 sec): 3 clusters Score: Raw -395716.550280 + Penalty 3911.869167 = -391804.681112 nChanged 51 SP:Iteration 8Q (18735.330000 sec): 3 clusters Score: Raw -395752.730845 + Penalty 3911.869167 = -391840.861677 nChanged 62 SP:Iteration 9Q (18735.510000 sec): 3 clusters Score: Raw -395803.867502 + Penalty 3911.869167 = -391891.998335 nChanged 67 SP:Iteration 10Q (18735.700000 sec): 3 clusters Score: Raw -395866.615764 + Penalty 3911.869167 = -391954.746596 nChanged 66 SP:Iteration 11Q (18735.900000 sec): 3 clusters Score: Raw -395947.951492 + Penalty 3911.869167 = -392036.082325 nChanged 86 SP:Iteration 12Q (18736.090000 sec): 3 clusters Score: Raw -396064.763145 + Penalty 3911.869167 = -392152.893977 nChanged 94 SP:Iteration 13Q (18736.300000 sec): 3 clusters Score: Raw -396180.791683 + Penalty 3911.869167 = -392268.922515 nChanged 85 SP:Iteration 14Q (18736.490000 sec): 3 clusters Score: Raw -396280.269037 + Penalty 3911.869167 = -392368.399869 nChanged 61 SP:Iteration 15Q (18736.650000 sec): 3 clusters Score: Raw -396354.520055 + Penalty 3911.869167 = -392442.650887 nChanged 58 SP:Iteration 16Q (18736.870000 sec): 3 clusters Score: Raw -396429.775167 + Penalty 3911.869167 = -392517.905999 nChanged 49 SP:Iteration 17Q (18737.080000 sec): 3 clusters Score: Raw -396502.982374 + Penalty 3911.869167 = -392591.113207 nChanged 44 SP:Iteration 18Q (18737.310000 sec): 3 clusters Score: Raw -396558.289045 + Penalty 3911.869167 = -392646.419878 nChanged 42 SP:Iteration 19Q (18737.500000 sec): 3 clusters Score: Raw -396586.472467 + Penalty 3911.869167 = -392674.603299 nChanged 22 SP:Iteration 20F (18737.730000 sec): 3 clusters Score: Raw -396597.597621 + Penalty 3911.869167 = -392685.728454 nChanged 12 SP:Iteration 21Q (18737.880000 sec): 3 clusters Score: Raw -396603.777906 + Penalty 3911.869167 = -392691.908739 nChanged 4 SP:Iteration 22Q (18738.090000 sec): 3 clusters Score: Raw -396605.455375 + Penalty 3911.869167 = -392693.586207 nChanged 3 SP:Iteration 23Q (18738.250000 sec): 3 clusters Score: Raw -396607.206769 + Penalty 3911.869167 = -392695.337601 nChanged 2 SP:Iteration 24Q (18738.460000 sec): 3 clusters Score: Raw -396608.382095 + Penalty 3911.869167 = -392696.512927 nChanged 2 SP:Iteration 25Q (18738.620000 sec): 3 clusters Score: Raw -396609.106220 + Penalty 3911.869167 = -392697.237053 nChanged 0 SP:Iteration 26F (18738.820000 sec): 3 clusters Score: Raw -396609.106220 + Penalty 3911.869167 = -392697.237053 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.910000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.090000 sec): 3 clusters Score: Raw -19837.277161 + Penalty 2418.097872 = -17419.179288 nChanged 5 SP:Iteration 1Q (18739.290000 sec): 3 clusters Score: Raw -19875.904778 + Penalty 2418.097872 = -17457.806906 nChanged 1 SP:Iteration 2Q (18739.470000 sec): 3 clusters Score: Raw -19884.554600 + Penalty 2418.097872 = -17466.456728 nChanged 0 SP:Iteration 3F (18739.690000 sec): 3 clusters Score: Raw -19884.554600 + Penalty 2418.097872 = -17466.456728 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.790000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.000000 sec): 3 clusters Score: Raw -110679.158845 + Penalty 3278.905238 = -107400.253607 nChanged 165 SP:Iteration 1F (18740.150000 sec): 3 clusters Score: Raw -110978.609608 + Penalty 3278.905238 = -107699.704370 nChanged 52 SP:Iteration 2F (18740.340000 sec): 3 clusters Score: Raw -111093.191673 + Penalty 3278.905238 = -107814.286435 nChanged 24 SP:Iteration 3Q (18740.510000 sec): 3 clusters Score: Raw -111162.153714 + Penalty 3278.905238 = -107883.248476 nChanged 23 SP:Iteration 4Q (18740.700000 sec): 3 clusters Score: Raw -111200.559140 + Penalty 3278.905238 = -107921.653902 nChanged 9 SP:Iteration 5Q (18740.900000 sec): 3 clusters Score: Raw -111223.778439 + Penalty 3278.905238 = -107944.873201 nChanged 8 SP:Iteration 6Q (18741.040000 sec): 3 clusters Score: Raw -111246.435848 + Penalty 3278.905238 = -107967.530610 nChanged 5 SP:Iteration 7Q (18741.180000 sec): 3 clusters Score: Raw -111259.085671 + Penalty 3278.905238 = -107980.180433 nChanged 6 SP:Iteration 8Q (18741.410000 sec): 3 clusters Score: Raw -111281.630005 + Penalty 3278.905238 = -108002.724767 nChanged 14 SP:Iteration 9Q (18741.560000 sec): 3 clusters Score: Raw -111320.806088 + Penalty 3278.905238 = -108041.900850 nChanged 9 SP:Iteration 10Q (18741.740000 sec): 3 clusters Score: Raw -111351.045703 + Penalty 3278.905238 = -108072.140464 nChanged 9 SP:Iteration 11Q (18741.960000 sec): 3 clusters Score: Raw -111378.620973 + Penalty 3278.905238 = -108099.715735 nChanged 9 SP:Iteration 12Q (18742.160000 sec): 3 clusters Score: Raw -111396.557619 + Penalty 3278.905238 = -108117.652381 nChanged 7 SP:Iteration 13Q (18742.310000 sec): 3 clusters Score: Raw -111413.483868 + Penalty 3278.905238 = -108134.578629 nChanged 7 SP:Iteration 14Q (18742.450000 sec): 3 clusters Score: Raw -111434.365366 + Penalty 3278.905238 = -108155.460128 nChanged 10 SP:Iteration 15Q (18742.650000 sec): 3 clusters Score: Raw -111462.683428 + Penalty 3278.905238 = -108183.778190 nChanged 8 SP:Iteration 16Q (18742.840000 sec): 3 clusters Score: Raw -111489.681653 + Penalty 3278.905238 = -108210.776415 nChanged 10 SP:Iteration 17Q (18743.020000 sec): 3 clusters Score: Raw -111508.661747 + Penalty 3278.905238 = -108229.756509 nChanged 6 SP:Iteration 18Q (18743.220000 sec): 3 clusters Score: Raw -111520.184702 + Penalty 3278.905238 = -108241.279463 nChanged 7 SP:Iteration 19Q (18743.380000 sec): 3 clusters Score: Raw -111538.242879 + Penalty 3278.905238 = -108259.337641 nChanged 8 SP:Iteration 20F (18743.590000 sec): 3 clusters Score: Raw -111550.216449 + Penalty 3278.905238 = -108271.311211 nChanged 6 SP:Iteration 21Q (18743.830000 sec): 3 clusters Score: Raw -111565.677618 + Penalty 3278.905238 = -108286.772380 nChanged 6 SP:Iteration 22Q (18744.020000 sec): 3 clusters Score: Raw -111574.094719 + Penalty 3278.905238 = -108295.189481 nChanged 5 SP:Iteration 23Q (18744.210000 sec): 3 clusters Score: Raw -111581.745018 + Penalty 3278.905238 = -108302.839780 nChanged 4 SP:Iteration 24Q (18744.420000 sec): 3 clusters Score: Raw -111586.769273 + Penalty 3278.905238 = -108307.864035 nChanged 2 SP:Iteration 25Q (18744.620000 sec): 3 clusters Score: Raw -111591.254483 + Penalty 3278.905238 = -108312.349245 nChanged 1 SP:Iteration 26Q (18744.840000 sec): 3 clusters Score: Raw -111594.649479 + Penalty 3278.905238 = -108315.744241 nChanged 3 SP:Iteration 27Q (18745.030000 sec): 3 clusters Score: Raw -111602.989153 + Penalty 3278.905238 = -108324.083915 nChanged 2 SP:Iteration 28Q (18745.190000 sec): 3 clusters Score: Raw -111608.533355 + Penalty 3278.905238 = -108329.628117 nChanged 2 SP:Iteration 29Q (18745.370000 sec): 3 clusters Score: Raw -111610.624182 + Penalty 3278.905238 = -108331.718943 nChanged 2 SP:Iteration 30Q (18745.560000 sec): 3 clusters Score: Raw -111612.464197 + Penalty 3278.905238 = -108333.558959 nChanged 1 SP:Iteration 31Q (18745.780000 sec): 3 clusters Score: Raw -111618.083598 + Penalty 3278.905238 = -108339.178359 nChanged 2 SP:Iteration 32Q (18745.950000 sec): 3 clusters Score: Raw -111623.019001 + Penalty 3278.905238 = -108344.113763 nChanged 2 SP:Iteration 33Q (18746.180000 sec): 3 clusters Score: Raw -111624.456345 + Penalty 3278.905238 = -108345.551107 nChanged 1 SP:Iteration 34Q (18746.350000 sec): 3 clusters Score: Raw -111625.235460 + Penalty 3278.905238 = -108346.330222 nChanged 0 SP:Iteration 35F (18746.540000 sec): 3 clusters Score: Raw -111625.235460 + Penalty 3278.905238 = -108346.330222 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18746.630000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18746.830000 sec): 3 clusters Score: Raw -62412.923496 + Penalty 2992.410766 = -59420.512730 nChanged 69 SP:Iteration 1F (18747.010000 sec): 3 clusters Score: Raw -62593.476215 + Penalty 2992.410766 = -59601.065449 nChanged 14 SP:Iteration 2Q (18747.190000 sec): 3 clusters Score: Raw -62636.258344 + Penalty 2992.410766 = -59643.847578 nChanged 5 SP:Iteration 3Q (18747.390000 sec): 3 clusters Score: Raw -62656.942264 + Penalty 2992.410766 = -59664.531498 nChanged 2 SP:Iteration 4Q (18747.570000 sec): 3 clusters Score: Raw -62663.190492 + Penalty 2992.410766 = -59670.779726 nChanged 0 SP:Iteration 5F (18747.730000 sec): 3 clusters Score: Raw -62663.190492 + Penalty 2992.410766 = -59670.779726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18747.880000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18748.070000 sec): 3 clusters Score: Raw -1011503.483478 + Penalty 4352.749128 = -1007150.734350 nChanged 2594 SP:Iteration 1F (18748.310000 sec): 3 clusters Score: Raw -1012940.573455 + Penalty 4352.749128 = -1008587.824327 nChanged 484 SP:Iteration 2F (18748.480000 sec): 3 clusters Score: Raw -1013232.786524 + Penalty 4352.749128 = -1008880.037396 nChanged 389 SP:Iteration 3F (18748.710000 sec): 3 clusters Score: Raw -1013449.307360 + Penalty 4352.749128 = -1009096.558232 nChanged 289 SP:Iteration 4Q (18748.910000 sec): 3 clusters Score: Raw -1013615.948115 + Penalty 4352.749128 = -1009263.198987 nChanged 264 SP:Iteration 5Q (18749.150000 sec): 3 clusters Score: Raw -1013774.241581 + Penalty 4352.749128 = -1009421.492453 nChanged 259 SP:Iteration 6Q (18749.340000 sec): 3 clusters Score: Raw -1013946.154124 + Penalty 4352.749128 = -1009593.404996 nChanged 270 SP:Iteration 7Q (18749.580000 sec): 3 clusters Score: Raw -1014123.927387 + Penalty 4352.749128 = -1009771.178259 nChanged 271 SP:Iteration 8Q (18749.810000 sec): 3 clusters Score: Raw -1014316.029359 + Penalty 4352.749128 = -1009963.280231 nChanged 265 SP:Iteration 9Q (18750.020000 sec): 3 clusters Score: Raw -1014515.654611 + Penalty 4352.749128 = -1010162.905484 nChanged 231 SP:Iteration 10Q (18750.280000 sec): 3 clusters Score: Raw -1014684.820902 + Penalty 4352.749128 = -1010332.071774 nChanged 179 SP:Iteration 11Q (18750.490000 sec): 3 clusters Score: Raw -1014811.341468 + Penalty 4352.749128 = -1010458.592340 nChanged 158 SP:Iteration 12Q (18750.710000 sec): 3 clusters Score: Raw -1014928.213951 + Penalty 4352.749128 = -1010575.464823 nChanged 116 SP:Iteration 13Q (18750.940000 sec): 3 clusters Score: Raw -1015006.991762 + Penalty 4352.749128 = -1010654.242635 nChanged 81 SP:Iteration 14Q (18751.180000 sec): 3 clusters Score: Raw -1015061.298300 + Penalty 4352.749128 = -1010708.549172 nChanged 61 SP:Iteration 15Q (18751.380000 sec): 3 clusters Score: Raw -1015110.764112 + Penalty 4352.749128 = -1010758.014984 nChanged 58 SP:Iteration 16Q (18751.590000 sec): 3 clusters Score: Raw -1015155.760819 + Penalty 4352.749128 = -1010803.011692 nChanged 39 SP:Iteration 17Q (18751.850000 sec): 3 clusters Score: Raw -1015181.080851 + Penalty 4352.749128 = -1010828.331723 nChanged 28 SP:Iteration 18Q (18752.130000 sec): 3 clusters Score: Raw -1015200.934821 + Penalty 4352.749128 = -1010848.185693 nChanged 24 SP:Iteration 19Q (18752.390000 sec): 3 clusters Score: Raw -1015217.827068 + Penalty 4352.749128 = -1010865.077940 nChanged 20 SP:Iteration 20F (18752.630000 sec): 3 clusters Score: Raw -1015231.804588 + Penalty 4352.749128 = -1010879.055460 nChanged 12 SP:Iteration 21Q (18752.870000 sec): 3 clusters Score: Raw -1015239.928383 + Penalty 4352.749128 = -1010887.179255 nChanged 11 SP:Iteration 22Q (18753.130000 sec): 3 clusters Score: Raw -1015247.948172 + Penalty 4352.749128 = -1010895.199044 nChanged 17 SP:Iteration 23Q (18753.370000 sec): 3 clusters Score: Raw -1015261.231045 + Penalty 4352.749128 = -1010908.481917 nChanged 10 SP:Iteration 24Q (18753.570000 sec): 3 clusters Score: Raw -1015269.263394 + Penalty 4352.749128 = -1010916.514266 nChanged 7 SP:Iteration 25Q (18753.810000 sec): 3 clusters Score: Raw -1015273.106428 + Penalty 4352.749128 = -1010920.357300 nChanged 7 SP:Iteration 26Q (18754.050000 sec): 3 clusters Score: Raw -1015277.473534 + Penalty 4352.749128 = -1010924.724406 nChanged 2 SP:Iteration 27Q (18754.290000 sec): 3 clusters Score: Raw -1015278.847239 + Penalty 4352.749128 = -1010926.098111 nChanged 1 SP:Iteration 28Q (18754.560000 sec): 3 clusters Score: Raw -1015279.445731 + Penalty 4352.749128 = -1010926.696603 nChanged 2 SP:Iteration 29Q (18754.770000 sec): 3 clusters Score: Raw -1015280.227669 + Penalty 4352.749128 = -1010927.478541 nChanged 2 SP:Iteration 30Q (18755.000000 sec): 3 clusters Score: Raw -1015281.491682 + Penalty 4352.749128 = -1010928.742554 nChanged 3 SP:Iteration 31Q (18755.240000 sec): 3 clusters Score: Raw -1015284.447340 + Penalty 4352.749128 = -1010931.698212 nChanged 4 SP:Iteration 32Q (18755.480000 sec): 3 clusters Score: Raw -1015286.995040 + Penalty 4352.749128 = -1010934.245912 nChanged 1 SP:Iteration 33Q (18755.730000 sec): 3 clusters Score: Raw -1015288.024067 + Penalty 4352.749128 = -1010935.274939 nChanged 2 SP:Iteration 34Q (18755.940000 sec): 3 clusters Score: Raw -1015289.418807 + Penalty 4352.749128 = -1010936.669680 nChanged 1 SP:Iteration 35Q (18756.170000 sec): 3 clusters Score: Raw -1015290.081795 + Penalty 4352.749128 = -1010937.332667 nChanged 0 SP:Iteration 36F (18756.380000 sec): 3 clusters Score: Raw -1015290.081795 + Penalty 4352.749128 = -1010937.332667 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18756.470000 sec): 2 clusters Score: Raw -38337.574323 + Penalty 1400.070831 = -36937.503492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18756.680000 sec): 3 clusters Score: Raw -38476.466415 + Penalty 2800.141661 = -35676.324754 nChanged 28 SP:Iteration 1F (18756.840000 sec): 3 clusters Score: Raw -38556.108569 + Penalty 2800.141661 = -35755.966908 nChanged 4 SP:Iteration 2Q (18757.020000 sec): 3 clusters Score: Raw -38705.705002 + Penalty 2800.141661 = -35905.563341 nChanged 9 SP:Iteration 3Q (18757.200000 sec): 3 clusters Score: Raw -38745.352210 + Penalty 2800.141661 = -35945.210549 nChanged 14 SP:Iteration 4Q (18757.400000 sec): 3 clusters Score: Raw -38811.369365 + Penalty 2800.141661 = -36011.227704 nChanged 7 SP:Iteration 5Q (18757.640000 sec): 3 clusters Score: Raw -38862.354351 + Penalty 2800.141661 = -36062.212689 nChanged 2 SP:Iteration 6Q (18757.850000 sec): 3 clusters Score: Raw -38874.868618 + Penalty 2800.141661 = -36074.726957 nChanged 2 SP:Iteration 7Q (18758.030000 sec): 3 clusters Score: Raw -38885.511918 + Penalty 2800.141661 = -36085.370257 nChanged 2 SP:Iteration 8Q (18758.230000 sec): 3 clusters Score: Raw -38892.191179 + Penalty 2800.141661 = -36092.049518 nChanged 2 SP:Iteration 9Q (18758.430000 sec): 3 clusters Score: Raw -38902.661248 + Penalty 2800.141661 = -36102.519587 nChanged 1 SP:Iteration 10Q (18758.650000 sec): 3 clusters Score: Raw -38906.046942 + Penalty 2800.141661 = -36105.905281 nChanged 1 SP:Iteration 11Q (18758.810000 sec): 3 clusters Score: Raw -38911.045523 + Penalty 2800.141661 = -36110.903861 nChanged 0 SP:Iteration 12F (18758.980000 sec): 3 clusters Score: Raw -38911.045523 + Penalty 2800.141661 = -36110.903861 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18759.070000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18759.280000 sec): 3 clusters Score: Raw -28742.268678 + Penalty 2640.212950 = -26102.055728 nChanged 15 SP:Iteration 1F (18759.460000 sec): 3 clusters Score: Raw -28815.792120 + Penalty 2640.212950 = -26175.579171 nChanged 2 SP:Iteration 2Q (18759.640000 sec): 3 clusters Score: Raw -28827.070700 + Penalty 2640.212950 = -26186.857750 nChanged 2 SP:Iteration 3Q (18759.860000 sec): 3 clusters Score: Raw -28847.616034 + Penalty 2640.212950 = -26207.403084 nChanged 1 SP:Iteration 4Q (18760.050000 sec): 3 clusters Score: Raw -28849.450285 + Penalty 2640.212950 = -26209.237335 nChanged 1 SP:Iteration 5Q (18760.260000 sec): 3 clusters Score: Raw -28853.691570 + Penalty 2640.212950 = -26213.478621 nChanged 1 SP:Iteration 6Q (18760.480000 sec): 3 clusters Score: Raw -28858.536875 + Penalty 2640.212950 = -26218.323926 nChanged 0 SP:Iteration 7F (18760.720000 sec): 3 clusters Score: Raw -28858.536875 + Penalty 2640.212950 = -26218.323926 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18760.850000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18761.120000 sec): 3 clusters Score: Raw -142318.127413 + Penalty 3415.212796 = -138902.914617 nChanged 269 SP:Iteration 1F (18761.370000 sec): 3 clusters Score: Raw -142659.141617 + Penalty 3415.212796 = -139243.928820 nChanged 87 SP:Iteration 2F (18761.570000 sec): 3 clusters Score: Raw -142872.295647 + Penalty 3415.212796 = -139457.082851 nChanged 63 SP:Iteration 3F (18761.790000 sec): 3 clusters Score: Raw -143058.855214 + Penalty 3415.212796 = -139643.642418 nChanged 62 SP:Iteration 4F (18761.950000 sec): 3 clusters Score: Raw -143242.380670 + Penalty 3415.212796 = -139827.167873 nChanged 56 SP:Iteration 5F (18762.170000 sec): 3 clusters Score: Raw -143410.135190 + Penalty 3415.212796 = -139994.922394 nChanged 47 SP:Iteration 6Q (18762.340000 sec): 3 clusters Score: Raw -143558.369964 + Penalty 3415.212796 = -140143.157168 nChanged 36 SP:Iteration 7Q (18762.560000 sec): 3 clusters Score: Raw -143704.479211 + Penalty 3415.212796 = -140289.266415 nChanged 34 SP:Iteration 8Q (18762.730000 sec): 3 clusters Score: Raw -143816.198355 + Penalty 3415.212796 = -140400.985558 nChanged 24 SP:Iteration 9Q (18762.940000 sec): 3 clusters Score: Raw -143908.492877 + Penalty 3415.212796 = -140493.280080 nChanged 24 SP:Iteration 10Q (18763.140000 sec): 3 clusters Score: Raw -144037.780921 + Penalty 3415.212796 = -140622.568125 nChanged 14 SP:Iteration 11Q (18763.340000 sec): 3 clusters Score: Raw -144092.153309 + Penalty 3415.212796 = -140676.940513 nChanged 4 SP:Iteration 12Q (18763.580000 sec): 3 clusters Score: Raw -144097.909365 + Penalty 3415.212796 = -140682.696569 nChanged 1 SP:Iteration 13Q (18763.750000 sec): 3 clusters Score: Raw -144099.399881 + Penalty 3415.212796 = -140684.187084 nChanged 0 SP:Iteration 14F (18763.950000 sec): 3 clusters Score: Raw -144099.399881 + Penalty 3415.212796 = -140684.187084 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18764.040000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18764.220000 sec): 3 clusters Score: Raw -45102.066539 + Penalty 2785.918464 = -42316.148075 nChanged 32 SP:Iteration 1F (18764.420000 sec): 3 clusters Score: Raw -45212.564818 + Penalty 2785.918464 = -42426.646354 nChanged 5 SP:Iteration 2Q (18764.600000 sec): 3 clusters Score: Raw -45237.544757 + Penalty 2785.918464 = -42451.626293 nChanged 2 SP:Iteration 3Q (18764.790000 sec): 3 clusters Score: Raw -45242.784857 + Penalty 2785.918464 = -42456.866393 nChanged 0 SP:Iteration 4F (18765.040000 sec): 3 clusters Score: Raw -45242.784857 + Penalty 2785.918464 = -42456.866393 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18765.090000 sec): 2 clusters Score: Raw -28273.193253 + Penalty 1297.314937 = -26975.878316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18765.300000 sec): 3 clusters Score: Raw -28462.831971 + Penalty 2594.629874 = -25868.202097 nChanged 15 SP:Iteration 1F (18765.530000 sec): 3 clusters Score: Raw -28590.460018 + Penalty 2594.629874 = -25995.830144 nChanged 8 SP:Iteration 2Q (18765.740000 sec): 3 clusters Score: Raw -28652.421003 + Penalty 2594.629874 = -26057.791129 nChanged 2 SP:Iteration 3Q (18765.940000 sec): 3 clusters Score: Raw -28660.045853 + Penalty 2594.629874 = -26065.415979 nChanged 0 SP:Iteration 4F (18766.080000 sec): 3 clusters Score: Raw -28660.045853 + Penalty 2594.629874 = -26065.415979 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18766.250000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18766.430000 sec): 3 clusters Score: Raw -388717.926336 + Penalty 3875.541410 = -384842.384926 nChanged 834 SP:Iteration 1F (18766.610000 sec): 3 clusters Score: Raw -389278.575821 + Penalty 3875.541410 = -385403.034411 nChanged 188 SP:Iteration 2F (18766.810000 sec): 3 clusters Score: Raw -389444.236934 + Penalty 3875.541410 = -385568.695524 nChanged 126 SP:Iteration 3F (18766.960000 sec): 3 clusters Score: Raw -389554.967761 + Penalty 3875.541410 = -385679.426350 nChanged 78 SP:Iteration 4Q (18767.150000 sec): 3 clusters Score: Raw -389619.204524 + Penalty 3875.541410 = -385743.663114 nChanged 63 SP:Iteration 5Q (18767.310000 sec): 3 clusters Score: Raw -389676.918151 + Penalty 3875.541410 = -385801.376741 nChanged 66 SP:Iteration 6Q (18767.490000 sec): 3 clusters Score: Raw -389736.189816 + Penalty 3875.541410 = -385860.648405 nChanged 75 SP:Iteration 7Q (18767.650000 sec): 3 clusters Score: Raw -389830.697564 + Penalty 3875.541410 = -385955.156154 nChanged 76 SP:Iteration 8Q (18767.840000 sec): 3 clusters Score: Raw -389928.497939 + Penalty 3875.541410 = -386052.956528 nChanged 65 SP:Iteration 9Q (18768.000000 sec): 3 clusters Score: Raw -390016.574743 + Penalty 3875.541410 = -386141.033333 nChanged 81 SP:Iteration 10Q (18768.220000 sec): 3 clusters Score: Raw -390105.054471 + Penalty 3875.541410 = -386229.513060 nChanged 65 SP:Iteration 11Q (18768.370000 sec): 3 clusters Score: Raw -390166.828662 + Penalty 3875.541410 = -386291.287252 nChanged 43 SP:Iteration 12Q (18768.540000 sec): 3 clusters Score: Raw -390202.262147 + Penalty 3875.541410 = -386326.720737 nChanged 26 SP:Iteration 13Q (18768.730000 sec): 3 clusters Score: Raw -390220.176326 + Penalty 3875.541410 = -386344.634916 nChanged 18 SP:Iteration 14Q (18768.920000 sec): 3 clusters Score: Raw -390234.875227 + Penalty 3875.541410 = -386359.333816 nChanged 13 SP:Iteration 15Q (18769.060000 sec): 3 clusters Score: Raw -390247.616760 + Penalty 3875.541410 = -386372.075350 nChanged 11 SP:Iteration 16Q (18769.260000 sec): 3 clusters Score: Raw -390260.022283 + Penalty 3875.541410 = -386384.480872 nChanged 7 SP:Iteration 17Q (18769.400000 sec): 3 clusters Score: Raw -390265.814765 + Penalty 3875.541410 = -386390.273355 nChanged 6 SP:Iteration 18Q (18769.540000 sec): 3 clusters Score: Raw -390269.449083 + Penalty 3875.541410 = -386393.907673 nChanged 1 SP:Iteration 19Q (18769.740000 sec): 3 clusters Score: Raw -390271.002142 + Penalty 3875.541410 = -386395.460732 nChanged 3 SP:Iteration 20F (18769.880000 sec): 3 clusters Score: Raw -390274.222966 + Penalty 3875.541410 = -386398.681556 nChanged 5 SP:Iteration 21Q (18770.020000 sec): 3 clusters Score: Raw -390277.920507 + Penalty 3875.541410 = -386402.379097 nChanged 4 SP:Iteration 22Q (18770.170000 sec): 3 clusters Score: Raw -390280.485574 + Penalty 3875.541410 = -386404.944164 nChanged 1 SP:Iteration 23Q (18770.360000 sec): 3 clusters Score: Raw -390280.721047 + Penalty 3875.541410 = -386405.179637 nChanged 0 SP:Iteration 24F (18770.510000 sec): 3 clusters Score: Raw -390280.721047 + Penalty 3875.541410 = -386405.179637 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18770.600000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18770.780000 sec): 3 clusters Score: Raw -15388.728398 + Penalty 2394.843614 = -12993.884785 nChanged 4 SP:Iteration 1Q (18770.920000 sec): 3 clusters Score: Raw -15410.168358 + Penalty 2394.843614 = -13015.324744 nChanged 1 SP:Iteration 2Q (18771.120000 sec): 3 clusters Score: Raw -15418.172041 + Penalty 2394.843614 = -13023.328427 nChanged 0 SP:Iteration 3F (18771.270000 sec): 3 clusters Score: Raw -15418.172041 + Penalty 2394.843614 = -13023.328427 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18771.320000 sec): 2 clusters Score: Raw -22061.241217 + Penalty 1264.766874 = -20796.474343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18771.460000 sec): 3 clusters Score: Raw -22373.185100 + Penalty 2529.533748 = -19843.651352 nChanged 9 SP:Iteration 1F (18771.620000 sec): 3 clusters Score: Raw -22432.083605 + Penalty 2529.533748 = -19902.549857 nChanged 5 SP:Iteration 2Q (18771.770000 sec): 3 clusters Score: Raw -22473.347009 + Penalty 2529.533748 = -19943.813261 nChanged 0 SP:Iteration 3F (18771.960000 sec): 3 clusters Score: Raw -22473.347009 + Penalty 2529.533748 = -19943.813261 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18772.020000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18772.170000 sec): 3 clusters Score: Raw -39809.673327 + Penalty 2767.545994 = -37042.127333 nChanged 28 SP:Iteration 1F (18772.320000 sec): 3 clusters Score: Raw -39932.826386 + Penalty 2767.545994 = -37165.280392 nChanged 7 SP:Iteration 2Q (18772.470000 sec): 3 clusters Score: Raw -39959.578272 + Penalty 2767.545994 = -37192.032278 nChanged 9 SP:Iteration 3Q (18772.680000 sec): 3 clusters Score: Raw -40007.418418 + Penalty 2767.545994 = -37239.872425 nChanged 6 SP:Iteration 4Q (18772.840000 sec): 3 clusters Score: Raw -40019.568069 + Penalty 2767.545994 = -37252.022075 nChanged 1 SP:Iteration 5Q (18773.020000 sec): 3 clusters Score: Raw -40026.008863 + Penalty 2767.545994 = -37258.462869 nChanged 2 SP:Iteration 6Q (18773.200000 sec): 3 clusters Score: Raw -40039.363402 + Penalty 2767.545994 = -37271.817408 nChanged 2 SP:Iteration 7Q (18773.360000 sec): 3 clusters Score: Raw -40049.053453 + Penalty 2767.545994 = -37281.507460 nChanged 3 SP:Iteration 8Q (18773.520000 sec): 3 clusters Score: Raw -40058.474721 + Penalty 2767.545994 = -37290.928727 nChanged 3 SP:Iteration 9Q (18773.660000 sec): 3 clusters Score: Raw -40072.780903 + Penalty 2767.545994 = -37305.234909 nChanged 2 SP:Iteration 10Q (18773.850000 sec): 3 clusters Score: Raw -40080.471874 + Penalty 2767.545994 = -37312.925880 nChanged 0 SP:Iteration 11F (18774.040000 sec): 3 clusters Score: Raw -40080.471874 + Penalty 2767.545994 = -37312.925880 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18774.120000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18774.320000 sec): 3 clusters Score: Raw -55729.483620 + Penalty 2952.808694 = -52776.674927 nChanged 63 SP:Iteration 1F (18774.480000 sec): 3 clusters Score: Raw -55890.024132 + Penalty 2952.808694 = -52937.215438 nChanged 19 SP:Iteration 2Q (18774.680000 sec): 3 clusters Score: Raw -55937.597231 + Penalty 2952.808694 = -52984.788537 nChanged 6 SP:Iteration 3Q (18774.900000 sec): 3 clusters Score: Raw -55958.353977 + Penalty 2952.808694 = -53005.545283 nChanged 1 SP:Iteration 4Q (18775.080000 sec): 3 clusters Score: Raw -55958.985719 + Penalty 2952.808694 = -53006.177025 nChanged 1 SP:Iteration 5Q (18775.220000 sec): 3 clusters Score: Raw -55961.525800 + Penalty 2952.808694 = -53008.717106 nChanged 0 SP:Iteration 6F (18775.420000 sec): 3 clusters Score: Raw -55961.525800 + Penalty 2952.808694 = -53008.717106 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18775.460000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18775.660000 sec): 3 clusters Score: Raw -38749.065951 + Penalty 2744.561186 = -36004.504764 nChanged 14 SP:Iteration 1F (18775.810000 sec): 3 clusters Score: Raw -38789.491893 + Penalty 2744.561186 = -36044.930707 nChanged 4 SP:Iteration 2Q (18775.960000 sec): 3 clusters Score: Raw -38800.090681 + Penalty 2744.561186 = -36055.529494 nChanged 0 SP:Iteration 3F (18776.140000 sec): 3 clusters Score: Raw -38800.090681 + Penalty 2744.561186 = -36055.529494 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18776.210000 sec): 2 clusters Score: Raw -42725.078594 + Penalty 1391.149005 = -41333.929588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18776.490000 sec): 3 clusters Score: Raw -42888.621357 + Penalty 2782.298010 = -40106.323347 nChanged 28 SP:Iteration 1F (18776.710000 sec): 3 clusters Score: Raw -42996.761723 + Penalty 2782.298010 = -40214.463712 nChanged 11 SP:Iteration 2Q (18776.910000 sec): 3 clusters Score: Raw -43071.701961 + Penalty 2782.298010 = -40289.403951 nChanged 5 SP:Iteration 3Q (18777.120000 sec): 3 clusters Score: Raw -43092.438397 + Penalty 2782.298010 = -40310.140386 nChanged 1 SP:Iteration 4Q (18777.310000 sec): 3 clusters Score: Raw -43099.750354 + Penalty 2782.298010 = -40317.452343 nChanged 2 SP:Iteration 5Q (18777.550000 sec): 3 clusters Score: Raw -43113.375270 + Penalty 2782.298010 = -40331.077260 nChanged 2 SP:Iteration 6Q (18777.730000 sec): 3 clusters Score: Raw -43123.182904 + Penalty 2782.298010 = -40340.884894 nChanged 1 SP:Iteration 7Q (18777.970000 sec): 3 clusters Score: Raw -43125.541468 + Penalty 2782.298010 = -40343.243457 nChanged 0 SP:Iteration 8F (18778.160000 sec): 3 clusters Score: Raw -43125.541468 + Penalty 2782.298010 = -40343.243457 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18778.290000 sec): 2 clusters Score: Raw -14198.507748 + Penalty 1142.082206 = -13056.425542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18778.450000 sec): 3 clusters Score: Raw -14583.006820 + Penalty 2284.164412 = -12298.842408 nChanged 2 SP:Iteration 1Q (18778.700000 sec): 3 clusters Score: Raw -14593.330923 + Penalty 2284.164412 = -12309.166510 nChanged 1 SP:Iteration 2Q (18778.880000 sec): 3 clusters Score: Raw -14612.458177 + Penalty 2284.164412 = -12328.293765 nChanged 0 SP:Iteration 3F (18779.130000 sec): 3 clusters Score: Raw -14612.458177 + Penalty 2284.164412 = -12328.293765 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18779.240000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18779.460000 sec): 3 clusters Score: Raw -66270.136568 + Penalty 3046.450553 = -63223.686015 nChanged 86 SP:Iteration 1F (18779.700000 sec): 3 clusters Score: Raw -66455.517411 + Penalty 3046.450553 = -63409.066857 nChanged 22 SP:Iteration 2Q (18779.930000 sec): 3 clusters Score: Raw -66525.520968 + Penalty 3046.450553 = -63479.070415 nChanged 10 SP:Iteration 3Q (18780.140000 sec): 3 clusters Score: Raw -66546.746237 + Penalty 3046.450553 = -63500.295684 nChanged 6 SP:Iteration 4Q (18780.370000 sec): 3 clusters Score: Raw -66559.040148 + Penalty 3046.450553 = -63512.589595 nChanged 5 SP:Iteration 5Q (18780.550000 sec): 3 clusters Score: Raw -66568.541655 + Penalty 3046.450553 = -63522.091102 nChanged 2 SP:Iteration 6Q (18780.760000 sec): 3 clusters Score: Raw -66574.160505 + Penalty 3046.450553 = -63527.709952 nChanged 3 SP:Iteration 7Q (18780.980000 sec): 3 clusters Score: Raw -66580.901461 + Penalty 3046.450553 = -63534.450908 nChanged 2 SP:Iteration 8Q (18781.230000 sec): 3 clusters Score: Raw -66586.486715 + Penalty 3046.450553 = -63540.036162 nChanged 4 SP:Iteration 9Q (18781.410000 sec): 3 clusters Score: Raw -66596.677277 + Penalty 3046.450553 = -63550.226724 nChanged 3 SP:Iteration 10Q (18781.590000 sec): 3 clusters Score: Raw -66604.284749 + Penalty 3046.450553 = -63557.834196 nChanged 3 SP:Iteration 11Q (18781.770000 sec): 3 clusters Score: Raw -66608.463923 + Penalty 3046.450553 = -63562.013370 nChanged 1 SP:Iteration 12Q (18781.950000 sec): 3 clusters Score: Raw -66611.416880 + Penalty 3046.450553 = -63564.966327 nChanged 1 SP:Iteration 13Q (18782.160000 sec): 3 clusters Score: Raw -66613.071680 + Penalty 3046.450553 = -63566.621127 nChanged 1 SP:Iteration 14Q (18782.390000 sec): 3 clusters Score: Raw -66614.816586 + Penalty 3046.450553 = -63568.366033 nChanged 1 SP:Iteration 15Q (18782.550000 sec): 3 clusters Score: Raw -66615.939810 + Penalty 3046.450553 = -63569.489257 nChanged 0 SP:Iteration 16F (18782.750000 sec): 3 clusters Score: Raw -66615.939810 + Penalty 3046.450553 = -63569.489257 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18782.830000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18783.030000 sec): 3 clusters Score: Raw -24569.793307 + Penalty 2553.157260 = -22016.636047 nChanged 8 SP:Iteration 1Q (18783.250000 sec): 3 clusters Score: Raw -24622.856449 + Penalty 2553.157260 = -22069.699188 nChanged 2 SP:Iteration 2Q (18783.370000 sec): 3 clusters Score: Raw -24636.850303 + Penalty 2553.157260 = -22083.693042 nChanged 0 SP:Iteration 3F (18783.590000 sec): 3 clusters Score: Raw -24636.850303 + Penalty 2553.157260 = -22083.693042 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18783.690000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18783.890000 sec): 3 clusters Score: Raw -23856.651873 + Penalty 2465.027397 = -21391.624477 nChanged 9 SP:Iteration 1F (18784.050000 sec): 3 clusters Score: Raw -23910.777004 + Penalty 2465.027397 = -21445.749608 nChanged 1 SP:Iteration 2Q (18784.160000 sec): 3 clusters Score: Raw -23915.378534 + Penalty 2465.027397 = -21450.351138 nChanged 0 SP:Iteration 3F (18784.270000 sec): 3 clusters Score: Raw -23915.378534 + Penalty 2465.027397 = -21450.351138 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18784.970000 sec): 2 clusters Score: Raw -21819864.638242 + Penalty 2933.264097 = -21816931.374146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18785.870000 sec): 3 clusters Score: Raw -21731517.704244 + Penalty 5866.528193 = -21725651.176051 nChanged 65297 SP:Iteration 1F (18786.790000 sec): 3 clusters Score: Raw -21768717.198343 + Penalty 5866.528193 = -21762850.670150 nChanged 4072 SP:Iteration 2Q (18787.710000 sec): 3 clusters Score: Raw -21769649.243198 + Penalty 5866.528193 = -21763782.715005 nChanged 4375 SP:Iteration 3Q (18788.680000 sec): 3 clusters Score: Raw -21770918.225546 + Penalty 5866.528193 = -21765051.697353 nChanged 5338 SP:Iteration 4Q (18789.660000 sec): 3 clusters Score: Raw -21772979.046057 + Penalty 5866.528193 = -21767112.517864 nChanged 6906 SP:Iteration 5F (18790.490000 sec): 3 clusters Score: Raw -21776577.487014 + Penalty 5866.528193 = -21770710.958821 nChanged 9139 SP:Iteration 6F (18791.310000 sec): 3 clusters Score: Raw -21782826.202894 + Penalty 5866.528193 = -21776959.674701 nChanged 11212 SP:Iteration 7F (18792.150000 sec): 3 clusters Score: Raw -21792224.902683 + Penalty 5866.528193 = -21786358.374490 nChanged 11390 SP:Iteration 8F (18792.980000 sec): 3 clusters Score: Raw -21802852.292018 + Penalty 5866.528193 = -21796985.763825 nChanged 8787 SP:Iteration 9F (18793.790000 sec): 3 clusters Score: Raw -21811185.782096 + Penalty 5866.528193 = -21805319.253903 nChanged 5006 SP:Iteration 10Q (18794.610000 sec): 3 clusters Score: Raw -21815809.188755 + Penalty 5866.528193 = -21809942.660562 nChanged 2545 SP:Iteration 11Q (18795.390000 sec): 3 clusters Score: Raw -21818050.876850 + Penalty 5866.528193 = -21812184.348657 nChanged 1231 SP:Iteration 12Q (18796.230000 sec): 3 clusters Score: Raw -21819047.819551 + Penalty 5866.528193 = -21813181.291358 nChanged 623 SP:Iteration 13Q (18797.060000 sec): 3 clusters Score: Raw -21819521.131032 + Penalty 5866.528193 = -21813654.602839 nChanged 351 SP:Iteration 14Q (18797.800000 sec): 3 clusters Score: Raw -21819781.976802 + Penalty 5866.528193 = -21813915.448608 nChanged 213 SP:Iteration 15Q (18798.540000 sec): 3 clusters Score: Raw -21819930.740151 + Penalty 5866.528193 = -21814064.211958 nChanged 119 SP:Iteration 16Q (18799.350000 sec): 3 clusters Score: Raw -21820011.610874 + Penalty 5866.528193 = -21814145.082681 nChanged 90 SP:Iteration 17Q (18800.240000 sec): 3 clusters Score: Raw -21820072.153154 + Penalty 5866.528193 = -21814205.624961 nChanged 79 SP:Iteration 18Q (18801.070000 sec): 3 clusters Score: Raw -21820125.279414 + Penalty 5866.528193 = -21814258.751220 nChanged 56 SP:Iteration 19Q (18801.830000 sec): 3 clusters Score: Raw -21820166.198753 + Penalty 5866.528193 = -21814299.670560 nChanged 53 SP:Iteration 20F (18802.690000 sec): 3 clusters Score: Raw -21820204.357889 + Penalty 5866.528193 = -21814337.829695 nChanged 40 SP:Iteration 21Q (18803.500000 sec): 3 clusters Score: Raw -21820229.215266 + Penalty 5866.528193 = -21814362.687073 nChanged 31 SP:Iteration 22Q (18804.290000 sec): 3 clusters Score: Raw -21820249.688833 + Penalty 5866.528193 = -21814383.160639 nChanged 20 SP:Iteration 23Q (18805.020000 sec): 3 clusters Score: Raw -21820260.423946 + Penalty 5866.528193 = -21814393.895753 nChanged 12 SP:Iteration 24Q (18805.780000 sec): 3 clusters Score: Raw -21820268.877867 + Penalty 5866.528193 = -21814402.349674 nChanged 16 SP:Iteration 25Q (18806.590000 sec): 3 clusters Score: Raw -21820278.282260 + Penalty 5866.528193 = -21814411.754066 nChanged 15 SP:Iteration 26Q (18807.420000 sec): 3 clusters Score: Raw -21820288.701065 + Penalty 5866.528193 = -21814422.172871 nChanged 11 SP:Iteration 27Q (18808.230000 sec): 3 clusters Score: Raw -21820296.673554 + Penalty 5866.528193 = -21814430.145361 nChanged 11 SP:Iteration 28Q (18809.030000 sec): 3 clusters Score: Raw -21820302.320248 + Penalty 5866.528193 = -21814435.792055 nChanged 6 SP:Iteration 29Q (18809.820000 sec): 3 clusters Score: Raw -21820306.189350 + Penalty 5866.528193 = -21814439.661156 nChanged 6 SP:Iteration 30Q (18810.590000 sec): 3 clusters Score: Raw -21820309.370957 + Penalty 5866.528193 = -21814442.842764 nChanged 3 SP:Iteration 31Q (18811.370000 sec): 3 clusters Score: Raw -21820311.149785 + Penalty 5866.528193 = -21814444.621592 nChanged 2 SP:Iteration 32Q (18812.120000 sec): 3 clusters Score: Raw -21820312.201156 + Penalty 5866.528193 = -21814445.672962 nChanged 2 SP:Iteration 33Q (18812.920000 sec): 3 clusters Score: Raw -21820313.438700 + Penalty 5866.528193 = -21814446.910507 nChanged 2 SP:Iteration 34Q (18813.640000 sec): 3 clusters Score: Raw -21820314.243122 + Penalty 5866.528193 = -21814447.714928 nChanged 0 SP:Iteration 35F (18814.480000 sec): 3 clusters Score: Raw -21820314.243122 + Penalty 5866.528193 = -21814447.714928 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18814.680000 sec): 2 clusters Score: Raw -36336.610555 + Penalty 1357.123127 = -34979.487428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18814.850000 sec): 3 clusters Score: Raw -36557.643789 + Penalty 2714.246254 = -33843.397535 nChanged 30 SP:Iteration 1F (18815.040000 sec): 3 clusters Score: Raw -36719.221438 + Penalty 2714.246254 = -34004.975184 nChanged 9 SP:Iteration 2Q (18815.200000 sec): 3 clusters Score: Raw -36810.606731 + Penalty 2714.246254 = -34096.360477 nChanged 8 SP:Iteration 3Q (18815.430000 sec): 3 clusters Score: Raw -36923.945476 + Penalty 2714.246254 = -34209.699222 nChanged 5 SP:Iteration 4Q (18815.630000 sec): 3 clusters Score: Raw -36972.447313 + Penalty 2714.246254 = -34258.201059 nChanged 5 SP:Iteration 5Q (18815.810000 sec): 3 clusters Score: Raw -37012.297953 + Penalty 2714.246254 = -34298.051699 nChanged 3 SP:Iteration 6Q (18816.000000 sec): 3 clusters Score: Raw -37043.411097 + Penalty 2714.246254 = -34329.164843 nChanged 4 SP:Iteration 7Q (18816.190000 sec): 3 clusters Score: Raw -37092.224053 + Penalty 2714.246254 = -34377.977799 nChanged 4 SP:Iteration 8Q (18816.380000 sec): 3 clusters Score: Raw -37132.671472 + Penalty 2714.246254 = -34418.425218 nChanged 3 SP:Iteration 9Q (18816.560000 sec): 3 clusters Score: Raw -37190.458073 + Penalty 2714.246254 = -34476.211819 nChanged 6 SP:Iteration 10Q (18816.750000 sec): 3 clusters Score: Raw -37243.784311 + Penalty 2714.246254 = -34529.538057 nChanged 4 SP:Iteration 11Q (18816.890000 sec): 3 clusters Score: Raw -37295.191319 + Penalty 2714.246254 = -34580.945065 nChanged 2 SP:Iteration 12Q (18817.080000 sec): 3 clusters Score: Raw -37312.360460 + Penalty 2714.246254 = -34598.114206 nChanged 3 SP:Iteration 13Q (18817.290000 sec): 3 clusters Score: Raw -37344.584696 + Penalty 2714.246254 = -34630.338442 nChanged 4 SP:Iteration 14Q (18817.470000 sec): 3 clusters Score: Raw -37374.435088 + Penalty 2714.246254 = -34660.188834 nChanged 3 SP:Iteration 15Q (18817.680000 sec): 3 clusters Score: Raw -37424.314116 + Penalty 2714.246254 = -34710.067862 nChanged 5 SP:Iteration 16Q (18817.830000 sec): 3 clusters Score: Raw -37496.567573 + Penalty 2714.246254 = -34782.321319 nChanged 7 SP:Iteration 17Q (18818.060000 sec): 3 clusters Score: Raw -37640.886581 + Penalty 2714.246254 = -34926.640327 nChanged 6 SP:Iteration 18Q (18818.210000 sec): 3 clusters Score: Raw -37817.265288 + Penalty 2714.246254 = -35103.019034 nChanged 5 SP:Iteration 19Q (18818.360000 sec): 3 clusters Score: Raw -37979.777920 + Penalty 2714.246254 = -35265.531666 nChanged 4 SP:Iteration 20F (18818.590000 sec): 3 clusters Score: Raw -38222.182059 + Penalty 2714.246254 = -35507.935805 nChanged 3 SP:Iteration 21Q (18818.740000 sec): 3 clusters Score: Raw -38349.600263 + Penalty 2714.246254 = -35635.354009 nChanged 1 SP:Iteration 22Q (18818.930000 sec): 3 clusters Score: Raw -38523.134916 + Penalty 2714.246254 = -35808.888662 nChanged 0 SP:Iteration 23F (18819.110000 sec): 3 clusters Score: Raw -38523.134916 + Penalty 2714.246254 = -35808.888662 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 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18819.240000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18819.500000 sec): 3 clusters Score: Raw -1319268.249609 + Penalty 4478.888342 = -1314789.361267 nChanged 3481 SP:Iteration 1F (18819.730000 sec): 3 clusters Score: Raw -1321199.938470 + Penalty 4478.888342 = -1316721.050128 nChanged 605 SP:Iteration 2F (18819.990000 sec): 3 clusters Score: Raw -1321518.669706 + Penalty 4478.888342 = -1317039.781365 nChanged 467 SP:Iteration 3F (18820.220000 sec): 3 clusters Score: Raw -1321759.262136 + Penalty 4478.888342 = -1317280.373794 nChanged 414 SP:Iteration 4Q (18820.410000 sec): 3 clusters Score: Raw -1321966.830906 + Penalty 4478.888342 = -1317487.942565 nChanged 394 SP:Iteration 5Q (18820.640000 sec): 3 clusters Score: Raw -1322182.811767 + Penalty 4478.888342 = -1317703.923425 nChanged 378 SP:Iteration 6Q (18820.880000 sec): 3 clusters Score: Raw -1322400.715403 + Penalty 4478.888342 = -1317921.827061 nChanged 358 SP:Iteration 7Q (18821.120000 sec): 3 clusters Score: Raw -1322643.713621 + Penalty 4478.888342 = -1318164.825280 nChanged 367 SP:Iteration 8Q (18821.370000 sec): 3 clusters Score: Raw -1322884.177054 + Penalty 4478.888342 = -1318405.288712 nChanged 331 SP:Iteration 9Q (18821.620000 sec): 3 clusters Score: Raw -1323103.261189 + Penalty 4478.888342 = -1318624.372847 nChanged 266 SP:Iteration 10Q (18821.810000 sec): 3 clusters Score: Raw -1323288.666982 + Penalty 4478.888342 = -1318809.778641 nChanged 248 SP:Iteration 11Q (18822.020000 sec): 3 clusters Score: Raw -1323462.731396 + Penalty 4478.888342 = -1318983.843054 nChanged 214 SP:Iteration 12Q (18822.250000 sec): 3 clusters Score: Raw -1323604.515465 + Penalty 4478.888342 = -1319125.627123 nChanged 171 SP:Iteration 13Q (18822.460000 sec): 3 clusters Score: Raw -1323720.158844 + Penalty 4478.888342 = -1319241.270502 nChanged 149 SP:Iteration 14Q (18822.670000 sec): 3 clusters Score: Raw -1323823.318185 + Penalty 4478.888342 = -1319344.429843 nChanged 124 SP:Iteration 15Q (18822.900000 sec): 3 clusters Score: Raw -1323910.391700 + Penalty 4478.888342 = -1319431.503359 nChanged 97 SP:Iteration 16Q (18823.130000 sec): 3 clusters Score: Raw -1323967.106309 + Penalty 4478.888342 = -1319488.217967 nChanged 67 SP:Iteration 17Q (18823.340000 sec): 3 clusters Score: Raw -1324005.279282 + Penalty 4478.888342 = -1319526.390940 nChanged 46 SP:Iteration 18Q (18823.550000 sec): 3 clusters Score: Raw -1324030.974814 + Penalty 4478.888342 = -1319552.086472 nChanged 33 SP:Iteration 19Q (18823.770000 sec): 3 clusters Score: Raw -1324052.323214 + Penalty 4478.888342 = -1319573.434872 nChanged 29 SP:Iteration 20F (18824.010000 sec): 3 clusters Score: Raw -1324073.107660 + Penalty 4478.888342 = -1319594.219318 nChanged 23 SP:Iteration 21Q (18824.180000 sec): 3 clusters Score: Raw -1324088.666575 + Penalty 4478.888342 = -1319609.778233 nChanged 18 SP:Iteration 22Q (18824.390000 sec): 3 clusters Score: Raw -1324097.868806 + Penalty 4478.888342 = -1319618.980464 nChanged 13 SP:Iteration 23Q (18824.610000 sec): 3 clusters Score: Raw -1324103.671058 + Penalty 4478.888342 = -1319624.782716 nChanged 9 SP:Iteration 24Q (18824.880000 sec): 3 clusters Score: Raw -1324108.017191 + Penalty 4478.888342 = -1319629.128849 nChanged 9 SP:Iteration 25Q (18825.050000 sec): 3 clusters Score: Raw -1324112.045166 + Penalty 4478.888342 = -1319633.156824 nChanged 4 SP:Iteration 26Q (18825.270000 sec): 3 clusters Score: Raw -1324114.866517 + Penalty 4478.888342 = -1319635.978175 nChanged 3 SP:Iteration 27Q (18825.480000 sec): 3 clusters Score: Raw -1324116.701619 + Penalty 4478.888342 = -1319637.813278 nChanged 4 SP:Iteration 28Q (18825.730000 sec): 3 clusters Score: Raw -1324118.439820 + Penalty 4478.888342 = -1319639.551478 nChanged 2 SP:Iteration 29Q (18825.940000 sec): 3 clusters Score: Raw -1324119.599956 + Penalty 4478.888342 = -1319640.711615 nChanged 4 SP:Iteration 30Q (18826.150000 sec): 3 clusters Score: Raw -1324121.150505 + Penalty 4478.888342 = -1319642.262163 nChanged 3 SP:Iteration 31Q (18826.370000 sec): 3 clusters Score: Raw -1324123.675226 + Penalty 4478.888342 = -1319644.786884 nChanged 2 SP:Iteration 32Q (18826.590000 sec): 3 clusters Score: Raw -1324125.090959 + Penalty 4478.888342 = -1319646.202618 nChanged 0 SP:Iteration 33F (18826.810000 sec): 3 clusters Score: Raw -1324125.090959 + Penalty 4478.888342 = -1319646.202618 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18826.920000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18827.090000 sec): 3 clusters Score: Raw -45268.366826 + Penalty 2850.116783 = -42418.250043 nChanged 41 SP:Iteration 1F (18827.280000 sec): 3 clusters Score: Raw -45424.898236 + Penalty 2850.116783 = -42574.781454 nChanged 12 SP:Iteration 2Q (18827.480000 sec): 3 clusters Score: Raw -45490.941858 + Penalty 2850.116783 = -42640.825075 nChanged 1 SP:Iteration 3Q (18827.730000 sec): 3 clusters Score: Raw -45498.008490 + Penalty 2850.116783 = -42647.891708 nChanged 1 SP:Iteration 4Q (18827.880000 sec): 3 clusters Score: Raw -45502.315562 + Penalty 2850.116783 = -42652.198779 nChanged 2 SP:Iteration 5Q (18828.070000 sec): 3 clusters Score: Raw -45506.564652 + Penalty 2850.116783 = -42656.447870 nChanged 0 SP:Iteration 6F (18828.240000 sec): 3 clusters Score: Raw -45506.564652 + Penalty 2850.116783 = -42656.447870 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18828.360000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18828.530000 sec): 3 clusters Score: Raw -46581.525977 + Penalty 2845.339860 = -43736.186118 nChanged 36 SP:Iteration 1F (18828.700000 sec): 3 clusters Score: Raw -46685.417689 + Penalty 2845.339860 = -43840.077830 nChanged 12 SP:Iteration 2Q (18828.930000 sec): 3 clusters Score: Raw -46730.664875 + Penalty 2845.339860 = -43885.325015 nChanged 5 SP:Iteration 3Q (18829.100000 sec): 3 clusters Score: Raw -46751.972558 + Penalty 2845.339860 = -43906.632698 nChanged 4 SP:Iteration 4Q (18829.310000 sec): 3 clusters Score: Raw -46765.529122 + Penalty 2845.339860 = -43920.189262 nChanged 1 SP:Iteration 5Q (18829.530000 sec): 3 clusters Score: Raw -46767.917983 + Penalty 2845.339860 = -43922.578124 nChanged 1 SP:Iteration 6Q (18829.710000 sec): 3 clusters Score: Raw -46774.722826 + Penalty 2845.339860 = -43929.382967 nChanged 2 SP:Iteration 7Q (18829.900000 sec): 3 clusters Score: Raw -46787.141146 + Penalty 2845.339860 = -43941.801287 nChanged 1 SP:Iteration 8Q (18830.110000 sec): 3 clusters Score: Raw -46789.582131 + Penalty 2845.339860 = -43944.242271 nChanged 0 SP:Iteration 9F (18830.250000 sec): 3 clusters Score: Raw -46789.582131 + Penalty 2845.339860 = -43944.242271 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18830.360000 sec): 2 clusters Score: Raw -22502.921479 + Penalty 1272.214881 = -21230.706597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18830.510000 sec): 3 clusters Score: Raw -22721.258353 + Penalty 2544.429763 = -20176.828590 nChanged 10 SP:Iteration 1F (18830.680000 sec): 3 clusters Score: Raw -22846.308954 + Penalty 2544.429763 = -20301.879191 nChanged 3 SP:Iteration 2Q (18830.870000 sec): 3 clusters Score: Raw -22868.548804 + Penalty 2544.429763 = -20324.119041 nChanged 1 SP:Iteration 3Q (18831.030000 sec): 3 clusters Score: Raw -22872.911287 + Penalty 2544.429763 = -20328.481525 nChanged 0 SP:Iteration 4F (18831.230000 sec): 3 clusters Score: Raw -22872.911287 + Penalty 2544.429763 = -20328.481525 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18831.310000 sec): 2 clusters Score: Raw -33797.731000 + Penalty 1333.069045 = -32464.661955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18831.490000 sec): 3 clusters Score: Raw -34015.454632 + Penalty 2666.138090 = -31349.316542 nChanged 14 SP:Iteration 1F (18831.690000 sec): 3 clusters Score: Raw -34076.071972 + Penalty 2666.138090 = -31409.933882 nChanged 8 SP:Iteration 2Q (18831.870000 sec): 3 clusters Score: Raw -34113.043392 + Penalty 2666.138090 = -31446.905302 nChanged 3 SP:Iteration 3Q (18832.030000 sec): 3 clusters Score: Raw -34124.069923 + Penalty 2666.138090 = -31457.931833 nChanged 0 SP:Iteration 4F (18832.240000 sec): 3 clusters Score: Raw -34124.069923 + Penalty 2666.138090 = -31457.931833 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 65 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18832.300000 sec): 2 clusters Score: Raw -13360.796375 + Penalty 1134.528323 = -12226.268053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18832.480000 sec): 3 clusters Score: Raw -13694.304137 + Penalty 2269.056645 = -11425.247492 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 66 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18832.570000 sec): 2 clusters Score: Raw -15322.041577 + Penalty 1181.019136 = -14141.022441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18832.720000 sec): 3 clusters Score: Raw -15613.429616 + Penalty 2362.038272 = -13251.391345 nChanged 3 SP:Iteration 1Q (18832.910000 sec): 3 clusters Score: Raw -15662.379557 + Penalty 2362.038272 = -13300.341286 nChanged 1 SP:Iteration 2Q (18833.090000 sec): 3 clusters Score: Raw -15674.580765 + Penalty 2362.038272 = -13312.542494 nChanged 0 SP:Iteration 3F (18833.310000 sec): 3 clusters Score: Raw -15674.580765 + Penalty 2362.038272 = -13312.542494 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 67 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18833.370000 sec): 2 clusters Score: Raw -20001.715329 + Penalty 1242.637553 = -18759.077776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18833.550000 sec): 3 clusters Score: Raw -20221.856414 + Penalty 2485.275106 = -17736.581308 nChanged 9 SP:Iteration 1F (18833.730000 sec): 3 clusters Score: Raw -20286.366233 + Penalty 2485.275106 = -17801.091127 nChanged 1 SP:Iteration 2Q (18833.870000 sec): 3 clusters Score: Raw -20291.010109 + Penalty 2485.275106 = -17805.735003 nChanged 0 SP:Iteration 3F (18834.050000 sec): 3 clusters Score: Raw -20291.010109 + Penalty 2485.275106 = -17805.735003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 68 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18834.170000 sec): 2 clusters Score: Raw -43502.035684 + Penalty 1363.297720 = -42138.737964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18834.400000 sec): 3 clusters Score: Raw -43674.546057 + Penalty 2726.595440 = -40947.950617 nChanged 27 SP:Iteration 1F (18834.550000 sec): 3 clusters Score: Raw -43768.629619 + Penalty 2726.595440 = -41042.034179 nChanged 4 SP:Iteration 2Q (18834.770000 sec): 3 clusters Score: Raw -43786.105011 + Penalty 2726.595440 = -41059.509571 nChanged 0 SP:Iteration 3F (18834.950000 sec): 3 clusters Score: Raw -43786.105011 + Penalty 2726.595440 = -41059.509571 nChanged 0 Iteration 333F (18942.530000 sec): 69 clusters Score: Raw -120292174.611818 + Penalty 228717.290119 = -120063457.321698 nChanged 8 Iteration 334F (19062.390000 sec): 69 clusters Score: Raw -120292276.605207 + Penalty 228717.290119 = -120063559.315087 nChanged 7 Iteration 335Q (19109.980000 sec): 69 clusters Score: Raw -120292343.970208 + Penalty 228717.290119 = -120063626.680089 nChanged 3 Iteration 336Q (19157.480000 sec): 69 clusters Score: Raw -120292361.540481 + Penalty 228717.290119 = -120063644.250362 nChanged 2 Iteration 337Q (19201.470000 sec): 69 clusters Score: Raw -120292378.744948 + Penalty 228717.290119 = -120063661.454828 nChanged 1 Iteration 338Q (19244.840000 sec): 69 clusters Score: Raw -120292383.653665 + Penalty 228717.290119 = -120063666.363546 nChanged 1 Writing temp clu file Because OldScore, -120063661.454828, is greater than current (better) Score,-120063666.363546 Compute initial score before splitting: Score: Raw -120292383.653665 + Penalty 228717.290119 = -120063666.363546 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19246.200000 sec): 2 clusters Score: Raw -39099163.674107 + Penalty 3079.960148 = -39096083.713959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19247.710000 sec): 3 clusters Score: Raw -38935754.443856 + Penalty 6159.920295 = -38929594.523561 nChanged 119409 SP:Iteration 1F (19249.240000 sec): 3 clusters Score: Raw -39005985.812315 + Penalty 6159.920295 = -38999825.892020 nChanged 6195 SP:Iteration 2Q (19250.710000 sec): 3 clusters Score: Raw -39007096.000440 + Penalty 6159.920295 = -39000936.080145 nChanged 6388 SP:Iteration 3Q (19252.110000 sec): 3 clusters Score: Raw -39008362.688486 + Penalty 6159.920295 = -39002202.768191 nChanged 6632 SP:Iteration 4Q (19253.620000 sec): 3 clusters Score: Raw -39009811.053086 + Penalty 6159.920295 = -39003651.132791 nChanged 7213 SP:Iteration 5Q (19255.170000 sec): 3 clusters Score: Raw -39011633.822786 + Penalty 6159.920295 = -39005473.902490 nChanged 8114 SP:Iteration 6Q (19256.600000 sec): 3 clusters Score: Raw -39014142.152888 + Penalty 6159.920295 = -39007982.232593 nChanged 9403 SP:Iteration 7Q (19258.160000 sec): 3 clusters Score: Raw -39017862.658464 + Penalty 6159.920295 = -39011702.738168 nChanged 11271 SP:Iteration 8Q (19259.620000 sec): 3 clusters Score: Raw -39023602.021553 + Penalty 6159.920295 = -39017442.101257 nChanged 13418 SP:Iteration 9F (19261.080000 sec): 3 clusters Score: Raw -39032132.181249 + Penalty 6159.920295 = -39025972.260954 nChanged 15036 SP:Iteration 10F (19262.490000 sec): 3 clusters Score: Raw -39043153.335291 + Penalty 6159.920295 = -39036993.414996 nChanged 15282 SP:Iteration 11F (19264.020000 sec): 3 clusters Score: Raw -39054928.200390 + Penalty 6159.920295 = -39048768.280095 nChanged 13227 SP:Iteration 12F (19265.410000 sec): 3 clusters Score: Raw -39064845.227394 + Penalty 6159.920295 = -39058685.307099 nChanged 10687 SP:Iteration 13Q (19266.750000 sec): 3 clusters Score: Raw -39072511.230453 + Penalty 6159.920295 = -39066351.310158 nChanged 8485 SP:Iteration 14Q (19267.970000 sec): 3 clusters Score: Raw -39078437.897702 + Penalty 6159.920295 = -39072277.977407 nChanged 7016 SP:Iteration 15Q (19269.200000 sec): 3 clusters Score: Raw -39083320.584104 + Penalty 6159.920295 = -39077160.663809 nChanged 5844 SP:Iteration 16Q (19270.410000 sec): 3 clusters Score: Raw -39087454.093665 + Penalty 6159.920295 = -39081294.173370 nChanged 4823 SP:Iteration 17Q (19271.780000 sec): 3 clusters Score: Raw -39091020.032562 + Penalty 6159.920295 = -39084860.112267 nChanged 3827 SP:Iteration 18Q (19273.110000 sec): 3 clusters Score: Raw -39093999.767738 + Penalty 6159.920295 = -39087839.847443 nChanged 2820 SP:Iteration 19Q (19274.280000 sec): 3 clusters Score: Raw -39096225.548667 + Penalty 6159.920295 = -39090065.628372 nChanged 1867 SP:Iteration 20F (19275.700000 sec): 3 clusters Score: Raw -39097685.375171 + Penalty 6159.920295 = -39091525.454876 nChanged 1118 SP:Iteration 21Q (19276.940000 sec): 3 clusters Score: Raw -39098528.847219 + Penalty 6159.920295 = -39092368.926923 nChanged 636 SP:Iteration 22Q (19278.150000 sec): 3 clusters Score: Raw -39098979.629713 + Penalty 6159.920295 = -39092819.709418 nChanged 368 SP:Iteration 23Q (19279.250000 sec): 3 clusters Score: Raw -39099215.704193 + Penalty 6159.920295 = -39093055.783898 nChanged 238 SP:Iteration 24Q (19280.250000 sec): 3 clusters Score: Raw -39099349.807749 + Penalty 6159.920295 = -39093189.887454 nChanged 166 SP:Iteration 25Q (19281.320000 sec): 3 clusters Score: Raw -39099441.564759 + Penalty 6159.920295 = -39093281.644464 nChanged 99 SP:Iteration 26Q (19282.400000 sec): 3 clusters Score: Raw -39099497.983709 + Penalty 6159.920295 = -39093338.063414 nChanged 85 SP:Iteration 27Q (19283.450000 sec): 3 clusters Score: Raw -39099540.588327 + Penalty 6159.920295 = -39093380.668032 nChanged 61 SP:Iteration 28Q (19284.520000 sec): 3 clusters Score: Raw -39099575.346960 + Penalty 6159.920295 = -39093415.426665 nChanged 47 SP:Iteration 29Q (19285.710000 sec): 3 clusters Score: Raw -39099604.317580 + Penalty 6159.920295 = -39093444.397285 nChanged 40 SP:Iteration 30Q (19286.880000 sec): 3 clusters Score: Raw -39099627.188801 + Penalty 6159.920295 = -39093467.268506 nChanged 23 SP:Iteration 31Q (19287.970000 sec): 3 clusters Score: Raw -39099638.005657 + Penalty 6159.920295 = -39093478.085361 nChanged 11 SP:Iteration 32Q (19289.010000 sec): 3 clusters Score: Raw -39099643.718935 + Penalty 6159.920295 = -39093483.798640 nChanged 9 SP:Iteration 33Q (19290.100000 sec): 3 clusters Score: Raw -39099649.085405 + Penalty 6159.920295 = -39093489.165110 nChanged 7 SP:Iteration 34Q (19291.310000 sec): 3 clusters Score: Raw -39099653.038553 + Penalty 6159.920295 = -39093493.118257 nChanged 11 SP:Iteration 35Q (19292.470000 sec): 3 clusters Score: Raw -39099657.155604 + Penalty 6159.920295 = -39093497.235309 nChanged 5 SP:Iteration 36Q (19293.830000 sec): 3 clusters Score: Raw -39099659.367625 + Penalty 6159.920295 = -39093499.447330 nChanged 4 SP:Iteration 37Q (19294.950000 sec): 3 clusters Score: Raw -39099660.935741 + Penalty 6159.920295 = -39093501.015446 nChanged 2 SP:Iteration 38Q (19296.070000 sec): 3 clusters Score: Raw -39099661.344739 + Penalty 6159.920295 = -39093501.424444 nChanged 0 SP:Iteration 39F (19297.380000 sec): 3 clusters Score: Raw -39099661.344739 + Penalty 6159.920295 = -39093501.424444 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19297.590000 sec): 2 clusters Score: Raw -1952782.391346 + Penalty 2346.622622 = -1950435.768724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19297.830000 sec): 3 clusters Score: Raw -1945573.577989 + Penalty 4693.245244 = -1940880.332745 nChanged 5459 SP:Iteration 1F (19298.070000 sec): 3 clusters Score: Raw -1948704.081836 + Penalty 4693.245244 = -1944010.836593 nChanged 1033 SP:Iteration 2F (19298.350000 sec): 3 clusters Score: Raw -1949402.538854 + Penalty 4693.245244 = -1944709.293610 nChanged 962 SP:Iteration 3F (19298.590000 sec): 3 clusters Score: Raw -1950206.469407 + Penalty 4693.245244 = -1945513.224163 nChanged 927 SP:Iteration 4F (19298.880000 sec): 3 clusters Score: Raw -1951073.417352 + Penalty 4693.245244 = -1946380.172108 nChanged 851 SP:Iteration 5F (19299.090000 sec): 3 clusters Score: Raw -1951819.467364 + Penalty 4693.245244 = -1947126.222120 nChanged 760 SP:Iteration 6F (19299.340000 sec): 3 clusters Score: Raw -1952358.436948 + Penalty 4693.245244 = -1947665.191704 nChanged 646 SP:Iteration 7F (19299.570000 sec): 3 clusters Score: Raw -1952813.237684 + Penalty 4693.245244 = -1948119.992440 nChanged 576 SP:Iteration 8Q (19299.820000 sec): 3 clusters Score: Raw -1953219.482112 + Penalty 4693.245244 = -1948526.236868 nChanged 486 SP:Iteration 9Q (19300.120000 sec): 3 clusters Score: Raw -1953557.411247 + Penalty 4693.245244 = -1948864.166004 nChanged 423 SP:Iteration 10Q (19300.340000 sec): 3 clusters Score: Raw -1953871.488262 + Penalty 4693.245244 = -1949178.243018 nChanged 392 SP:Iteration 11Q (19300.620000 sec): 3 clusters Score: Raw -1954114.265169 + Penalty 4693.245244 = -1949421.019925 nChanged 305 SP:Iteration 12Q (19300.850000 sec): 3 clusters Score: Raw -1954260.446148 + Penalty 4693.245244 = -1949567.200904 nChanged 222 SP:Iteration 13Q (19301.120000 sec): 3 clusters Score: Raw -1954352.278669 + Penalty 4693.245244 = -1949659.033425 nChanged 178 SP:Iteration 14Q (19301.380000 sec): 3 clusters Score: Raw -1954417.678059 + Penalty 4693.245244 = -1949724.432815 nChanged 144 SP:Iteration 15Q (19301.620000 sec): 3 clusters Score: Raw -1954468.890727 + Penalty 4693.245244 = -1949775.645484 nChanged 120 SP:Iteration 16Q (19301.880000 sec): 3 clusters Score: Raw -1954508.472939 + Penalty 4693.245244 = -1949815.227695 nChanged 94 SP:Iteration 17Q (19302.130000 sec): 3 clusters Score: Raw -1954538.680157 + Penalty 4693.245244 = -1949845.434913 nChanged 76 SP:Iteration 18Q (19302.410000 sec): 3 clusters Score: Raw -1954561.519269 + Penalty 4693.245244 = -1949868.274026 nChanged 64 SP:Iteration 19Q (19302.680000 sec): 3 clusters Score: Raw -1954576.427746 + Penalty 4693.245244 = -1949883.182502 nChanged 60 SP:Iteration 20F (19302.890000 sec): 3 clusters Score: Raw -1954589.176298 + Penalty 4693.245244 = -1949895.931055 nChanged 44 SP:Iteration 21Q (19303.150000 sec): 3 clusters Score: Raw -1954596.255717 + Penalty 4693.245244 = -1949903.010474 nChanged 30 SP:Iteration 22Q (19303.380000 sec): 3 clusters Score: Raw -1954600.495561 + Penalty 4693.245244 = -1949907.250317 nChanged 25 SP:Iteration 23Q (19303.670000 sec): 3 clusters Score: Raw -1954604.070319 + Penalty 4693.245244 = -1949910.825076 nChanged 22 SP:Iteration 24Q (19303.910000 sec): 3 clusters Score: Raw -1954607.321505 + Penalty 4693.245244 = -1949914.076261 nChanged 21 SP:Iteration 25Q (19304.150000 sec): 3 clusters Score: Raw -1954611.040548 + Penalty 4693.245244 = -1949917.795305 nChanged 17 SP:Iteration 26Q (19304.420000 sec): 3 clusters Score: Raw -1954613.776849 + Penalty 4693.245244 = -1949920.531605 nChanged 12 SP:Iteration 27Q (19304.660000 sec): 3 clusters Score: Raw -1954616.277057 + Penalty 4693.245244 = -1949923.031814 nChanged 12 SP:Iteration 28Q (19304.910000 sec): 3 clusters Score: Raw -1954617.808363 + Penalty 4693.245244 = -1949924.563119 nChanged 13 SP:Iteration 29Q (19305.180000 sec): 3 clusters Score: Raw -1954620.099807 + Penalty 4693.245244 = -1949926.854563 nChanged 14 SP:Iteration 30Q (19305.360000 sec): 3 clusters Score: Raw -1954621.860619 + Penalty 4693.245244 = -1949928.615375 nChanged 11 SP:Iteration 31Q (19305.620000 sec): 3 clusters Score: Raw -1954623.454438 + Penalty 4693.245244 = -1949930.209195 nChanged 12 SP:Iteration 32Q (19305.870000 sec): 3 clusters Score: Raw -1954625.286480 + Penalty 4693.245244 = -1949932.041236 nChanged 16 SP:Iteration 33Q (19306.080000 sec): 3 clusters Score: Raw -1954628.363440 + Penalty 4693.245244 = -1949935.118196 nChanged 21 SP:Iteration 34Q (19306.350000 sec): 3 clusters Score: Raw -1954631.579534 + Penalty 4693.245244 = -1949938.334290 nChanged 16 SP:Iteration 35Q (19306.590000 sec): 3 clusters Score: Raw -1954634.079741 + Penalty 4693.245244 = -1949940.834498 nChanged 17 SP:Iteration 36Q (19306.850000 sec): 3 clusters Score: Raw -1954636.518490 + Penalty 4693.245244 = -1949943.273247 nChanged 15 SP:Iteration 37Q (19307.080000 sec): 3 clusters Score: Raw -1954638.587176 + Penalty 4693.245244 = -1949945.341932 nChanged 17 SP:Iteration 38Q (19307.350000 sec): 3 clusters Score: Raw -1954640.819773 + Penalty 4693.245244 = -1949947.574529 nChanged 16 SP:Iteration 39Q (19307.600000 sec): 3 clusters Score: Raw -1954643.160581 + Penalty 4693.245244 = -1949949.915337 nChanged 14 SP:Iteration 40F (19307.880000 sec): 3 clusters Score: Raw -1954645.123966 + Penalty 4693.245244 = -1949951.878722 nChanged 6 SP:Iteration 41Q (19308.090000 sec): 3 clusters Score: Raw -1954645.689894 + Penalty 4693.245244 = -1949952.444650 nChanged 5 SP:Iteration 42Q (19308.370000 sec): 3 clusters Score: Raw -1954646.322638 + Penalty 4693.245244 = -1949953.077394 nChanged 4 SP:Iteration 43Q (19308.590000 sec): 3 clusters Score: Raw -1954646.669780 + Penalty 4693.245244 = -1949953.424537 nChanged 1 SP:Iteration 44Q (19308.830000 sec): 3 clusters Score: Raw -1954646.758686 + Penalty 4693.245244 = -1949953.513443 nChanged 1 SP:Iteration 45Q (19309.150000 sec): 3 clusters Score: Raw -1954646.840104 + Penalty 4693.245244 = -1949953.594861 nChanged 2 SP:Iteration 46Q (19309.370000 sec): 3 clusters Score: Raw -1954647.082705 + Penalty 4693.245244 = -1949953.837461 nChanged 5 SP:Iteration 47Q (19309.610000 sec): 3 clusters Score: Raw -1954647.693748 + Penalty 4693.245244 = -1949954.448504 nChanged 5 SP:Iteration 48Q (19309.870000 sec): 3 clusters Score: Raw -1954648.048879 + Penalty 4693.245244 = -1949954.803636 nChanged 3 SP:Iteration 49Q (19310.160000 sec): 3 clusters Score: Raw -1954648.402575 + Penalty 4693.245244 = -1949955.157331 nChanged 6 SP:Iteration 50Q (19310.380000 sec): 3 clusters Score: Raw -1954649.111129 + Penalty 4693.245244 = -1949955.865885 nChanged 3 SP:Iteration 51Q (19310.610000 sec): 3 clusters Score: Raw -1954649.273766 + Penalty 4693.245244 = -1949956.028522 nChanged 2 SP:Iteration 52Q (19310.870000 sec): 3 clusters Score: Raw -1954649.413281 + Penalty 4693.245244 = -1949956.168037 nChanged 0 SP:Iteration 53F (19311.090000 sec): 3 clusters Score: Raw -1954649.413281 + Penalty 4693.245244 = -1949956.168037 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19311.190000 sec): 2 clusters Score: Raw -749102.539549 + Penalty 2111.419275 = -746991.120275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19311.420000 sec): 3 clusters Score: Raw -746715.833958 + Penalty 4222.838550 = -742492.995409 nChanged 1931 SP:Iteration 1F (19311.630000 sec): 3 clusters Score: Raw -747868.241637 + Penalty 4222.838550 = -743645.403088 nChanged 403 SP:Iteration 2F (19311.860000 sec): 3 clusters Score: Raw -748222.579137 + Penalty 4222.838550 = -743999.740588 nChanged 330 SP:Iteration 3F (19312.030000 sec): 3 clusters Score: Raw -748599.648306 + Penalty 4222.838550 = -744376.809756 nChanged 317 SP:Iteration 4F (19312.260000 sec): 3 clusters Score: Raw -748938.380685 + Penalty 4222.838550 = -744715.542136 nChanged 249 SP:Iteration 5Q (19312.480000 sec): 3 clusters Score: Raw -749174.761633 + Penalty 4222.838550 = -744951.923084 nChanged 214 SP:Iteration 6Q (19312.690000 sec): 3 clusters Score: Raw -749321.447787 + Penalty 4222.838550 = -745098.609237 nChanged 172 SP:Iteration 7Q (19312.930000 sec): 3 clusters Score: Raw -749424.465326 + Penalty 4222.838550 = -745201.626776 nChanged 137 SP:Iteration 8Q (19313.150000 sec): 3 clusters Score: Raw -749503.977036 + Penalty 4222.838550 = -745281.138487 nChanged 122 SP:Iteration 9Q (19313.400000 sec): 3 clusters Score: Raw -749572.888166 + Penalty 4222.838550 = -745350.049616 nChanged 106 SP:Iteration 10Q (19313.570000 sec): 3 clusters Score: Raw -749634.342990 + Penalty 4222.838550 = -745411.504440 nChanged 88 SP:Iteration 11Q (19313.760000 sec): 3 clusters Score: Raw -749682.860078 + Penalty 4222.838550 = -745460.021529 nChanged 82 SP:Iteration 12Q (19313.950000 sec): 3 clusters Score: Raw -749720.141311 + Penalty 4222.838550 = -745497.302762 nChanged 77 SP:Iteration 13Q (19314.160000 sec): 3 clusters Score: Raw -749763.389791 + Penalty 4222.838550 = -745540.551242 nChanged 70 SP:Iteration 14Q (19314.370000 sec): 3 clusters Score: Raw -749791.687342 + Penalty 4222.838550 = -745568.848792 nChanged 52 SP:Iteration 15Q (19314.590000 sec): 3 clusters Score: Raw -749817.588136 + Penalty 4222.838550 = -745594.749586 nChanged 49 SP:Iteration 16Q (19314.770000 sec): 3 clusters Score: Raw -749848.332651 + Penalty 4222.838550 = -745625.494101 nChanged 50 SP:Iteration 17Q (19314.960000 sec): 3 clusters Score: Raw -749879.446251 + Penalty 4222.838550 = -745656.607701 nChanged 45 SP:Iteration 18Q (19315.150000 sec): 3 clusters Score: Raw -749901.410600 + Penalty 4222.838550 = -745678.572051 nChanged 44 SP:Iteration 19Q (19315.350000 sec): 3 clusters Score: Raw -749936.334638 + Penalty 4222.838550 = -745713.496088 nChanged 48 SP:Iteration 20F (19315.530000 sec): 3 clusters Score: Raw -749974.114999 + Penalty 4222.838550 = -745751.276450 nChanged 50 SP:Iteration 21Q (19315.730000 sec): 3 clusters Score: Raw -750002.512662 + Penalty 4222.838550 = -745779.674113 nChanged 48 SP:Iteration 22Q (19315.930000 sec): 3 clusters Score: Raw -750027.163496 + Penalty 4222.838550 = -745804.324946 nChanged 28 SP:Iteration 23Q (19316.150000 sec): 3 clusters Score: Raw -750039.562393 + Penalty 4222.838550 = -745816.723843 nChanged 25 SP:Iteration 24Q (19316.330000 sec): 3 clusters Score: Raw -750049.229097 + Penalty 4222.838550 = -745826.390548 nChanged 18 SP:Iteration 25Q (19316.500000 sec): 3 clusters Score: Raw -750058.446941 + Penalty 4222.838550 = -745835.608391 nChanged 21 SP:Iteration 26Q (19316.730000 sec): 3 clusters Score: Raw -750065.990080 + Penalty 4222.838550 = -745843.151531 nChanged 18 SP:Iteration 27Q (19316.930000 sec): 3 clusters Score: Raw -750073.412510 + Penalty 4222.838550 = -745850.573960 nChanged 15 SP:Iteration 28Q (19317.120000 sec): 3 clusters Score: Raw -750079.599461 + Penalty 4222.838550 = -745856.760911 nChanged 11 SP:Iteration 29Q (19317.350000 sec): 3 clusters Score: Raw -750083.179717 + Penalty 4222.838550 = -745860.341168 nChanged 10 SP:Iteration 30Q (19317.550000 sec): 3 clusters Score: Raw -750086.067302 + Penalty 4222.838550 = -745863.228752 nChanged 10 SP:Iteration 31Q (19317.750000 sec): 3 clusters Score: Raw -750088.647809 + Penalty 4222.838550 = -745865.809259 nChanged 4 SP:Iteration 32Q (19317.950000 sec): 3 clusters Score: Raw -750090.023666 + Penalty 4222.838550 = -745867.185117 nChanged 2 SP:Iteration 33Q (19318.170000 sec): 3 clusters Score: Raw -750090.560899 + Penalty 4222.838550 = -745867.722349 nChanged 2 SP:Iteration 34Q (19318.400000 sec): 3 clusters Score: Raw -750090.940710 + Penalty 4222.838550 = -745868.102160 nChanged 2 SP:Iteration 35Q (19318.610000 sec): 3 clusters Score: Raw -750091.341519 + Penalty 4222.838550 = -745868.502970 nChanged 0 SP:Iteration 36F (19318.850000 sec): 3 clusters Score: Raw -750091.341519 + Penalty 4222.838550 = -745868.502970 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19318.950000 sec): 2 clusters Score: Raw -41953.114334 + Penalty 1415.363346 = -40537.750988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19319.130000 sec): 3 clusters Score: Raw -42099.204731 + Penalty 2830.726691 = -39268.478040 nChanged 29 SP:Iteration 1F (19319.290000 sec): 3 clusters Score: Raw -42194.958223 + Penalty 2830.726691 = -39364.231531 nChanged 10 SP:Iteration 2Q (19319.450000 sec): 3 clusters Score: Raw -42222.431644 + Penalty 2830.726691 = -39391.704953 nChanged 3 SP:Iteration 3Q (19319.590000 sec): 3 clusters Score: Raw -42232.849827 + Penalty 2830.726691 = -39402.123136 nChanged 0 SP:Iteration 4F (19319.750000 sec): 3 clusters Score: Raw -42232.849827 + Penalty 2830.726691 = -39402.123136 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19319.870000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19320.070000 sec): 3 clusters Score: Raw -911761.962216 + Penalty 4295.657925 = -907466.304291 nChanged 2211 SP:Iteration 1F (19320.280000 sec): 3 clusters Score: Raw -913043.461864 + Penalty 4295.657925 = -908747.803939 nChanged 411 SP:Iteration 2F (19320.470000 sec): 3 clusters Score: Raw -913280.896098 + Penalty 4295.657925 = -908985.238173 nChanged 284 SP:Iteration 3Q (19320.700000 sec): 3 clusters Score: Raw -913457.257848 + Penalty 4295.657925 = -909161.599923 nChanged 272 SP:Iteration 4Q (19320.850000 sec): 3 clusters Score: Raw -913616.997626 + Penalty 4295.657925 = -909321.339701 nChanged 245 SP:Iteration 5Q (19321.090000 sec): 3 clusters Score: Raw -913765.201039 + Penalty 4295.657925 = -909469.543114 nChanged 241 SP:Iteration 6Q (19321.270000 sec): 3 clusters Score: Raw -913907.878453 + Penalty 4295.657925 = -909612.220528 nChanged 219 SP:Iteration 7Q (19321.510000 sec): 3 clusters Score: Raw -914055.625251 + Penalty 4295.657925 = -909759.967326 nChanged 217 SP:Iteration 8Q (19321.710000 sec): 3 clusters Score: Raw -914204.987174 + Penalty 4295.657925 = -909909.329249 nChanged 170 SP:Iteration 9Q (19321.950000 sec): 3 clusters Score: Raw -914324.911022 + Penalty 4295.657925 = -910029.253098 nChanged 155 SP:Iteration 10Q (19322.180000 sec): 3 clusters Score: Raw -914452.725348 + Penalty 4295.657925 = -910157.067423 nChanged 135 SP:Iteration 11Q (19322.410000 sec): 3 clusters Score: Raw -914561.279748 + Penalty 4295.657925 = -910265.621823 nChanged 111 SP:Iteration 12Q (19322.630000 sec): 3 clusters Score: Raw -914652.612938 + Penalty 4295.657925 = -910356.955013 nChanged 109 SP:Iteration 13Q (19322.790000 sec): 3 clusters Score: Raw -914737.655045 + Penalty 4295.657925 = -910441.997120 nChanged 80 SP:Iteration 14Q (19323.000000 sec): 3 clusters Score: Raw -914804.514988 + Penalty 4295.657925 = -910508.857064 nChanged 55 SP:Iteration 15Q (19323.180000 sec): 3 clusters Score: Raw -914843.506246 + Penalty 4295.657925 = -910547.848321 nChanged 37 SP:Iteration 16Q (19323.370000 sec): 3 clusters Score: Raw -914869.697800 + Penalty 4295.657925 = -910574.039875 nChanged 25 SP:Iteration 17Q (19323.580000 sec): 3 clusters Score: Raw -914891.998346 + Penalty 4295.657925 = -910596.340421 nChanged 29 SP:Iteration 18Q (19323.770000 sec): 3 clusters Score: Raw -914916.274152 + Penalty 4295.657925 = -910620.616228 nChanged 19 SP:Iteration 19Q (19324.010000 sec): 3 clusters Score: Raw -914930.267904 + Penalty 4295.657925 = -910634.609980 nChanged 13 SP:Iteration 20F (19324.190000 sec): 3 clusters Score: Raw -914940.070850 + Penalty 4295.657925 = -910644.412925 nChanged 12 SP:Iteration 21Q (19324.370000 sec): 3 clusters Score: Raw -914948.668809 + Penalty 4295.657925 = -910653.010885 nChanged 9 SP:Iteration 22Q (19324.570000 sec): 3 clusters Score: Raw -914955.967267 + Penalty 4295.657925 = -910660.309342 nChanged 7 SP:Iteration 23Q (19324.820000 sec): 3 clusters Score: Raw -914966.275348 + Penalty 4295.657925 = -910670.617424 nChanged 10 SP:Iteration 24Q (19325.020000 sec): 3 clusters Score: Raw -914974.974501 + Penalty 4295.657925 = -910679.316576 nChanged 4 SP:Iteration 25Q (19325.240000 sec): 3 clusters Score: Raw -914978.168134 + Penalty 4295.657925 = -910682.510209 nChanged 4 SP:Iteration 26Q (19325.460000 sec): 3 clusters Score: Raw -914980.740866 + Penalty 4295.657925 = -910685.082941 nChanged 3 SP:Iteration 27Q (19325.660000 sec): 3 clusters Score: Raw -914982.945816 + Penalty 4295.657925 = -910687.287891 nChanged 4 SP:Iteration 28Q (19325.820000 sec): 3 clusters Score: Raw -914986.036184 + Penalty 4295.657925 = -910690.378259 nChanged 6 SP:Iteration 29Q (19326.030000 sec): 3 clusters Score: Raw -914992.249806 + Penalty 4295.657925 = -910696.591882 nChanged 8 SP:Iteration 30Q (19326.250000 sec): 3 clusters Score: Raw -914999.914215 + Penalty 4295.657925 = -910704.256290 nChanged 10 SP:Iteration 31Q (19326.460000 sec): 3 clusters Score: Raw -915009.078130 + Penalty 4295.657925 = -910713.420206 nChanged 10 SP:Iteration 32Q (19326.750000 sec): 3 clusters Score: Raw -915018.657646 + Penalty 4295.657925 = -910722.999722 nChanged 8 SP:Iteration 33Q (19326.910000 sec): 3 clusters Score: Raw -915027.309469 + Penalty 4295.657925 = -910731.651544 nChanged 12 SP:Iteration 34Q (19327.120000 sec): 3 clusters Score: Raw -915038.515422 + Penalty 4295.657925 = -910742.857497 nChanged 10 SP:Iteration 35Q (19327.320000 sec): 3 clusters Score: Raw -915049.023163 + Penalty 4295.657925 = -910753.365238 nChanged 9 SP:Iteration 36Q (19327.510000 sec): 3 clusters Score: Raw -915058.191573 + Penalty 4295.657925 = -910762.533648 nChanged 9 SP:Iteration 37Q (19327.740000 sec): 3 clusters Score: Raw -915066.163424 + Penalty 4295.657925 = -910770.505499 nChanged 10 SP:Iteration 38Q (19327.890000 sec): 3 clusters Score: Raw -915075.897704 + Penalty 4295.657925 = -910780.239779 nChanged 9 SP:Iteration 39Q (19328.160000 sec): 3 clusters Score: Raw -915085.132344 + Penalty 4295.657925 = -910789.474419 nChanged 8 SP:Iteration 40F (19328.400000 sec): 3 clusters Score: Raw -915093.234410 + Penalty 4295.657925 = -910797.576485 nChanged 2 SP:Iteration 41Q (19328.600000 sec): 3 clusters Score: Raw -915094.491703 + Penalty 4295.657925 = -910798.833779 nChanged 2 SP:Iteration 42Q (19328.780000 sec): 3 clusters Score: Raw -915095.594289 + Penalty 4295.657925 = -910799.936364 nChanged 1 SP:Iteration 43Q (19329.040000 sec): 3 clusters Score: Raw -915095.975003 + Penalty 4295.657925 = -910800.317078 nChanged 0 SP:Iteration 44F (19329.260000 sec): 3 clusters Score: Raw -915095.975003 + Penalty 4295.657925 = -910800.317078 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19329.350000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19329.600000 sec): 3 clusters Score: Raw -171018.307554 + Penalty 3483.784442 = -167534.523112 nChanged 303 SP:Iteration 1F (19329.740000 sec): 3 clusters Score: Raw -171332.001353 + Penalty 3483.784442 = -167848.216911 nChanged 77 SP:Iteration 2F (19329.950000 sec): 3 clusters Score: Raw -171412.123774 + Penalty 3483.784442 = -167928.339332 nChanged 35 SP:Iteration 3Q (19330.150000 sec): 3 clusters Score: Raw -171447.977974 + Penalty 3483.784442 = -167964.193533 nChanged 7 SP:Iteration 4Q (19330.320000 sec): 3 clusters Score: Raw -171458.036544 + Penalty 3483.784442 = -167974.252102 nChanged 8 SP:Iteration 5Q (19330.490000 sec): 3 clusters Score: Raw -171464.302488 + Penalty 3483.784442 = -167980.518046 nChanged 10 SP:Iteration 6Q (19330.660000 sec): 3 clusters Score: Raw -171473.479984 + Penalty 3483.784442 = -167989.695543 nChanged 7 SP:Iteration 7Q (19330.830000 sec): 3 clusters Score: Raw -171482.806528 + Penalty 3483.784442 = -167999.022086 nChanged 4 SP:Iteration 8Q (19331.030000 sec): 3 clusters Score: Raw -171488.758542 + Penalty 3483.784442 = -168004.974100 nChanged 6 SP:Iteration 9Q (19331.210000 sec): 3 clusters Score: Raw -171499.400654 + Penalty 3483.784442 = -168015.616212 nChanged 4 SP:Iteration 10Q (19331.410000 sec): 3 clusters Score: Raw -171505.080444 + Penalty 3483.784442 = -168021.296003 nChanged 5 SP:Iteration 11Q (19331.580000 sec): 3 clusters Score: Raw -171510.277876 + Penalty 3483.784442 = -168026.493435 nChanged 5 SP:Iteration 12Q (19331.800000 sec): 3 clusters Score: Raw -171515.012208 + Penalty 3483.784442 = -168031.227767 nChanged 6 SP:Iteration 13Q (19331.970000 sec): 3 clusters Score: Raw -171521.790214 + Penalty 3483.784442 = -168038.005772 nChanged 5 SP:Iteration 14Q (19332.210000 sec): 3 clusters Score: Raw -171524.130658 + Penalty 3483.784442 = -168040.346216 nChanged 2 SP:Iteration 15Q (19332.390000 sec): 3 clusters Score: Raw -171525.708034 + Penalty 3483.784442 = -168041.923593 nChanged 1 SP:Iteration 16Q (19332.560000 sec): 3 clusters Score: Raw -171526.499454 + Penalty 3483.784442 = -168042.715013 nChanged 1 SP:Iteration 17Q (19332.750000 sec): 3 clusters Score: Raw -171527.752446 + Penalty 3483.784442 = -168043.968004 nChanged 2 SP:Iteration 18Q (19332.980000 sec): 3 clusters Score: Raw -171529.036179 + Penalty 3483.784442 = -168045.251738 nChanged 4 SP:Iteration 19Q (19333.190000 sec): 3 clusters Score: Raw -171533.385311 + Penalty 3483.784442 = -168049.600869 nChanged 2 SP:Iteration 20F (19333.340000 sec): 3 clusters Score: Raw -171535.304005 + Penalty 3483.784442 = -168051.519563 nChanged 1 SP:Iteration 21Q (19333.490000 sec): 3 clusters Score: Raw -171536.062670 + Penalty 3483.784442 = -168052.278229 nChanged 2 SP:Iteration 22Q (19333.710000 sec): 3 clusters Score: Raw -171537.971940 + Penalty 3483.784442 = -168054.187498 nChanged 0 SP:Iteration 23F (19333.880000 sec): 3 clusters Score: Raw -171537.971940 + Penalty 3483.784442 = -168054.187498 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19333.960000 sec): 2 clusters Score: Raw -40378.090584 + Penalty 1378.093359 = -38999.997224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19334.150000 sec): 3 clusters Score: Raw -40537.849990 + Penalty 2756.186719 = -37781.663271 nChanged 31 SP:Iteration 1F (19334.330000 sec): 3 clusters Score: Raw -40634.515002 + Penalty 2756.186719 = -37878.328284 nChanged 5 SP:Iteration 2Q (19334.480000 sec): 3 clusters Score: Raw -40657.623217 + Penalty 2756.186719 = -37901.436499 nChanged 2 SP:Iteration 3Q (19334.650000 sec): 3 clusters Score: Raw -40661.634519 + Penalty 2756.186719 = -37905.447800 nChanged 1 SP:Iteration 4Q (19334.820000 sec): 3 clusters Score: Raw -40664.889503 + Penalty 2756.186719 = -37908.702785 nChanged 0 SP:Iteration 5F (19334.980000 sec): 3 clusters Score: Raw -40664.889503 + Penalty 2756.186719 = -37908.702785 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19335.110000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19335.390000 sec): 3 clusters Score: Raw -988117.952464 + Penalty 4352.519268 = -983765.433196 nChanged 2500 SP:Iteration 1F (19335.560000 sec): 3 clusters Score: Raw -989510.095163 + Penalty 4352.519268 = -985157.575895 nChanged 461 SP:Iteration 2F (19335.780000 sec): 3 clusters Score: Raw -989761.703531 + Penalty 4352.519268 = -985409.184263 nChanged 307 SP:Iteration 3Q (19336.030000 sec): 3 clusters Score: Raw -989913.505767 + Penalty 4352.519268 = -985560.986499 nChanged 238 SP:Iteration 4Q (19336.240000 sec): 3 clusters Score: Raw -990028.455131 + Penalty 4352.519268 = -985675.935864 nChanged 208 SP:Iteration 5Q (19336.460000 sec): 3 clusters Score: Raw -990144.013079 + Penalty 4352.519268 = -985791.493811 nChanged 208 SP:Iteration 6Q (19336.700000 sec): 3 clusters Score: Raw -990259.471162 + Penalty 4352.519268 = -985906.951894 nChanged 232 SP:Iteration 7Q (19336.890000 sec): 3 clusters Score: Raw -990408.058731 + Penalty 4352.519268 = -986055.539464 nChanged 275 SP:Iteration 8Q (19337.090000 sec): 3 clusters Score: Raw -990633.787166 + Penalty 4352.519268 = -986281.267898 nChanged 313 SP:Iteration 9Q (19337.310000 sec): 3 clusters Score: Raw -990928.465527 + Penalty 4352.519268 = -986575.946260 nChanged 305 SP:Iteration 10Q (19337.570000 sec): 3 clusters Score: Raw -991260.625342 + Penalty 4352.519268 = -986908.106075 nChanged 292 SP:Iteration 11Q (19337.800000 sec): 3 clusters Score: Raw -991587.488842 + Penalty 4352.519268 = -987234.969575 nChanged 249 SP:Iteration 12Q (19337.980000 sec): 3 clusters Score: Raw -991858.644518 + Penalty 4352.519268 = -987506.125250 nChanged 190 SP:Iteration 13Q (19338.190000 sec): 3 clusters Score: Raw -992047.966430 + Penalty 4352.519268 = -987695.447163 nChanged 131 SP:Iteration 14Q (19338.400000 sec): 3 clusters Score: Raw -992161.610035 + Penalty 4352.519268 = -987809.090767 nChanged 94 SP:Iteration 15Q (19338.610000 sec): 3 clusters Score: Raw -992244.882707 + Penalty 4352.519268 = -987892.363440 nChanged 62 SP:Iteration 16Q (19338.830000 sec): 3 clusters Score: Raw -992301.987884 + Penalty 4352.519268 = -987949.468617 nChanged 43 SP:Iteration 17Q (19339.010000 sec): 3 clusters Score: Raw -992335.390553 + Penalty 4352.519268 = -987982.871286 nChanged 26 SP:Iteration 18Q (19339.210000 sec): 3 clusters Score: Raw -992349.889898 + Penalty 4352.519268 = -987997.370631 nChanged 18 SP:Iteration 19Q (19339.410000 sec): 3 clusters Score: Raw -992363.139910 + Penalty 4352.519268 = -988010.620643 nChanged 18 SP:Iteration 20F (19339.610000 sec): 3 clusters Score: Raw -992372.234900 + Penalty 4352.519268 = -988019.715633 nChanged 12 SP:Iteration 21Q (19339.840000 sec): 3 clusters Score: Raw -992380.182437 + Penalty 4352.519268 = -988027.663169 nChanged 7 SP:Iteration 22Q (19340.030000 sec): 3 clusters Score: Raw -992383.769942 + Penalty 4352.519268 = -988031.250674 nChanged 2 SP:Iteration 23Q (19340.260000 sec): 3 clusters Score: Raw -992384.546772 + Penalty 4352.519268 = -988032.027505 nChanged 0 SP:Iteration 24F (19340.500000 sec): 3 clusters Score: Raw -992384.546772 + Penalty 4352.519268 = -988032.027505 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19340.580000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19340.800000 sec): 3 clusters Score: Raw -30347.105750 + Penalty 2724.558476 = -27622.547274 nChanged 23 SP:Iteration 1F (19340.990000 sec): 3 clusters Score: Raw -30447.397684 + Penalty 2724.558476 = -27722.839208 nChanged 9 SP:Iteration 2Q (19341.150000 sec): 3 clusters Score: Raw -30506.716070 + Penalty 2724.558476 = -27782.157594 nChanged 6 SP:Iteration 3Q (19341.370000 sec): 3 clusters Score: Raw -30581.437984 + Penalty 2724.558476 = -27856.879508 nChanged 4 SP:Iteration 4Q (19341.510000 sec): 3 clusters Score: Raw -30626.581321 + Penalty 2724.558476 = -27902.022845 nChanged 5 SP:Iteration 5Q (19341.730000 sec): 3 clusters Score: Raw -30696.873593 + Penalty 2724.558476 = -27972.315118 nChanged 4 SP:Iteration 6Q (19341.910000 sec): 3 clusters Score: Raw -30752.720254 + Penalty 2724.558476 = -28028.161778 nChanged 3 SP:Iteration 7Q (19342.120000 sec): 3 clusters Score: Raw -30769.837702 + Penalty 2724.558476 = -28045.279227 nChanged 0 SP:Iteration 8F (19342.270000 sec): 3 clusters Score: Raw -30769.837702 + Penalty 2724.558476 = -28045.279227 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19342.390000 sec): 2 clusters Score: Raw -43797.022671 + Penalty 1430.543607 = -42366.479065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19342.550000 sec): 3 clusters Score: Raw -43949.586506 + Penalty 2861.087214 = -41088.499292 nChanged 48 SP:Iteration 1F (19342.750000 sec): 3 clusters Score: Raw -44082.710083 + Penalty 2861.087214 = -41221.622870 nChanged 9 SP:Iteration 2Q (19342.900000 sec): 3 clusters Score: Raw -44110.344552 + Penalty 2861.087214 = -41249.257339 nChanged 4 SP:Iteration 3Q (19343.090000 sec): 3 clusters Score: Raw -44126.307745 + Penalty 2861.087214 = -41265.220531 nChanged 1 SP:Iteration 4Q (19343.260000 sec): 3 clusters Score: Raw -44135.771459 + Penalty 2861.087214 = -41274.684245 nChanged 1 SP:Iteration 5Q (19343.430000 sec): 3 clusters Score: Raw -44138.485078 + Penalty 2861.087214 = -41277.397864 nChanged 1 SP:Iteration 6Q (19343.600000 sec): 3 clusters Score: Raw -44141.100085 + Penalty 2861.087214 = -41280.012871 nChanged 0 SP:Iteration 7F (19343.770000 sec): 3 clusters Score: Raw -44141.100085 + Penalty 2861.087214 = -41280.012871 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19343.880000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19344.030000 sec): 3 clusters Score: Raw -89118.959166 + Penalty 3167.892142 = -85951.067023 nChanged 111 SP:Iteration 1F (19344.210000 sec): 3 clusters Score: Raw -89295.890299 + Penalty 3167.892142 = -86127.998157 nChanged 28 SP:Iteration 2Q (19344.400000 sec): 3 clusters Score: Raw -89342.454807 + Penalty 3167.892142 = -86174.562665 nChanged 13 SP:Iteration 3Q (19344.570000 sec): 3 clusters Score: Raw -89372.848517 + Penalty 3167.892142 = -86204.956374 nChanged 7 SP:Iteration 4Q (19344.750000 sec): 3 clusters Score: Raw -89384.651430 + Penalty 3167.892142 = -86216.759287 nChanged 3 SP:Iteration 5Q (19344.910000 sec): 3 clusters Score: Raw -89391.303680 + Penalty 3167.892142 = -86223.411538 nChanged 5 SP:Iteration 6Q (19345.100000 sec): 3 clusters Score: Raw -89401.685980 + Penalty 3167.892142 = -86233.793837 nChanged 1 SP:Iteration 7Q (19345.250000 sec): 3 clusters Score: Raw -89403.469646 + Penalty 3167.892142 = -86235.577503 nChanged 0 SP:Iteration 8F (19345.440000 sec): 3 clusters Score: Raw -89403.469646 + Penalty 3167.892142 = -86235.577503 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19345.490000 sec): 2 clusters Score: Raw -99014.453102 + Penalty 1616.748527 = -97397.704574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19345.680000 sec): 3 clusters Score: Raw -98937.877792 + Penalty 3233.497055 = -95704.380737 nChanged 156 SP:Iteration 1F (19345.820000 sec): 3 clusters Score: Raw -99215.873189 + Penalty 3233.497055 = -95982.376134 nChanged 51 SP:Iteration 2F (19346.010000 sec): 3 clusters Score: Raw -99324.651758 + Penalty 3233.497055 = -96091.154703 nChanged 18 SP:Iteration 3Q (19346.170000 sec): 3 clusters Score: Raw -99361.792916 + Penalty 3233.497055 = -96128.295861 nChanged 8 SP:Iteration 4Q (19346.390000 sec): 3 clusters Score: Raw -99377.050387 + Penalty 3233.497055 = -96143.553332 nChanged 9 SP:Iteration 5Q (19346.560000 sec): 3 clusters Score: Raw -99389.847076 + Penalty 3233.497055 = -96156.350021 nChanged 6 SP:Iteration 6Q (19346.730000 sec): 3 clusters Score: Raw -99404.899132 + Penalty 3233.497055 = -96171.402077 nChanged 7 SP:Iteration 7Q (19346.960000 sec): 3 clusters Score: Raw -99417.347160 + Penalty 3233.497055 = -96183.850105 nChanged 4 SP:Iteration 8Q (19347.110000 sec): 3 clusters Score: Raw -99424.427218 + Penalty 3233.497055 = -96190.930164 nChanged 5 SP:Iteration 9Q (19347.290000 sec): 3 clusters Score: Raw -99431.808218 + Penalty 3233.497055 = -96198.311163 nChanged 2 SP:Iteration 10Q (19347.490000 sec): 3 clusters Score: Raw -99434.701585 + Penalty 3233.497055 = -96201.204530 nChanged 1 SP:Iteration 11Q (19347.690000 sec): 3 clusters Score: Raw -99435.537662 + Penalty 3233.497055 = -96202.040607 nChanged 0 SP:Iteration 12F (19347.830000 sec): 3 clusters Score: Raw -99435.537662 + Penalty 3233.497055 = -96202.040607 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19347.950000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19348.180000 sec): 3 clusters Score: Raw -729714.701460 + Penalty 4206.856743 = -725507.844718 nChanged 1833 SP:Iteration 1F (19348.370000 sec): 3 clusters Score: Raw -730714.602090 + Penalty 4206.856743 = -726507.745347 nChanged 364 SP:Iteration 2F (19348.590000 sec): 3 clusters Score: Raw -730953.725073 + Penalty 4206.856743 = -726746.868330 nChanged 259 SP:Iteration 3F (19348.780000 sec): 3 clusters Score: Raw -731138.264568 + Penalty 4206.856743 = -726931.407825 nChanged 218 SP:Iteration 4Q (19349.010000 sec): 3 clusters Score: Raw -731302.741471 + Penalty 4206.856743 = -727095.884728 nChanged 198 SP:Iteration 5Q (19349.190000 sec): 3 clusters Score: Raw -731431.023505 + Penalty 4206.856743 = -727224.166762 nChanged 174 SP:Iteration 6Q (19349.430000 sec): 3 clusters Score: Raw -731556.125378 + Penalty 4206.856743 = -727349.268636 nChanged 156 SP:Iteration 7Q (19349.640000 sec): 3 clusters Score: Raw -731653.528172 + Penalty 4206.856743 = -727446.671429 nChanged 144 SP:Iteration 8Q (19349.840000 sec): 3 clusters Score: Raw -731739.807977 + Penalty 4206.856743 = -727532.951234 nChanged 127 SP:Iteration 9Q (19350.010000 sec): 3 clusters Score: Raw -731818.992192 + Penalty 4206.856743 = -727612.135449 nChanged 121 SP:Iteration 10Q (19350.180000 sec): 3 clusters Score: Raw -731899.360595 + Penalty 4206.856743 = -727692.503852 nChanged 120 SP:Iteration 11Q (19350.390000 sec): 3 clusters Score: Raw -731990.560009 + Penalty 4206.856743 = -727783.703267 nChanged 122 SP:Iteration 12Q (19350.590000 sec): 3 clusters Score: Raw -732072.251524 + Penalty 4206.856743 = -727865.394781 nChanged 100 SP:Iteration 13Q (19350.750000 sec): 3 clusters Score: Raw -732143.556699 + Penalty 4206.856743 = -727936.699956 nChanged 97 SP:Iteration 14Q (19350.920000 sec): 3 clusters Score: Raw -732219.143779 + Penalty 4206.856743 = -728012.287036 nChanged 81 SP:Iteration 15Q (19351.120000 sec): 3 clusters Score: Raw -732277.633603 + Penalty 4206.856743 = -728070.776861 nChanged 81 SP:Iteration 16Q (19351.310000 sec): 3 clusters Score: Raw -732342.451866 + Penalty 4206.856743 = -728135.595123 nChanged 76 SP:Iteration 17Q (19351.530000 sec): 3 clusters Score: Raw -732403.491395 + Penalty 4206.856743 = -728196.634652 nChanged 64 SP:Iteration 18Q (19351.710000 sec): 3 clusters Score: Raw -732456.028255 + Penalty 4206.856743 = -728249.171512 nChanged 51 SP:Iteration 19Q (19351.910000 sec): 3 clusters Score: Raw -732496.085745 + Penalty 4206.856743 = -728289.229002 nChanged 41 SP:Iteration 20F (19352.070000 sec): 3 clusters Score: Raw -732526.289780 + Penalty 4206.856743 = -728319.433037 nChanged 28 SP:Iteration 21Q (19352.280000 sec): 3 clusters Score: Raw -732541.965375 + Penalty 4206.856743 = -728335.108632 nChanged 15 SP:Iteration 22Q (19352.470000 sec): 3 clusters Score: Raw -732554.403653 + Penalty 4206.856743 = -728347.546910 nChanged 21 SP:Iteration 23Q (19352.640000 sec): 3 clusters Score: Raw -732570.696237 + Penalty 4206.856743 = -728363.839494 nChanged 14 SP:Iteration 24Q (19352.850000 sec): 3 clusters Score: Raw -732580.846093 + Penalty 4206.856743 = -728373.989350 nChanged 9 SP:Iteration 25Q (19353.020000 sec): 3 clusters Score: Raw -732587.618302 + Penalty 4206.856743 = -728380.761559 nChanged 9 SP:Iteration 26Q (19353.240000 sec): 3 clusters Score: Raw -732601.277525 + Penalty 4206.856743 = -728394.420783 nChanged 13 SP:Iteration 27Q (19353.440000 sec): 3 clusters Score: Raw -732608.485870 + Penalty 4206.856743 = -728401.629127 nChanged 7 SP:Iteration 28Q (19353.580000 sec): 3 clusters Score: Raw -732611.942493 + Penalty 4206.856743 = -728405.085750 nChanged 2 SP:Iteration 29Q (19353.810000 sec): 3 clusters Score: Raw -732613.284855 + Penalty 4206.856743 = -728406.428112 nChanged 1 SP:Iteration 30Q (19354.030000 sec): 3 clusters Score: Raw -732614.130187 + Penalty 4206.856743 = -728407.273444 nChanged 4 SP:Iteration 31Q (19354.220000 sec): 3 clusters Score: Raw -732617.428602 + Penalty 4206.856743 = -728410.571859 nChanged 2 SP:Iteration 32Q (19354.430000 sec): 3 clusters Score: Raw -732618.693222 + Penalty 4206.856743 = -728411.836479 nChanged 1 SP:Iteration 33Q (19354.590000 sec): 3 clusters Score: Raw -732620.050389 + Penalty 4206.856743 = -728413.193646 nChanged 1 SP:Iteration 34Q (19354.790000 sec): 3 clusters Score: Raw -732621.023129 + Penalty 4206.856743 = -728414.166386 nChanged 1 SP:Iteration 35Q (19355.010000 sec): 3 clusters Score: Raw -732621.255980 + Penalty 4206.856743 = -728414.399237 nChanged 1 SP:Iteration 36Q (19355.220000 sec): 3 clusters Score: Raw -732621.939589 + Penalty 4206.856743 = -728415.082847 nChanged 0 SP:Iteration 37F (19355.420000 sec): 3 clusters Score: Raw -732621.939589 + Penalty 4206.856743 = -728415.082847 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19355.700000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19356.120000 sec): 3 clusters Score: Raw -6907596.349444 + Penalty 5299.447940 = -6902296.901504 nChanged 20006 SP:Iteration 1F (19356.540000 sec): 3 clusters Score: Raw -6918415.872887 + Penalty 5299.447940 = -6913116.424947 nChanged 1621 SP:Iteration 2Q (19356.910000 sec): 3 clusters Score: Raw -6918828.479006 + Penalty 5299.447940 = -6913529.031066 nChanged 1551 SP:Iteration 3Q (19357.370000 sec): 3 clusters Score: Raw -6919234.977647 + Penalty 5299.447940 = -6913935.529706 nChanged 1520 SP:Iteration 4Q (19357.810000 sec): 3 clusters Score: Raw -6919644.852316 + Penalty 5299.447940 = -6914345.404376 nChanged 1567 SP:Iteration 5Q (19358.260000 sec): 3 clusters Score: Raw -6920141.169086 + Penalty 5299.447940 = -6914841.721146 nChanged 1772 SP:Iteration 6Q (19358.720000 sec): 3 clusters Score: Raw -6920813.572359 + Penalty 5299.447940 = -6915514.124419 nChanged 2134 SP:Iteration 7Q (19359.140000 sec): 3 clusters Score: Raw -6921792.219840 + Penalty 5299.447940 = -6916492.771900 nChanged 2392 SP:Iteration 8F (19359.580000 sec): 3 clusters Score: Raw -6923096.154020 + Penalty 5299.447940 = -6917796.706080 nChanged 2715 SP:Iteration 9F (19359.950000 sec): 3 clusters Score: Raw -6924831.341727 + Penalty 5299.447940 = -6919531.893787 nChanged 2865 SP:Iteration 10F (19360.330000 sec): 3 clusters Score: Raw -6926849.766480 + Penalty 5299.447940 = -6921550.318539 nChanged 2669 SP:Iteration 11F (19360.750000 sec): 3 clusters Score: Raw -6928831.606343 + Penalty 5299.447940 = -6923532.158402 nChanged 2268 SP:Iteration 12F (19361.160000 sec): 3 clusters Score: Raw -6930552.747152 + Penalty 5299.447940 = -6925253.299212 nChanged 1744 SP:Iteration 13Q (19361.560000 sec): 3 clusters Score: Raw -6931952.719003 + Penalty 5299.447940 = -6926653.271063 nChanged 1338 SP:Iteration 14Q (19361.930000 sec): 3 clusters Score: Raw -6933065.874780 + Penalty 5299.447940 = -6927766.426839 nChanged 829 SP:Iteration 15Q (19362.380000 sec): 3 clusters Score: Raw -6933754.734008 + Penalty 5299.447940 = -6928455.286068 nChanged 484 SP:Iteration 16Q (19362.730000 sec): 3 clusters Score: Raw -6934214.075339 + Penalty 5299.447940 = -6928914.627399 nChanged 244 SP:Iteration 17Q (19363.200000 sec): 3 clusters Score: Raw -6934500.809546 + Penalty 5299.447940 = -6929201.361606 nChanged 152 SP:Iteration 18Q (19363.640000 sec): 3 clusters Score: Raw -6934661.870743 + Penalty 5299.447940 = -6929362.422802 nChanged 123 SP:Iteration 19Q (19364.000000 sec): 3 clusters Score: Raw -6934774.168212 + Penalty 5299.447940 = -6929474.720272 nChanged 85 SP:Iteration 20F (19364.400000 sec): 3 clusters Score: Raw -6934850.935483 + Penalty 5299.447940 = -6929551.487543 nChanged 77 SP:Iteration 21Q (19364.800000 sec): 3 clusters Score: Raw -6934920.405248 + Penalty 5299.447940 = -6929620.957307 nChanged 73 SP:Iteration 22Q (19365.230000 sec): 3 clusters Score: Raw -6934970.049395 + Penalty 5299.447940 = -6929670.601455 nChanged 47 SP:Iteration 23Q (19365.640000 sec): 3 clusters Score: Raw -6934995.426723 + Penalty 5299.447940 = -6929695.978782 nChanged 32 SP:Iteration 24Q (19366.060000 sec): 3 clusters Score: Raw -6935009.726810 + Penalty 5299.447940 = -6929710.278870 nChanged 16 SP:Iteration 25Q (19366.380000 sec): 3 clusters Score: Raw -6935015.942508 + Penalty 5299.447940 = -6929716.494568 nChanged 17 SP:Iteration 26Q (19366.720000 sec): 3 clusters Score: Raw -6935023.698686 + Penalty 5299.447940 = -6929724.250745 nChanged 11 SP:Iteration 27Q (19367.060000 sec): 3 clusters Score: Raw -6935029.126534 + Penalty 5299.447940 = -6929729.678594 nChanged 5 SP:Iteration 28Q (19367.450000 sec): 3 clusters Score: Raw -6935032.011284 + Penalty 5299.447940 = -6929732.563343 nChanged 4 SP:Iteration 29Q (19367.840000 sec): 3 clusters Score: Raw -6935034.666267 + Penalty 5299.447940 = -6929735.218327 nChanged 4 SP:Iteration 30Q (19368.190000 sec): 3 clusters Score: Raw -6935035.912600 + Penalty 5299.447940 = -6929736.464660 nChanged 4 SP:Iteration 31Q (19368.600000 sec): 3 clusters Score: Raw -6935036.978187 + Penalty 5299.447940 = -6929737.530247 nChanged 1 SP:Iteration 32Q (19368.950000 sec): 3 clusters Score: Raw -6935037.095077 + Penalty 5299.447940 = -6929737.647137 nChanged 0 SP:Iteration 33F (19369.320000 sec): 3 clusters Score: Raw -6935037.095077 + Penalty 5299.447940 = -6929737.647137 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19369.460000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19369.690000 sec): 3 clusters Score: Raw -1447245.731108 + Penalty 4520.076892 = -1442725.654217 nChanged 3689 SP:Iteration 1F (19369.920000 sec): 3 clusters Score: Raw -1449193.464632 + Penalty 4520.076892 = -1444673.387741 nChanged 528 SP:Iteration 2F (19370.160000 sec): 3 clusters Score: Raw -1449447.692580 + Penalty 4520.076892 = -1444927.615688 nChanged 433 SP:Iteration 3Q (19370.360000 sec): 3 clusters Score: Raw -1449655.695901 + Penalty 4520.076892 = -1445135.619010 nChanged 395 SP:Iteration 4Q (19370.620000 sec): 3 clusters Score: Raw -1449849.775278 + Penalty 4520.076892 = -1445329.698386 nChanged 376 SP:Iteration 5Q (19370.860000 sec): 3 clusters Score: Raw -1450044.599669 + Penalty 4520.076892 = -1445524.522777 nChanged 364 SP:Iteration 6Q (19371.100000 sec): 3 clusters Score: Raw -1450251.072208 + Penalty 4520.076892 = -1445730.995317 nChanged 390 SP:Iteration 7Q (19371.380000 sec): 3 clusters Score: Raw -1450485.848855 + Penalty 4520.076892 = -1445965.771963 nChanged 396 SP:Iteration 8Q (19371.620000 sec): 3 clusters Score: Raw -1450750.632786 + Penalty 4520.076892 = -1446230.555895 nChanged 398 SP:Iteration 9Q (19371.870000 sec): 3 clusters Score: Raw -1451025.075556 + Penalty 4520.076892 = -1446504.998664 nChanged 405 SP:Iteration 10Q (19372.100000 sec): 3 clusters Score: Raw -1451334.549985 + Penalty 4520.076892 = -1446814.473093 nChanged 360 SP:Iteration 11Q (19372.370000 sec): 3 clusters Score: Raw -1451616.718541 + Penalty 4520.076892 = -1447096.641649 nChanged 275 SP:Iteration 12Q (19372.600000 sec): 3 clusters Score: Raw -1451834.445214 + Penalty 4520.076892 = -1447314.368323 nChanged 192 SP:Iteration 13Q (19372.860000 sec): 3 clusters Score: Raw -1451988.490450 + Penalty 4520.076892 = -1447468.413559 nChanged 122 SP:Iteration 14Q (19373.090000 sec): 3 clusters Score: Raw -1452084.082952 + Penalty 4520.076892 = -1447564.006061 nChanged 93 SP:Iteration 15Q (19373.280000 sec): 3 clusters Score: Raw -1452165.232693 + Penalty 4520.076892 = -1447645.155801 nChanged 69 SP:Iteration 16Q (19373.540000 sec): 3 clusters Score: Raw -1452226.238485 + Penalty 4520.076892 = -1447706.161594 nChanged 48 SP:Iteration 17Q (19373.800000 sec): 3 clusters Score: Raw -1452265.523028 + Penalty 4520.076892 = -1447745.446136 nChanged 28 SP:Iteration 18Q (19373.990000 sec): 3 clusters Score: Raw -1452289.682317 + Penalty 4520.076892 = -1447769.605426 nChanged 24 SP:Iteration 19Q (19374.240000 sec): 3 clusters Score: Raw -1452311.728689 + Penalty 4520.076892 = -1447791.651797 nChanged 25 SP:Iteration 20F (19374.480000 sec): 3 clusters Score: Raw -1452335.295348 + Penalty 4520.076892 = -1447815.218457 nChanged 15 SP:Iteration 21Q (19374.730000 sec): 3 clusters Score: Raw -1452350.547704 + Penalty 4520.076892 = -1447830.470813 nChanged 16 SP:Iteration 22Q (19374.940000 sec): 3 clusters Score: Raw -1452362.269263 + Penalty 4520.076892 = -1447842.192372 nChanged 10 SP:Iteration 23Q (19375.170000 sec): 3 clusters Score: Raw -1452372.364211 + Penalty 4520.076892 = -1447852.287320 nChanged 4 SP:Iteration 24Q (19375.440000 sec): 3 clusters Score: Raw -1452376.387391 + Penalty 4520.076892 = -1447856.310499 nChanged 5 SP:Iteration 25Q (19375.620000 sec): 3 clusters Score: Raw -1452380.934440 + Penalty 4520.076892 = -1447860.857549 nChanged 6 SP:Iteration 26Q (19375.820000 sec): 3 clusters Score: Raw -1452386.649876 + Penalty 4520.076892 = -1447866.572985 nChanged 8 SP:Iteration 27Q (19376.020000 sec): 3 clusters Score: Raw -1452395.279071 + Penalty 4520.076892 = -1447875.202179 nChanged 7 SP:Iteration 28Q (19376.280000 sec): 3 clusters Score: Raw -1452401.071400 + Penalty 4520.076892 = -1447880.994509 nChanged 7 SP:Iteration 29Q (19376.480000 sec): 3 clusters Score: Raw -1452406.869192 + Penalty 4520.076892 = -1447886.792301 nChanged 6 SP:Iteration 30Q (19376.720000 sec): 3 clusters Score: Raw -1452412.167666 + Penalty 4520.076892 = -1447892.090775 nChanged 4 SP:Iteration 31Q (19376.920000 sec): 3 clusters Score: Raw -1452416.409648 + Penalty 4520.076892 = -1447896.332757 nChanged 2 SP:Iteration 32Q (19377.170000 sec): 3 clusters Score: Raw -1452418.685207 + Penalty 4520.076892 = -1447898.608315 nChanged 1 SP:Iteration 33Q (19377.390000 sec): 3 clusters Score: Raw -1452419.794413 + Penalty 4520.076892 = -1447899.717521 nChanged 1 SP:Iteration 34Q (19377.640000 sec): 3 clusters Score: Raw -1452420.737766 + Penalty 4520.076892 = -1447900.660875 nChanged 0 SP:Iteration 35F (19377.800000 sec): 3 clusters Score: Raw -1452420.737766 + Penalty 4520.076892 = -1447900.660875 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19377.890000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19378.080000 sec): 3 clusters Score: Raw -110366.752996 + Penalty 3261.237617 = -107105.515379 nChanged 176 SP:Iteration 1F (19378.240000 sec): 3 clusters Score: Raw -110649.603931 + Penalty 3261.237617 = -107388.366314 nChanged 44 SP:Iteration 2F (19378.470000 sec): 3 clusters Score: Raw -110749.207522 + Penalty 3261.237617 = -107487.969905 nChanged 30 SP:Iteration 3Q (19378.650000 sec): 3 clusters Score: Raw -110838.592213 + Penalty 3261.237617 = -107577.354596 nChanged 20 SP:Iteration 4Q (19378.840000 sec): 3 clusters Score: Raw -110901.180620 + Penalty 3261.237617 = -107639.943004 nChanged 18 SP:Iteration 5Q (19379.040000 sec): 3 clusters Score: Raw -110947.442361 + Penalty 3261.237617 = -107686.204744 nChanged 10 SP:Iteration 6Q (19379.200000 sec): 3 clusters Score: Raw -110973.996726 + Penalty 3261.237617 = -107712.759109 nChanged 9 SP:Iteration 7Q (19379.410000 sec): 3 clusters Score: Raw -111014.229161 + Penalty 3261.237617 = -107752.991544 nChanged 14 SP:Iteration 8Q (19379.620000 sec): 3 clusters Score: Raw -111042.245061 + Penalty 3261.237617 = -107781.007444 nChanged 14 SP:Iteration 9Q (19379.820000 sec): 3 clusters Score: Raw -111072.283631 + Penalty 3261.237617 = -107811.046015 nChanged 10 SP:Iteration 10Q (19379.980000 sec): 3 clusters Score: Raw -111107.759259 + Penalty 3261.237617 = -107846.521642 nChanged 14 SP:Iteration 11Q (19380.200000 sec): 3 clusters Score: Raw -111137.585340 + Penalty 3261.237617 = -107876.347723 nChanged 15 SP:Iteration 12Q (19380.380000 sec): 3 clusters Score: Raw -111158.965456 + Penalty 3261.237617 = -107897.727839 nChanged 10 SP:Iteration 13Q (19380.530000 sec): 3 clusters Score: Raw -111178.520484 + Penalty 3261.237617 = -107917.282867 nChanged 9 SP:Iteration 14Q (19380.720000 sec): 3 clusters Score: Raw -111188.922984 + Penalty 3261.237617 = -107927.685367 nChanged 3 SP:Iteration 15Q (19380.890000 sec): 3 clusters Score: Raw -111196.170228 + Penalty 3261.237617 = -107934.932611 nChanged 5 SP:Iteration 16Q (19381.120000 sec): 3 clusters Score: Raw -111204.094253 + Penalty 3261.237617 = -107942.856636 nChanged 4 SP:Iteration 17Q (19381.340000 sec): 3 clusters Score: Raw -111209.801201 + Penalty 3261.237617 = -107948.563584 nChanged 4 SP:Iteration 18Q (19381.490000 sec): 3 clusters Score: Raw -111217.139643 + Penalty 3261.237617 = -107955.902026 nChanged 10 SP:Iteration 19Q (19381.740000 sec): 3 clusters Score: Raw -111237.826748 + Penalty 3261.237617 = -107976.589131 nChanged 10 SP:Iteration 20F (19381.880000 sec): 3 clusters Score: Raw -111254.509173 + Penalty 3261.237617 = -107993.271556 nChanged 11 SP:Iteration 21Q (19382.130000 sec): 3 clusters Score: Raw -111281.387923 + Penalty 3261.237617 = -108020.150306 nChanged 14 SP:Iteration 22Q (19382.320000 sec): 3 clusters Score: Raw -111316.169756 + Penalty 3261.237617 = -108054.932139 nChanged 15 SP:Iteration 23Q (19382.450000 sec): 3 clusters Score: Raw -111348.404584 + Penalty 3261.237617 = -108087.166967 nChanged 13 SP:Iteration 24Q (19382.630000 sec): 3 clusters Score: Raw -111381.961074 + Penalty 3261.237617 = -108120.723457 nChanged 13 SP:Iteration 25Q (19382.810000 sec): 3 clusters Score: Raw -111435.926908 + Penalty 3261.237617 = -108174.689292 nChanged 12 SP:Iteration 26Q (19383.000000 sec): 3 clusters Score: Raw -111468.354923 + Penalty 3261.237617 = -108207.117306 nChanged 7 SP:Iteration 27Q (19383.220000 sec): 3 clusters Score: Raw -111482.756103 + Penalty 3261.237617 = -108221.518486 nChanged 1 SP:Iteration 28Q (19383.390000 sec): 3 clusters Score: Raw -111483.537200 + Penalty 3261.237617 = -108222.299583 nChanged 1 SP:Iteration 29Q (19383.560000 sec): 3 clusters Score: Raw -111484.695984 + Penalty 3261.237617 = -108223.458367 nChanged 0 SP:Iteration 30F (19383.730000 sec): 3 clusters Score: Raw -111484.695984 + Penalty 3261.237617 = -108223.458367 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19383.860000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19384.100000 sec): 3 clusters Score: Raw -1477724.057879 + Penalty 4530.517105 = -1473193.540774 nChanged 3784 SP:Iteration 1F (19384.340000 sec): 3 clusters Score: Raw -1479648.301561 + Penalty 4530.517105 = -1475117.784456 nChanged 534 SP:Iteration 2F (19384.540000 sec): 3 clusters Score: Raw -1479879.284183 + Penalty 4530.517105 = -1475348.767078 nChanged 412 SP:Iteration 3Q (19384.760000 sec): 3 clusters Score: Raw -1480052.637201 + Penalty 4530.517105 = -1475522.120096 nChanged 335 SP:Iteration 4Q (19384.970000 sec): 3 clusters Score: Raw -1480197.435283 + Penalty 4530.517105 = -1475666.918178 nChanged 287 SP:Iteration 5Q (19385.210000 sec): 3 clusters Score: Raw -1480308.835320 + Penalty 4530.517105 = -1475778.318215 nChanged 271 SP:Iteration 6Q (19385.460000 sec): 3 clusters Score: Raw -1480412.107138 + Penalty 4530.517105 = -1475881.590033 nChanged 266 SP:Iteration 7Q (19385.690000 sec): 3 clusters Score: Raw -1480516.601307 + Penalty 4530.517105 = -1475986.084202 nChanged 242 SP:Iteration 8Q (19385.890000 sec): 3 clusters Score: Raw -1480617.474735 + Penalty 4530.517105 = -1476086.957630 nChanged 234 SP:Iteration 9Q (19386.120000 sec): 3 clusters Score: Raw -1480712.771315 + Penalty 4530.517105 = -1476182.254211 nChanged 226 SP:Iteration 10Q (19386.370000 sec): 3 clusters Score: Raw -1480797.995959 + Penalty 4530.517105 = -1476267.478854 nChanged 212 SP:Iteration 11Q (19386.600000 sec): 3 clusters Score: Raw -1480878.423736 + Penalty 4530.517105 = -1476347.906631 nChanged 192 SP:Iteration 12Q (19386.840000 sec): 3 clusters Score: Raw -1480955.854503 + Penalty 4530.517105 = -1476425.337399 nChanged 202 SP:Iteration 13Q (19387.070000 sec): 3 clusters Score: Raw -1481037.433209 + Penalty 4530.517105 = -1476506.916104 nChanged 202 SP:Iteration 14Q (19387.300000 sec): 3 clusters Score: Raw -1481120.057432 + Penalty 4530.517105 = -1476589.540328 nChanged 202 SP:Iteration 15Q (19387.560000 sec): 3 clusters Score: Raw -1481216.212463 + Penalty 4530.517105 = -1476685.695358 nChanged 189 SP:Iteration 16Q (19387.750000 sec): 3 clusters Score: Raw -1481303.050849 + Penalty 4530.517105 = -1476772.533744 nChanged 191 SP:Iteration 17Q (19387.980000 sec): 3 clusters Score: Raw -1481389.908237 + Penalty 4530.517105 = -1476859.391132 nChanged 190 SP:Iteration 18Q (19388.230000 sec): 3 clusters Score: Raw -1481475.169994 + Penalty 4530.517105 = -1476944.652889 nChanged 183 SP:Iteration 19Q (19388.480000 sec): 3 clusters Score: Raw -1481554.448327 + Penalty 4530.517105 = -1477023.931222 nChanged 197 SP:Iteration 20F (19388.690000 sec): 3 clusters Score: Raw -1481649.917006 + Penalty 4530.517105 = -1477119.399902 nChanged 215 SP:Iteration 21Q (19388.910000 sec): 3 clusters Score: Raw -1481752.938037 + Penalty 4530.517105 = -1477222.420932 nChanged 194 SP:Iteration 22Q (19389.130000 sec): 3 clusters Score: Raw -1481851.630736 + Penalty 4530.517105 = -1477321.113631 nChanged 216 SP:Iteration 23Q (19389.400000 sec): 3 clusters Score: Raw -1481961.816303 + Penalty 4530.517105 = -1477431.299198 nChanged 203 SP:Iteration 24Q (19389.660000 sec): 3 clusters Score: Raw -1482067.969851 + Penalty 4530.517105 = -1477537.452747 nChanged 192 SP:Iteration 25Q (19389.830000 sec): 3 clusters Score: Raw -1482179.039044 + Penalty 4530.517105 = -1477648.521939 nChanged 205 SP:Iteration 26Q (19390.090000 sec): 3 clusters Score: Raw -1482299.591525 + Penalty 4530.517105 = -1477769.074421 nChanged 188 SP:Iteration 27Q (19390.350000 sec): 3 clusters Score: Raw -1482410.955376 + Penalty 4530.517105 = -1477880.438271 nChanged 172 SP:Iteration 28Q (19390.580000 sec): 3 clusters Score: Raw -1482509.636678 + Penalty 4530.517105 = -1477979.119574 nChanged 146 SP:Iteration 29Q (19390.810000 sec): 3 clusters Score: Raw -1482587.936115 + Penalty 4530.517105 = -1478057.419010 nChanged 117 SP:Iteration 30Q (19391.070000 sec): 3 clusters Score: Raw -1482655.477761 + Penalty 4530.517105 = -1478124.960656 nChanged 111 SP:Iteration 31Q (19391.310000 sec): 3 clusters Score: Raw -1482718.430262 + Penalty 4530.517105 = -1478187.913157 nChanged 77 SP:Iteration 32Q (19391.500000 sec): 3 clusters Score: Raw -1482764.372309 + Penalty 4530.517105 = -1478233.855205 nChanged 70 SP:Iteration 33Q (19391.730000 sec): 3 clusters Score: Raw -1482810.831717 + Penalty 4530.517105 = -1478280.314612 nChanged 67 SP:Iteration 34Q (19391.920000 sec): 3 clusters Score: Raw -1482848.255974 + Penalty 4530.517105 = -1478317.738869 nChanged 61 SP:Iteration 35Q (19392.140000 sec): 3 clusters Score: Raw -1482889.073599 + Penalty 4530.517105 = -1478358.556494 nChanged 56 SP:Iteration 36Q (19392.380000 sec): 3 clusters Score: Raw -1482928.346761 + Penalty 4530.517105 = -1478397.829656 nChanged 53 SP:Iteration 37Q (19392.590000 sec): 3 clusters Score: Raw -1482966.267917 + Penalty 4530.517105 = -1478435.750812 nChanged 46 SP:Iteration 38Q (19392.810000 sec): 3 clusters Score: Raw -1482997.221521 + Penalty 4530.517105 = -1478466.704417 nChanged 43 SP:Iteration 39Q (19393.070000 sec): 3 clusters Score: Raw -1483023.609447 + Penalty 4530.517105 = -1478493.092343 nChanged 30 SP:Iteration 40F (19393.330000 sec): 3 clusters Score: Raw -1483044.004466 + Penalty 4530.517105 = -1478513.487362 nChanged 32 SP:Iteration 41Q (19393.520000 sec): 3 clusters Score: Raw -1483068.879601 + Penalty 4530.517105 = -1478538.362496 nChanged 32 SP:Iteration 42Q (19393.770000 sec): 3 clusters Score: Raw -1483091.923260 + Penalty 4530.517105 = -1478561.406155 nChanged 31 SP:Iteration 43Q (19394.020000 sec): 3 clusters Score: Raw -1483117.249165 + Penalty 4530.517105 = -1478586.732061 nChanged 26 SP:Iteration 44Q (19394.210000 sec): 3 clusters Score: Raw -1483136.382115 + Penalty 4530.517105 = -1478605.865011 nChanged 21 SP:Iteration 45Q (19394.440000 sec): 3 clusters Score: Raw -1483155.130269 + Penalty 4530.517105 = -1478624.613164 nChanged 27 SP:Iteration 46Q (19394.670000 sec): 3 clusters Score: Raw -1483174.425153 + Penalty 4530.517105 = -1478643.908048 nChanged 14 SP:Iteration 47Q (19394.880000 sec): 3 clusters Score: Raw -1483183.792953 + Penalty 4530.517105 = -1478653.275848 nChanged 6 SP:Iteration 48Q (19395.100000 sec): 3 clusters Score: Raw -1483188.649523 + Penalty 4530.517105 = -1478658.132418 nChanged 10 SP:Iteration 49Q (19395.290000 sec): 3 clusters Score: Raw -1483195.217204 + Penalty 4530.517105 = -1478664.700099 nChanged 7 SP:Iteration 50Q (19395.500000 sec): 3 clusters Score: Raw -1483198.602131 + Penalty 4530.517105 = -1478668.085026 nChanged 6 SP:Iteration 51Q (19395.690000 sec): 3 clusters Score: Raw -1483201.982472 + Penalty 4530.517105 = -1478671.465367 nChanged 4 SP:Iteration 52Q (19395.920000 sec): 3 clusters Score: Raw -1483204.387453 + Penalty 4530.517105 = -1478673.870348 nChanged 4 SP:Iteration 53Q (19396.120000 sec): 3 clusters Score: Raw -1483206.922005 + Penalty 4530.517105 = -1478676.404900 nChanged 4 SP:Iteration 54Q (19396.370000 sec): 3 clusters Score: Raw -1483210.091031 + Penalty 4530.517105 = -1478679.573927 nChanged 2 SP:Iteration 55Q (19396.610000 sec): 3 clusters Score: Raw -1483211.111618 + Penalty 4530.517105 = -1478680.594513 nChanged 0 SP:Iteration 56F (19396.810000 sec): 3 clusters Score: Raw -1483211.111618 + Penalty 4530.517105 = -1478680.594513 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19397.190000 sec): 2 clusters Score: Raw -12227815.637909 + Penalty 2785.399787 = -12225030.238122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19397.760000 sec): 3 clusters Score: Raw -12179964.573794 + Penalty 5570.799574 = -12174393.774220 nChanged 35422 SP:Iteration 1F (19398.360000 sec): 3 clusters Score: Raw -12200374.060917 + Penalty 5570.799574 = -12194803.261344 nChanged 3388 SP:Iteration 2Q (19398.940000 sec): 3 clusters Score: Raw -12201667.227905 + Penalty 5570.799574 = -12196096.428331 nChanged 4035 SP:Iteration 3F (19399.500000 sec): 3 clusters Score: Raw -12203588.202973 + Penalty 5570.799574 = -12198017.403399 nChanged 4797 SP:Iteration 4F (19400.030000 sec): 3 clusters Score: Raw -12206434.843661 + Penalty 5570.799574 = -12200864.044087 nChanged 5598 SP:Iteration 5F (19400.610000 sec): 3 clusters Score: Raw -12210351.219640 + Penalty 5570.799574 = -12204780.420066 nChanged 5600 SP:Iteration 6F (19401.160000 sec): 3 clusters Score: Raw -12214847.272192 + Penalty 5570.799574 = -12209276.472619 nChanged 5089 SP:Iteration 7F (19401.700000 sec): 3 clusters Score: Raw -12219108.332629 + Penalty 5570.799574 = -12213537.533055 nChanged 3952 SP:Iteration 8F (19402.230000 sec): 3 clusters Score: Raw -12222286.020335 + Penalty 5570.799574 = -12216715.220761 nChanged 2774 SP:Iteration 9Q (19402.810000 sec): 3 clusters Score: Raw -12224441.073127 + Penalty 5570.799574 = -12218870.273553 nChanged 1921 SP:Iteration 10Q (19403.370000 sec): 3 clusters Score: Raw -12225888.417878 + Penalty 5570.799574 = -12220317.618304 nChanged 1299 SP:Iteration 11Q (19403.910000 sec): 3 clusters Score: Raw -12226853.533665 + Penalty 5570.799574 = -12221282.734092 nChanged 838 SP:Iteration 12Q (19404.450000 sec): 3 clusters Score: Raw -12227487.374673 + Penalty 5570.799574 = -12221916.575099 nChanged 572 SP:Iteration 13Q (19404.990000 sec): 3 clusters Score: Raw -12227933.890056 + Penalty 5570.799574 = -12222363.090482 nChanged 444 SP:Iteration 14Q (19405.590000 sec): 3 clusters Score: Raw -12228351.057485 + Penalty 5570.799574 = -12222780.257911 nChanged 347 SP:Iteration 15Q (19406.140000 sec): 3 clusters Score: Raw -12228657.913449 + Penalty 5570.799574 = -12223087.113875 nChanged 250 SP:Iteration 16Q (19406.650000 sec): 3 clusters Score: Raw -12228831.669286 + Penalty 5570.799574 = -12223260.869712 nChanged 200 SP:Iteration 17Q (19407.150000 sec): 3 clusters Score: Raw -12228958.393869 + Penalty 5570.799574 = -12223387.594295 nChanged 160 SP:Iteration 18Q (19407.680000 sec): 3 clusters Score: Raw -12229042.246946 + Penalty 5570.799574 = -12223471.447372 nChanged 119 SP:Iteration 19Q (19408.250000 sec): 3 clusters Score: Raw -12229091.594429 + Penalty 5570.799574 = -12223520.794855 nChanged 93 SP:Iteration 20F (19408.830000 sec): 3 clusters Score: Raw -12229119.716905 + Penalty 5570.799574 = -12223548.917332 nChanged 66 SP:Iteration 21Q (19409.350000 sec): 3 clusters Score: Raw -12229138.066568 + Penalty 5570.799574 = -12223567.266995 nChanged 45 SP:Iteration 22Q (19409.890000 sec): 3 clusters Score: Raw -12229148.944638 + Penalty 5570.799574 = -12223578.145064 nChanged 37 SP:Iteration 23Q (19410.400000 sec): 3 clusters Score: Raw -12229156.273797 + Penalty 5570.799574 = -12223585.474224 nChanged 22 SP:Iteration 24Q (19410.930000 sec): 3 clusters Score: Raw -12229160.450143 + Penalty 5570.799574 = -12223589.650569 nChanged 25 SP:Iteration 25Q (19411.460000 sec): 3 clusters Score: Raw -12229166.295972 + Penalty 5570.799574 = -12223595.496398 nChanged 17 SP:Iteration 26Q (19411.930000 sec): 3 clusters Score: Raw -12229170.188939 + Penalty 5570.799574 = -12223599.389365 nChanged 14 SP:Iteration 27Q (19412.430000 sec): 3 clusters Score: Raw -12229173.010983 + Penalty 5570.799574 = -12223602.211409 nChanged 14 SP:Iteration 28Q (19412.910000 sec): 3 clusters Score: Raw -12229175.418880 + Penalty 5570.799574 = -12223604.619306 nChanged 13 SP:Iteration 29Q (19413.410000 sec): 3 clusters Score: Raw -12229177.488877 + Penalty 5570.799574 = -12223606.689304 nChanged 13 SP:Iteration 30Q (19413.960000 sec): 3 clusters Score: Raw -12229179.497389 + Penalty 5570.799574 = -12223608.697815 nChanged 7 SP:Iteration 31Q (19414.530000 sec): 3 clusters Score: Raw -12229180.678435 + Penalty 5570.799574 = -12223609.878861 nChanged 7 SP:Iteration 32Q (19415.040000 sec): 3 clusters Score: Raw -12229181.753922 + Penalty 5570.799574 = -12223610.954348 nChanged 4 SP:Iteration 33Q (19415.560000 sec): 3 clusters Score: Raw -12229182.285094 + Penalty 5570.799574 = -12223611.485520 nChanged 3 SP:Iteration 34Q (19416.100000 sec): 3 clusters Score: Raw -12229182.649860 + Penalty 5570.799574 = -12223611.850286 nChanged 5 SP:Iteration 35Q (19416.610000 sec): 3 clusters Score: Raw -12229183.212863 + Penalty 5570.799574 = -12223612.413289 nChanged 2 SP:Iteration 36Q (19417.060000 sec): 3 clusters Score: Raw -12229183.514754 + Penalty 5570.799574 = -12223612.715180 nChanged 1 SP:Iteration 37Q (19417.540000 sec): 3 clusters Score: Raw -12229183.598808 + Penalty 5570.799574 = -12223612.799234 nChanged 1 SP:Iteration 38Q (19418.070000 sec): 3 clusters Score: Raw -12229183.674114 + Penalty 5570.799574 = -12223612.874540 nChanged 0 SP:Iteration 39F (19418.600000 sec): 3 clusters Score: Raw -12229183.674114 + Penalty 5570.799574 = -12223612.874540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19418.770000 sec): 2 clusters Score: Raw -2295579.513276 + Penalty 2385.578006 = -2293193.935270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19419.020000 sec): 3 clusters Score: Raw -2287100.086068 + Penalty 4771.156011 = -2282328.930057 nChanged 6557 SP:Iteration 1F (19419.300000 sec): 3 clusters Score: Raw -2290695.540165 + Penalty 4771.156011 = -2285924.384153 nChanged 995 SP:Iteration 2F (19419.610000 sec): 3 clusters Score: Raw -2291211.208021 + Penalty 4771.156011 = -2286440.052010 nChanged 840 SP:Iteration 3F (19419.840000 sec): 3 clusters Score: Raw -2291776.544116 + Penalty 4771.156011 = -2287005.388104 nChanged 880 SP:Iteration 4F (19420.100000 sec): 3 clusters Score: Raw -2292391.060465 + Penalty 4771.156011 = -2287619.904454 nChanged 971 SP:Iteration 5F (19420.360000 sec): 3 clusters Score: Raw -2293073.323898 + Penalty 4771.156011 = -2288302.167887 nChanged 943 SP:Iteration 6F (19420.620000 sec): 3 clusters Score: Raw -2293733.172970 + Penalty 4771.156011 = -2288962.016959 nChanged 906 SP:Iteration 7F (19420.850000 sec): 3 clusters Score: Raw -2294355.945677 + Penalty 4771.156011 = -2289584.789666 nChanged 806 SP:Iteration 8F (19421.120000 sec): 3 clusters Score: Raw -2294914.833060 + Penalty 4771.156011 = -2290143.677049 nChanged 707 SP:Iteration 9Q (19421.370000 sec): 3 clusters Score: Raw -2295388.814173 + Penalty 4771.156011 = -2290617.658162 nChanged 641 SP:Iteration 10Q (19421.610000 sec): 3 clusters Score: Raw -2295827.066970 + Penalty 4771.156011 = -2291055.910959 nChanged 571 SP:Iteration 11Q (19421.870000 sec): 3 clusters Score: Raw -2296213.425539 + Penalty 4771.156011 = -2291442.269528 nChanged 452 SP:Iteration 12Q (19422.090000 sec): 3 clusters Score: Raw -2296484.463510 + Penalty 4771.156011 = -2291713.307499 nChanged 371 SP:Iteration 13Q (19422.400000 sec): 3 clusters Score: Raw -2296698.962059 + Penalty 4771.156011 = -2291927.806048 nChanged 284 SP:Iteration 14Q (19422.640000 sec): 3 clusters Score: Raw -2296842.985500 + Penalty 4771.156011 = -2292071.829489 nChanged 210 SP:Iteration 15Q (19422.870000 sec): 3 clusters Score: Raw -2296937.437962 + Penalty 4771.156011 = -2292166.281950 nChanged 167 SP:Iteration 16Q (19423.160000 sec): 3 clusters Score: Raw -2297002.588534 + Penalty 4771.156011 = -2292231.432522 nChanged 114 SP:Iteration 17Q (19423.390000 sec): 3 clusters Score: Raw -2297045.588796 + Penalty 4771.156011 = -2292274.432785 nChanged 90 SP:Iteration 18Q (19423.630000 sec): 3 clusters Score: Raw -2297083.283957 + Penalty 4771.156011 = -2292312.127946 nChanged 82 SP:Iteration 19Q (19423.900000 sec): 3 clusters Score: Raw -2297118.984658 + Penalty 4771.156011 = -2292347.828646 nChanged 72 SP:Iteration 20F (19424.160000 sec): 3 clusters Score: Raw -2297153.515425 + Penalty 4771.156011 = -2292382.359413 nChanged 58 SP:Iteration 21Q (19424.460000 sec): 3 clusters Score: Raw -2297191.194764 + Penalty 4771.156011 = -2292420.038753 nChanged 56 SP:Iteration 22Q (19424.670000 sec): 3 clusters Score: Raw -2297223.353755 + Penalty 4771.156011 = -2292452.197744 nChanged 52 SP:Iteration 23Q (19424.930000 sec): 3 clusters Score: Raw -2297255.149394 + Penalty 4771.156011 = -2292483.993382 nChanged 51 SP:Iteration 24Q (19425.180000 sec): 3 clusters Score: Raw -2297284.721705 + Penalty 4771.156011 = -2292513.565694 nChanged 43 SP:Iteration 25Q (19425.420000 sec): 3 clusters Score: Raw -2297309.088952 + Penalty 4771.156011 = -2292537.932941 nChanged 38 SP:Iteration 26Q (19425.640000 sec): 3 clusters Score: Raw -2297323.404280 + Penalty 4771.156011 = -2292552.248268 nChanged 20 SP:Iteration 27Q (19425.880000 sec): 3 clusters Score: Raw -2297331.534775 + Penalty 4771.156011 = -2292560.378764 nChanged 21 SP:Iteration 28Q (19426.130000 sec): 3 clusters Score: Raw -2297344.297614 + Penalty 4771.156011 = -2292573.141603 nChanged 28 SP:Iteration 29Q (19426.410000 sec): 3 clusters Score: Raw -2297360.072316 + Penalty 4771.156011 = -2292588.916304 nChanged 26 SP:Iteration 30Q (19426.620000 sec): 3 clusters Score: Raw -2297377.639449 + Penalty 4771.156011 = -2292606.483438 nChanged 32 SP:Iteration 31Q (19426.870000 sec): 3 clusters Score: Raw -2297390.421769 + Penalty 4771.156011 = -2292619.265757 nChanged 20 SP:Iteration 32Q (19427.110000 sec): 3 clusters Score: Raw -2297401.497696 + Penalty 4771.156011 = -2292630.341685 nChanged 22 SP:Iteration 33Q (19427.370000 sec): 3 clusters Score: Raw -2297417.028587 + Penalty 4771.156011 = -2292645.872576 nChanged 19 SP:Iteration 34Q (19427.620000 sec): 3 clusters Score: Raw -2297425.180057 + Penalty 4771.156011 = -2292654.024046 nChanged 19 SP:Iteration 35Q (19427.850000 sec): 3 clusters Score: Raw -2297433.156371 + Penalty 4771.156011 = -2292662.000359 nChanged 23 SP:Iteration 36Q (19428.110000 sec): 3 clusters Score: Raw -2297444.278703 + Penalty 4771.156011 = -2292673.122692 nChanged 11 SP:Iteration 37Q (19428.340000 sec): 3 clusters Score: Raw -2297448.677437 + Penalty 4771.156011 = -2292677.521425 nChanged 14 SP:Iteration 38Q (19428.570000 sec): 3 clusters Score: Raw -2297453.825158 + Penalty 4771.156011 = -2292682.669147 nChanged 14 SP:Iteration 39Q (19428.780000 sec): 3 clusters Score: Raw -2297457.512085 + Penalty 4771.156011 = -2292686.356073 nChanged 5 SP:Iteration 40F (19429.010000 sec): 3 clusters Score: Raw -2297459.282746 + Penalty 4771.156011 = -2292688.126734 nChanged 7 SP:Iteration 41Q (19429.290000 sec): 3 clusters Score: Raw -2297461.654880 + Penalty 4771.156011 = -2292690.498869 nChanged 6 SP:Iteration 42Q (19429.550000 sec): 3 clusters Score: Raw -2297464.459815 + Penalty 4771.156011 = -2292693.303803 nChanged 2 SP:Iteration 43Q (19429.740000 sec): 3 clusters Score: Raw -2297465.694196 + Penalty 4771.156011 = -2292694.538185 nChanged 2 SP:Iteration 44Q (19429.990000 sec): 3 clusters Score: Raw -2297466.162495 + Penalty 4771.156011 = -2292695.006484 nChanged 0 SP:Iteration 45F (19430.220000 sec): 3 clusters Score: Raw -2297466.162495 + Penalty 4771.156011 = -2292695.006484 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19430.330000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19430.500000 sec): 3 clusters Score: Raw -135144.352951 + Penalty 3391.848980 = -131752.503971 nChanged 251 SP:Iteration 1F (19430.700000 sec): 3 clusters Score: Raw -135489.575277 + Penalty 3391.848980 = -132097.726297 nChanged 92 SP:Iteration 2F (19430.860000 sec): 3 clusters Score: Raw -135645.380485 + Penalty 3391.848980 = -132253.531505 nChanged 45 SP:Iteration 3Q (19431.080000 sec): 3 clusters Score: Raw -135726.112952 + Penalty 3391.848980 = -132334.263972 nChanged 38 SP:Iteration 4Q (19431.240000 sec): 3 clusters Score: Raw -135794.490258 + Penalty 3391.848980 = -132402.641279 nChanged 15 SP:Iteration 5Q (19431.420000 sec): 3 clusters Score: Raw -135821.175557 + Penalty 3391.848980 = -132429.326577 nChanged 14 SP:Iteration 6Q (19431.550000 sec): 3 clusters Score: Raw -135854.626738 + Penalty 3391.848980 = -132462.777758 nChanged 16 SP:Iteration 7Q (19431.780000 sec): 3 clusters Score: Raw -135888.124986 + Penalty 3391.848980 = -132496.276006 nChanged 12 SP:Iteration 8Q (19431.980000 sec): 3 clusters Score: Raw -135898.309116 + Penalty 3391.848980 = -132506.460136 nChanged 12 SP:Iteration 9Q (19432.160000 sec): 3 clusters Score: Raw -135909.678314 + Penalty 3391.848980 = -132517.829334 nChanged 7 SP:Iteration 10Q (19432.320000 sec): 3 clusters Score: Raw -135916.020150 + Penalty 3391.848980 = -132524.171170 nChanged 5 SP:Iteration 11Q (19432.510000 sec): 3 clusters Score: Raw -135923.772741 + Penalty 3391.848980 = -132531.923762 nChanged 4 SP:Iteration 12Q (19432.690000 sec): 3 clusters Score: Raw -135929.809136 + Penalty 3391.848980 = -132537.960157 nChanged 5 SP:Iteration 13Q (19432.870000 sec): 3 clusters Score: Raw -135933.446429 + Penalty 3391.848980 = -132541.597450 nChanged 2 SP:Iteration 14Q (19433.070000 sec): 3 clusters Score: Raw -135938.514207 + Penalty 3391.848980 = -132546.665227 nChanged 6 SP:Iteration 15Q (19433.230000 sec): 3 clusters Score: Raw -135948.254864 + Penalty 3391.848980 = -132556.405884 nChanged 6 SP:Iteration 16Q (19433.460000 sec): 3 clusters Score: Raw -135951.159882 + Penalty 3391.848980 = -132559.310902 nChanged 4 SP:Iteration 17Q (19433.620000 sec): 3 clusters Score: Raw -135953.277346 + Penalty 3391.848980 = -132561.428366 nChanged 3 SP:Iteration 18Q (19433.780000 sec): 3 clusters Score: Raw -135955.339620 + Penalty 3391.848980 = -132563.490641 nChanged 6 SP:Iteration 19Q (19433.980000 sec): 3 clusters Score: Raw -135959.400634 + Penalty 3391.848980 = -132567.551655 nChanged 6 SP:Iteration 20F (19434.140000 sec): 3 clusters Score: Raw -135965.059372 + Penalty 3391.848980 = -132573.210393 nChanged 9 SP:Iteration 21Q (19434.400000 sec): 3 clusters Score: Raw -135993.313397 + Penalty 3391.848980 = -132601.464417 nChanged 18 SP:Iteration 22Q (19434.600000 sec): 3 clusters Score: Raw -136019.306981 + Penalty 3391.848980 = -132627.458001 nChanged 12 SP:Iteration 23Q (19434.760000 sec): 3 clusters Score: Raw -136064.806785 + Penalty 3391.848980 = -132672.957805 nChanged 23 SP:Iteration 24Q (19434.970000 sec): 3 clusters Score: Raw -136140.062542 + Penalty 3391.848980 = -132748.213562 nChanged 23 SP:Iteration 25Q (19435.160000 sec): 3 clusters Score: Raw -136174.756023 + Penalty 3391.848980 = -132782.907043 nChanged 24 SP:Iteration 26Q (19435.360000 sec): 3 clusters Score: Raw -136211.742959 + Penalty 3391.848980 = -132819.893979 nChanged 17 SP:Iteration 27Q (19435.560000 sec): 3 clusters Score: Raw -136239.322891 + Penalty 3391.848980 = -132847.473912 nChanged 16 SP:Iteration 28Q (19435.780000 sec): 3 clusters Score: Raw -136305.388178 + Penalty 3391.848980 = -132913.539198 nChanged 23 SP:Iteration 29Q (19435.940000 sec): 3 clusters Score: Raw -136354.294542 + Penalty 3391.848980 = -132962.445563 nChanged 19 SP:Iteration 30Q (19436.060000 sec): 3 clusters Score: Raw -136403.306174 + Penalty 3391.848980 = -133011.457194 nChanged 15 SP:Iteration 31Q (19436.250000 sec): 3 clusters Score: Raw -136443.404515 + Penalty 3391.848980 = -133051.555535 nChanged 9 SP:Iteration 32Q (19436.460000 sec): 3 clusters Score: Raw -136474.733882 + Penalty 3391.848980 = -133082.884902 nChanged 8 SP:Iteration 33Q (19436.650000 sec): 3 clusters Score: Raw -136488.776006 + Penalty 3391.848980 = -133096.927026 nChanged 4 SP:Iteration 34Q (19436.830000 sec): 3 clusters Score: Raw -136499.225556 + Penalty 3391.848980 = -133107.376576 nChanged 5 SP:Iteration 35Q (19437.000000 sec): 3 clusters Score: Raw -136509.758162 + Penalty 3391.848980 = -133117.909182 nChanged 7 SP:Iteration 36Q (19437.180000 sec): 3 clusters Score: Raw -136519.220520 + Penalty 3391.848980 = -133127.371541 nChanged 1 SP:Iteration 37Q (19437.380000 sec): 3 clusters Score: Raw -136520.831126 + Penalty 3391.848980 = -133128.982146 nChanged 1 SP:Iteration 38Q (19437.600000 sec): 3 clusters Score: Raw -136522.045501 + Penalty 3391.848980 = -133130.196521 nChanged 1 SP:Iteration 39Q (19437.780000 sec): 3 clusters Score: Raw -136523.611875 + Penalty 3391.848980 = -133131.762896 nChanged 0 SP:Iteration 40F (19438.040000 sec): 3 clusters Score: Raw -136533.536649 + Penalty 3391.848980 = -133141.687670 nChanged 5 SP:Iteration 41Q (19438.240000 sec): 3 clusters Score: Raw -136599.213384 + Penalty 3391.848980 = -133207.364404 nChanged 7 SP:Iteration 42Q (19438.450000 sec): 3 clusters Score: Raw -136670.638391 + Penalty 3391.848980 = -133278.789411 nChanged 6 SP:Iteration 43Q (19438.690000 sec): 3 clusters Score: Raw -136736.851269 + Penalty 3391.848980 = -133345.002289 nChanged 9 SP:Iteration 44Q (19438.920000 sec): 3 clusters Score: Raw -136791.400094 + Penalty 3391.848980 = -133399.551115 nChanged 11 SP:Iteration 45Q (19439.110000 sec): 3 clusters Score: Raw -136861.404353 + Penalty 3391.848980 = -133469.555374 nChanged 14 SP:Iteration 46Q (19439.270000 sec): 3 clusters Score: Raw -136912.310457 + Penalty 3391.848980 = -133520.461478 nChanged 4 SP:Iteration 47Q (19439.470000 sec): 3 clusters Score: Raw -136918.805251 + Penalty 3391.848980 = -133526.956271 nChanged 3 SP:Iteration 48Q (19439.670000 sec): 3 clusters Score: Raw -136923.682839 + Penalty 3391.848980 = -133531.833859 nChanged 2 SP:Iteration 49Q (19439.890000 sec): 3 clusters Score: Raw -136930.722709 + Penalty 3391.848980 = -133538.873729 nChanged 2 SP:Iteration 50Q (19440.070000 sec): 3 clusters Score: Raw -136934.946230 + Penalty 3391.848980 = -133543.097250 nChanged 1 SP:Iteration 51Q (19440.240000 sec): 3 clusters Score: Raw -136936.035906 + Penalty 3391.848980 = -133544.186926 nChanged 0 SP:Iteration 52F (19440.430000 sec): 3 clusters Score: Raw -136936.035906 + Penalty 3391.848980 = -133544.186926 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19440.520000 sec): 2 clusters Score: Raw -29152.975592 + Penalty 1317.675083 = -27835.300509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19440.700000 sec): 3 clusters Score: Raw -29477.370691 + Penalty 2635.350166 = -26842.020525 nChanged 27 SP:Iteration 1F (19440.890000 sec): 3 clusters Score: Raw -29638.780241 + Penalty 2635.350166 = -27003.430075 nChanged 8 SP:Iteration 2Q (19441.090000 sec): 3 clusters Score: Raw -29702.120796 + Penalty 2635.350166 = -27066.770631 nChanged 4 SP:Iteration 3Q (19441.260000 sec): 3 clusters Score: Raw -29729.035542 + Penalty 2635.350166 = -27093.685376 nChanged 2 SP:Iteration 4Q (19441.450000 sec): 3 clusters Score: Raw -29741.871203 + Penalty 2635.350166 = -27106.521037 nChanged 3 SP:Iteration 5Q (19441.640000 sec): 3 clusters Score: Raw -29763.980852 + Penalty 2635.350166 = -27128.630686 nChanged 1 SP:Iteration 6Q (19441.830000 sec): 3 clusters Score: Raw -29775.451411 + Penalty 2635.350166 = -27140.101246 nChanged 0 SP:Iteration 7F (19442.030000 sec): 3 clusters Score: Raw -29775.451411 + Penalty 2635.350166 = -27140.101246 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19442.110000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19442.260000 sec): 3 clusters Score: Raw -379964.078768 + Penalty 3887.231186 = -376076.847582 nChanged 846 SP:Iteration 1F (19442.410000 sec): 3 clusters Score: Raw -380572.281171 + Penalty 3887.231186 = -376685.049985 nChanged 211 SP:Iteration 2F (19442.620000 sec): 3 clusters Score: Raw -380742.164580 + Penalty 3887.231186 = -376854.933394 nChanged 115 SP:Iteration 3Q (19442.790000 sec): 3 clusters Score: Raw -380839.704112 + Penalty 3887.231186 = -376952.472926 nChanged 89 SP:Iteration 4Q (19443.010000 sec): 3 clusters Score: Raw -380932.666833 + Penalty 3887.231186 = -377045.435646 nChanged 91 SP:Iteration 5Q (19443.210000 sec): 3 clusters Score: Raw -381026.671051 + Penalty 3887.231186 = -377139.439865 nChanged 68 SP:Iteration 6Q (19443.400000 sec): 3 clusters Score: Raw -381096.264331 + Penalty 3887.231186 = -377209.033144 nChanged 65 SP:Iteration 7Q (19443.610000 sec): 3 clusters Score: Raw -381146.047904 + Penalty 3887.231186 = -377258.816718 nChanged 54 SP:Iteration 8Q (19443.780000 sec): 3 clusters Score: Raw -381184.286212 + Penalty 3887.231186 = -377297.055026 nChanged 47 SP:Iteration 9Q (19444.000000 sec): 3 clusters Score: Raw -381227.560748 + Penalty 3887.231186 = -377340.329561 nChanged 55 SP:Iteration 10Q (19444.150000 sec): 3 clusters Score: Raw -381267.307297 + Penalty 3887.231186 = -377380.076111 nChanged 43 SP:Iteration 11Q (19444.330000 sec): 3 clusters Score: Raw -381295.788996 + Penalty 3887.231186 = -377408.557809 nChanged 31 SP:Iteration 12Q (19444.500000 sec): 3 clusters Score: Raw -381314.445159 + Penalty 3887.231186 = -377427.213972 nChanged 18 SP:Iteration 13Q (19444.740000 sec): 3 clusters Score: Raw -381323.968231 + Penalty 3887.231186 = -377436.737045 nChanged 15 SP:Iteration 14Q (19444.880000 sec): 3 clusters Score: Raw -381331.278195 + Penalty 3887.231186 = -377444.047009 nChanged 9 SP:Iteration 15Q (19445.040000 sec): 3 clusters Score: Raw -381336.409751 + Penalty 3887.231186 = -377449.178565 nChanged 8 SP:Iteration 16Q (19445.240000 sec): 3 clusters Score: Raw -381341.556649 + Penalty 3887.231186 = -377454.325462 nChanged 9 SP:Iteration 17Q (19445.450000 sec): 3 clusters Score: Raw -381346.595346 + Penalty 3887.231186 = -377459.364160 nChanged 13 SP:Iteration 18Q (19445.620000 sec): 3 clusters Score: Raw -381352.699454 + Penalty 3887.231186 = -377465.468268 nChanged 11 SP:Iteration 19Q (19445.860000 sec): 3 clusters Score: Raw -381358.374221 + Penalty 3887.231186 = -377471.143034 nChanged 11 SP:Iteration 20F (19446.060000 sec): 3 clusters Score: Raw -381364.732573 + Penalty 3887.231186 = -377477.501387 nChanged 9 SP:Iteration 21Q (19446.240000 sec): 3 clusters Score: Raw -381369.190424 + Penalty 3887.231186 = -377481.959238 nChanged 5 SP:Iteration 22Q (19446.440000 sec): 3 clusters Score: Raw -381371.077827 + Penalty 3887.231186 = -377483.846641 nChanged 3 SP:Iteration 23Q (19446.690000 sec): 3 clusters Score: Raw -381372.294673 + Penalty 3887.231186 = -377485.063486 nChanged 1 SP:Iteration 24Q (19446.880000 sec): 3 clusters Score: Raw -381372.610493 + Penalty 3887.231186 = -377485.379306 nChanged 1 SP:Iteration 25Q (19447.100000 sec): 3 clusters Score: Raw -381372.939869 + Penalty 3887.231186 = -377485.708683 nChanged 0 SP:Iteration 26F (19447.310000 sec): 3 clusters Score: Raw -381372.939869 + Penalty 3887.231186 = -377485.708683 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19447.420000 sec): 2 clusters Score: Raw -20799.051229 + Penalty 1286.471680 = -19512.579549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19447.600000 sec): 3 clusters Score: Raw -21325.836578 + Penalty 2572.943360 = -18752.893218 nChanged 24 SP:Iteration 1F (19447.810000 sec): 3 clusters Score: Raw -21497.981395 + Penalty 2572.943360 = -18925.038035 nChanged 5 SP:Iteration 2Q (19448.010000 sec): 3 clusters Score: Raw -21553.524485 + Penalty 2572.943360 = -18980.581125 nChanged 0 SP:Iteration 3F (19448.190000 sec): 3 clusters Score: Raw -21553.524485 + Penalty 2572.943360 = -18980.581125 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19448.290000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19448.470000 sec): 3 clusters Score: Raw -29556.419671 + Penalty 2744.561186 = -26811.858485 nChanged 40 SP:Iteration 1F (19448.630000 sec): 3 clusters Score: Raw -29829.440216 + Penalty 2744.561186 = -27084.879030 nChanged 16 SP:Iteration 2F (19448.830000 sec): 3 clusters Score: Raw -29952.249222 + Penalty 2744.561186 = -27207.688036 nChanged 10 SP:Iteration 3Q (19449.010000 sec): 3 clusters Score: Raw -30067.802170 + Penalty 2744.561186 = -27323.240984 nChanged 4 SP:Iteration 4Q (19449.190000 sec): 3 clusters Score: Raw -30114.606726 + Penalty 2744.561186 = -27370.045540 nChanged 1 SP:Iteration 5Q (19449.350000 sec): 3 clusters Score: Raw -30123.344739 + Penalty 2744.561186 = -27378.783553 nChanged 0 SP:Iteration 6F (19449.540000 sec): 3 clusters Score: Raw -30123.344739 + Penalty 2744.561186 = -27378.783553 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19449.610000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19449.790000 sec): 3 clusters Score: Raw -160216.596329 + Penalty 3453.742233 = -156762.854096 nChanged 282 SP:Iteration 1F (19449.960000 sec): 3 clusters Score: Raw -160601.308659 + Penalty 3453.742233 = -157147.566426 nChanged 88 SP:Iteration 2F (19450.150000 sec): 3 clusters Score: Raw -160726.168619 + Penalty 3453.742233 = -157272.426386 nChanged 56 SP:Iteration 3F (19450.310000 sec): 3 clusters Score: Raw -160816.123516 + Penalty 3453.742233 = -157362.381283 nChanged 35 SP:Iteration 4Q (19450.500000 sec): 3 clusters Score: Raw -160869.042995 + Penalty 3453.742233 = -157415.300762 nChanged 24 SP:Iteration 5Q (19450.640000 sec): 3 clusters Score: Raw -160896.129639 + Penalty 3453.742233 = -157442.387406 nChanged 15 SP:Iteration 6Q (19450.820000 sec): 3 clusters Score: Raw -160919.051388 + Penalty 3453.742233 = -157465.309155 nChanged 15 SP:Iteration 7Q (19451.010000 sec): 3 clusters Score: Raw -160943.105963 + Penalty 3453.742233 = -157489.363730 nChanged 17 SP:Iteration 8Q (19451.180000 sec): 3 clusters Score: Raw -160963.419554 + Penalty 3453.742233 = -157509.677321 nChanged 13 SP:Iteration 9Q (19451.340000 sec): 3 clusters Score: Raw -160978.734325 + Penalty 3453.742233 = -157524.992092 nChanged 13 SP:Iteration 10Q (19451.530000 sec): 3 clusters Score: Raw -160993.990599 + Penalty 3453.742233 = -157540.248366 nChanged 13 SP:Iteration 11Q (19451.680000 sec): 3 clusters Score: Raw -161010.539630 + Penalty 3453.742233 = -157556.797397 nChanged 12 SP:Iteration 12Q (19451.860000 sec): 3 clusters Score: Raw -161032.471168 + Penalty 3453.742233 = -157578.728935 nChanged 12 SP:Iteration 13Q (19452.080000 sec): 3 clusters Score: Raw -161045.783359 + Penalty 3453.742233 = -157592.041126 nChanged 14 SP:Iteration 14Q (19452.320000 sec): 3 clusters Score: Raw -161065.195880 + Penalty 3453.742233 = -157611.453647 nChanged 12 SP:Iteration 15Q (19452.510000 sec): 3 clusters Score: Raw -161079.828248 + Penalty 3453.742233 = -157626.086015 nChanged 12 SP:Iteration 16Q (19452.720000 sec): 3 clusters Score: Raw -161098.221177 + Penalty 3453.742233 = -157644.478945 nChanged 12 SP:Iteration 17Q (19452.960000 sec): 3 clusters Score: Raw -161115.118671 + Penalty 3453.742233 = -157661.376438 nChanged 12 SP:Iteration 18Q (19453.110000 sec): 3 clusters Score: Raw -161136.720269 + Penalty 3453.742233 = -157682.978036 nChanged 16 SP:Iteration 19Q (19453.310000 sec): 3 clusters Score: Raw -161168.146080 + Penalty 3453.742233 = -157714.403847 nChanged 16 SP:Iteration 20F (19453.500000 sec): 3 clusters Score: Raw -161197.548199 + Penalty 3453.742233 = -157743.805966 nChanged 15 SP:Iteration 21Q (19453.660000 sec): 3 clusters Score: Raw -161227.242743 + Penalty 3453.742233 = -157773.500510 nChanged 10 SP:Iteration 22Q (19453.840000 sec): 3 clusters Score: Raw -161267.040849 + Penalty 3453.742233 = -157813.298616 nChanged 8 SP:Iteration 23Q (19454.050000 sec): 3 clusters Score: Raw -161279.014149 + Penalty 3453.742233 = -157825.271916 nChanged 8 SP:Iteration 24Q (19454.220000 sec): 3 clusters Score: Raw -161303.854169 + Penalty 3453.742233 = -157850.111936 nChanged 4 SP:Iteration 25Q (19454.420000 sec): 3 clusters Score: Raw -161310.050124 + Penalty 3453.742233 = -157856.307891 nChanged 1 SP:Iteration 26Q (19454.580000 sec): 3 clusters Score: Raw -161312.366366 + Penalty 3453.742233 = -157858.624133 nChanged 1 SP:Iteration 27Q (19454.750000 sec): 3 clusters Score: Raw -161313.409612 + Penalty 3453.742233 = -157859.667379 nChanged 1 SP:Iteration 28Q (19454.940000 sec): 3 clusters Score: Raw -161314.548277 + Penalty 3453.742233 = -157860.806044 nChanged 0 SP:Iteration 29F (19455.120000 sec): 3 clusters Score: Raw -161314.548277 + Penalty 3453.742233 = -157860.806044 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19455.360000 sec): 2 clusters Score: Raw -3890390.370510 + Penalty 2505.989013 = -3887884.381497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19455.660000 sec): 3 clusters Score: Raw -3875888.559746 + Penalty 5011.978027 = -3870876.581719 nChanged 10875 SP:Iteration 1F (19455.970000 sec): 3 clusters Score: Raw -3881780.119848 + Penalty 5011.978027 = -3876768.141821 nChanged 1254 SP:Iteration 2F (19456.280000 sec): 3 clusters Score: Raw -3882249.285874 + Penalty 5011.978027 = -3877237.307847 nChanged 1117 SP:Iteration 3Q (19456.650000 sec): 3 clusters Score: Raw -3882721.724472 + Penalty 5011.978027 = -3877709.746445 nChanged 1117 SP:Iteration 4Q (19457.010000 sec): 3 clusters Score: Raw -3883243.290518 + Penalty 5011.978027 = -3878231.312491 nChanged 1230 SP:Iteration 5F (19457.320000 sec): 3 clusters Score: Raw -3883919.099248 + Penalty 5011.978027 = -3878907.121221 nChanged 1408 SP:Iteration 6F (19457.580000 sec): 3 clusters Score: Raw -3884827.765412 + Penalty 5011.978027 = -3879815.787385 nChanged 1509 SP:Iteration 7F (19457.920000 sec): 3 clusters Score: Raw -3885940.117109 + Penalty 5011.978027 = -3880928.139082 nChanged 1556 SP:Iteration 8F (19458.280000 sec): 3 clusters Score: Raw -3887239.188302 + Penalty 5011.978027 = -3882227.210275 nChanged 1390 SP:Iteration 9F (19458.640000 sec): 3 clusters Score: Raw -3888518.976939 + Penalty 5011.978027 = -3883506.998912 nChanged 1075 SP:Iteration 10Q (19458.950000 sec): 3 clusters Score: Raw -3889546.546554 + Penalty 5011.978027 = -3884534.568527 nChanged 617 SP:Iteration 11Q (19459.260000 sec): 3 clusters Score: Raw -3890103.591526 + Penalty 5011.978027 = -3885091.613499 nChanged 317 SP:Iteration 12Q (19459.570000 sec): 3 clusters Score: Raw -3890370.224253 + Penalty 5011.978027 = -3885358.246226 nChanged 138 SP:Iteration 13Q (19459.880000 sec): 3 clusters Score: Raw -3890505.208474 + Penalty 5011.978027 = -3885493.230447 nChanged 78 SP:Iteration 14Q (19460.180000 sec): 3 clusters Score: Raw -3890587.206070 + Penalty 5011.978027 = -3885575.228043 nChanged 45 SP:Iteration 15Q (19460.460000 sec): 3 clusters Score: Raw -3890641.223432 + Penalty 5011.978027 = -3885629.245405 nChanged 32 SP:Iteration 16Q (19460.750000 sec): 3 clusters Score: Raw -3890676.312916 + Penalty 5011.978027 = -3885664.334889 nChanged 18 SP:Iteration 17Q (19461.070000 sec): 3 clusters Score: Raw -3890693.759852 + Penalty 5011.978027 = -3885681.781825 nChanged 10 SP:Iteration 18Q (19461.370000 sec): 3 clusters Score: Raw -3890704.905454 + Penalty 5011.978027 = -3885692.927427 nChanged 4 SP:Iteration 19Q (19461.670000 sec): 3 clusters Score: Raw -3890711.091730 + Penalty 5011.978027 = -3885699.113703 nChanged 4 SP:Iteration 20F (19461.960000 sec): 3 clusters Score: Raw -3890713.635423 + Penalty 5011.978027 = -3885701.657396 nChanged 1 SP:Iteration 21Q (19462.280000 sec): 3 clusters Score: Raw -3890714.308821 + Penalty 5011.978027 = -3885702.330794 nChanged 2 SP:Iteration 22Q (19462.520000 sec): 3 clusters Score: Raw -3890716.119614 + Penalty 5011.978027 = -3885704.141587 nChanged 4 SP:Iteration 23Q (19462.810000 sec): 3 clusters Score: Raw -3890719.156879 + Penalty 5011.978027 = -3885707.178852 nChanged 1 SP:Iteration 24Q (19463.080000 sec): 3 clusters Score: Raw -3890720.076027 + Penalty 5011.978027 = -3885708.098000 nChanged 1 SP:Iteration 25Q (19463.400000 sec): 3 clusters Score: Raw -3890721.602257 + Penalty 5011.978027 = -3885709.624230 nChanged 1 SP:Iteration 26Q (19463.750000 sec): 3 clusters Score: Raw -3890722.557883 + Penalty 5011.978027 = -3885710.579856 nChanged 0 SP:Iteration 27F (19464.080000 sec): 3 clusters Score: Raw -3890722.557883 + Penalty 5011.978027 = -3885710.579856 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19464.190000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19464.410000 sec): 3 clusters Score: Raw -71916.704708 + Penalty 3004.164871 = -68912.539838 nChanged 60 SP:Iteration 1F (19464.620000 sec): 3 clusters Score: Raw -72033.284631 + Penalty 3004.164871 = -69029.119761 nChanged 15 SP:Iteration 2Q (19464.780000 sec): 3 clusters Score: Raw -72071.139469 + Penalty 3004.164871 = -69066.974598 nChanged 10 SP:Iteration 3Q (19465.000000 sec): 3 clusters Score: Raw -72089.816445 + Penalty 3004.164871 = -69085.651575 nChanged 1 SP:Iteration 4Q (19465.160000 sec): 3 clusters Score: Raw -72093.135727 + Penalty 3004.164871 = -69088.970856 nChanged 1 SP:Iteration 5Q (19465.360000 sec): 3 clusters Score: Raw -72094.482447 + Penalty 3004.164871 = -69090.317576 nChanged 2 SP:Iteration 6Q (19465.590000 sec): 3 clusters Score: Raw -72096.424942 + Penalty 3004.164871 = -69092.260071 nChanged 0 SP:Iteration 7F (19465.770000 sec): 3 clusters Score: Raw -72096.424942 + Penalty 3004.164871 = -69092.260071 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19465.920000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19466.220000 sec): 3 clusters Score: Raw -2666097.757626 + Penalty 4830.235008 = -2661267.522618 nChanged 7386 SP:Iteration 1F (19466.510000 sec): 3 clusters Score: Raw -2670087.460366 + Penalty 4830.235008 = -2665257.225358 nChanged 1043 SP:Iteration 2F (19466.790000 sec): 3 clusters Score: Raw -2670576.553953 + Penalty 4830.235008 = -2665746.318945 nChanged 928 SP:Iteration 3F (19467.040000 sec): 3 clusters Score: Raw -2671035.977078 + Penalty 4830.235008 = -2666205.742070 nChanged 939 SP:Iteration 4F (19467.350000 sec): 3 clusters Score: Raw -2671522.724188 + Penalty 4830.235008 = -2666692.489180 nChanged 913 SP:Iteration 5F (19467.640000 sec): 3 clusters Score: Raw -2672039.252730 + Penalty 4830.235008 = -2667209.017722 nChanged 888 SP:Iteration 6F (19467.940000 sec): 3 clusters Score: Raw -2672535.115176 + Penalty 4830.235008 = -2667704.880168 nChanged 834 SP:Iteration 7Q (19468.250000 sec): 3 clusters Score: Raw -2672998.971887 + Penalty 4830.235008 = -2668168.736878 nChanged 788 SP:Iteration 8Q (19468.550000 sec): 3 clusters Score: Raw -2673420.047224 + Penalty 4830.235008 = -2668589.812216 nChanged 664 SP:Iteration 9Q (19468.830000 sec): 3 clusters Score: Raw -2673759.167918 + Penalty 4830.235008 = -2668928.932910 nChanged 575 SP:Iteration 10Q (19469.160000 sec): 3 clusters Score: Raw -2674045.904323 + Penalty 4830.235008 = -2669215.669315 nChanged 519 SP:Iteration 11Q (19469.450000 sec): 3 clusters Score: Raw -2674311.519175 + Penalty 4830.235008 = -2669481.284167 nChanged 444 SP:Iteration 12Q (19469.770000 sec): 3 clusters Score: Raw -2674536.686827 + Penalty 4830.235008 = -2669706.451819 nChanged 370 SP:Iteration 13Q (19470.020000 sec): 3 clusters Score: Raw -2674730.927185 + Penalty 4830.235008 = -2669900.692176 nChanged 338 SP:Iteration 14Q (19470.290000 sec): 3 clusters Score: Raw -2674909.591541 + Penalty 4830.235008 = -2670079.356533 nChanged 294 SP:Iteration 15Q (19470.550000 sec): 3 clusters Score: Raw -2675066.352096 + Penalty 4830.235008 = -2670236.117088 nChanged 251 SP:Iteration 16Q (19470.830000 sec): 3 clusters Score: Raw -2675207.747415 + Penalty 4830.235008 = -2670377.512407 nChanged 217 SP:Iteration 17Q (19471.140000 sec): 3 clusters Score: Raw -2675335.058288 + Penalty 4830.235008 = -2670504.823280 nChanged 193 SP:Iteration 18Q (19471.350000 sec): 3 clusters Score: Raw -2675454.169696 + Penalty 4830.235008 = -2670623.934688 nChanged 155 SP:Iteration 19Q (19471.600000 sec): 3 clusters Score: Raw -2675550.778144 + Penalty 4830.235008 = -2670720.543136 nChanged 124 SP:Iteration 20F (19471.900000 sec): 3 clusters Score: Raw -2675633.456383 + Penalty 4830.235008 = -2670803.221375 nChanged 98 SP:Iteration 21Q (19472.150000 sec): 3 clusters Score: Raw -2675701.843785 + Penalty 4830.235008 = -2670871.608777 nChanged 95 SP:Iteration 22Q (19472.490000 sec): 3 clusters Score: Raw -2675763.178227 + Penalty 4830.235008 = -2670932.943219 nChanged 75 SP:Iteration 23Q (19472.790000 sec): 3 clusters Score: Raw -2675818.458229 + Penalty 4830.235008 = -2670988.223221 nChanged 64 SP:Iteration 24Q (19473.050000 sec): 3 clusters Score: Raw -2675860.339542 + Penalty 4830.235008 = -2671030.104534 nChanged 56 SP:Iteration 25Q (19473.290000 sec): 3 clusters Score: Raw -2675899.776470 + Penalty 4830.235008 = -2671069.541462 nChanged 36 SP:Iteration 26Q (19473.570000 sec): 3 clusters Score: Raw -2675927.825811 + Penalty 4830.235008 = -2671097.590803 nChanged 30 SP:Iteration 27Q (19473.880000 sec): 3 clusters Score: Raw -2675954.494733 + Penalty 4830.235008 = -2671124.259724 nChanged 30 SP:Iteration 28Q (19474.180000 sec): 3 clusters Score: Raw -2675981.701185 + Penalty 4830.235008 = -2671151.466177 nChanged 22 SP:Iteration 29Q (19474.420000 sec): 3 clusters Score: Raw -2675998.811207 + Penalty 4830.235008 = -2671168.576199 nChanged 17 SP:Iteration 30Q (19474.670000 sec): 3 clusters Score: Raw -2676017.262797 + Penalty 4830.235008 = -2671187.027789 nChanged 16 SP:Iteration 31Q (19474.950000 sec): 3 clusters Score: Raw -2676034.397696 + Penalty 4830.235008 = -2671204.162688 nChanged 12 SP:Iteration 32Q (19475.200000 sec): 3 clusters Score: Raw -2676042.164053 + Penalty 4830.235008 = -2671211.929045 nChanged 6 SP:Iteration 33Q (19475.490000 sec): 3 clusters Score: Raw -2676047.728931 + Penalty 4830.235008 = -2671217.493923 nChanged 9 SP:Iteration 34Q (19475.830000 sec): 3 clusters Score: Raw -2676054.736678 + Penalty 4830.235008 = -2671224.501670 nChanged 5 SP:Iteration 35Q (19476.130000 sec): 3 clusters Score: Raw -2676059.429142 + Penalty 4830.235008 = -2671229.194134 nChanged 3 SP:Iteration 36Q (19476.430000 sec): 3 clusters Score: Raw -2676061.076854 + Penalty 4830.235008 = -2671230.841846 nChanged 2 SP:Iteration 37Q (19476.730000 sec): 3 clusters Score: Raw -2676064.172053 + Penalty 4830.235008 = -2671233.937045 nChanged 7 SP:Iteration 38Q (19476.970000 sec): 3 clusters Score: Raw -2676070.514245 + Penalty 4830.235008 = -2671240.279237 nChanged 5 SP:Iteration 39Q (19477.260000 sec): 3 clusters Score: Raw -2676073.677375 + Penalty 4830.235008 = -2671243.442367 nChanged 4 SP:Iteration 40F (19477.540000 sec): 3 clusters Score: Raw -2676075.939798 + Penalty 4830.235008 = -2671245.704790 nChanged 1 SP:Iteration 41Q (19477.830000 sec): 3 clusters Score: Raw -2676076.474590 + Penalty 4830.235008 = -2671246.239582 nChanged 0 SP:Iteration 42F (19478.110000 sec): 3 clusters Score: Raw -2676076.474590 + Penalty 4830.235008 = -2671246.239582 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19478.650000 sec): 2 clusters Score: Raw -12684059.328031 + Penalty 2797.561239 = -12681261.766792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19479.270000 sec): 3 clusters Score: Raw -12633566.544527 + Penalty 5595.122478 = -12627971.422049 nChanged 37434 SP:Iteration 1F (19479.840000 sec): 3 clusters Score: Raw -12654474.662460 + Penalty 5595.122478 = -12648879.539982 nChanged 2771 SP:Iteration 2Q (19480.470000 sec): 3 clusters Score: Raw -12655205.332331 + Penalty 5595.122478 = -12649610.209853 nChanged 3048 SP:Iteration 3Q (19481.090000 sec): 3 clusters Score: Raw -12656146.924667 + Penalty 5595.122478 = -12650551.802189 nChanged 3515 SP:Iteration 4Q (19481.690000 sec): 3 clusters Score: Raw -12657542.540056 + Penalty 5595.122478 = -12651947.417578 nChanged 4503 SP:Iteration 5F (19482.300000 sec): 3 clusters Score: Raw -12659938.533395 + Penalty 5595.122478 = -12654343.410917 nChanged 5807 SP:Iteration 6F (19482.880000 sec): 3 clusters Score: Raw -12663958.661745 + Penalty 5595.122478 = -12658363.539267 nChanged 6829 SP:Iteration 7F (19483.460000 sec): 3 clusters Score: Raw -12669649.770683 + Penalty 5595.122478 = -12664054.648205 nChanged 6518 SP:Iteration 8F (19484.040000 sec): 3 clusters Score: Raw -12675776.056296 + Penalty 5595.122478 = -12670180.933818 nChanged 4734 SP:Iteration 9F (19484.610000 sec): 3 clusters Score: Raw -12680402.207264 + Penalty 5595.122478 = -12674807.084786 nChanged 2554 SP:Iteration 10Q (19485.180000 sec): 3 clusters Score: Raw -12682815.640419 + Penalty 5595.122478 = -12677220.517941 nChanged 1025 SP:Iteration 11Q (19485.740000 sec): 3 clusters Score: Raw -12683749.239591 + Penalty 5595.122478 = -12678154.117113 nChanged 371 SP:Iteration 12Q (19486.340000 sec): 3 clusters Score: Raw -12684082.744445 + Penalty 5595.122478 = -12678487.621967 nChanged 142 SP:Iteration 13Q (19486.870000 sec): 3 clusters Score: Raw -12684219.075879 + Penalty 5595.122478 = -12678623.953401 nChanged 54 SP:Iteration 14Q (19487.350000 sec): 3 clusters Score: Raw -12684269.712059 + Penalty 5595.122478 = -12678674.589581 nChanged 24 SP:Iteration 15Q (19487.820000 sec): 3 clusters Score: Raw -12684294.672190 + Penalty 5595.122478 = -12678699.549713 nChanged 26 SP:Iteration 16Q (19488.300000 sec): 3 clusters Score: Raw -12684323.629459 + Penalty 5595.122478 = -12678728.506981 nChanged 21 SP:Iteration 17Q (19488.780000 sec): 3 clusters Score: Raw -12684347.834230 + Penalty 5595.122478 = -12678752.711752 nChanged 10 SP:Iteration 18Q (19489.260000 sec): 3 clusters Score: Raw -12684359.535961 + Penalty 5595.122478 = -12678764.413483 nChanged 4 SP:Iteration 19Q (19489.730000 sec): 3 clusters Score: Raw -12684363.512534 + Penalty 5595.122478 = -12678768.390056 nChanged 5 SP:Iteration 20F (19490.330000 sec): 3 clusters Score: Raw -12684369.512339 + Penalty 5595.122478 = -12678774.389861 nChanged 5 SP:Iteration 21Q (19490.860000 sec): 3 clusters Score: Raw -12684378.204753 + Penalty 5595.122478 = -12678783.082275 nChanged 3 SP:Iteration 22Q (19491.490000 sec): 3 clusters Score: Raw -12684381.188345 + Penalty 5595.122478 = -12678786.065867 nChanged 4 SP:Iteration 23Q (19492.030000 sec): 3 clusters Score: Raw -12684388.100008 + Penalty 5595.122478 = -12678792.977530 nChanged 5 SP:Iteration 24Q (19492.550000 sec): 3 clusters Score: Raw -12684396.507159 + Penalty 5595.122478 = -12678801.384681 nChanged 3 SP:Iteration 25Q (19493.040000 sec): 3 clusters Score: Raw -12684399.376928 + Penalty 5595.122478 = -12678804.254450 nChanged 2 SP:Iteration 26Q (19493.590000 sec): 3 clusters Score: Raw -12684400.771646 + Penalty 5595.122478 = -12678805.649168 nChanged 1 SP:Iteration 27Q (19494.080000 sec): 3 clusters Score: Raw -12684401.674447 + Penalty 5595.122478 = -12678806.551969 nChanged 1 SP:Iteration 28Q (19494.650000 sec): 3 clusters Score: Raw -12684402.015308 + Penalty 5595.122478 = -12678806.892830 nChanged 0 SP:Iteration 29F (19495.270000 sec): 3 clusters Score: Raw -12684402.015308 + Penalty 5595.122478 = -12678806.892830 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19495.540000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19495.880000 sec): 3 clusters Score: Raw -5030565.212240 + Penalty 5150.693168 = -5025414.519072 nChanged 14567 SP:Iteration 1F (19496.250000 sec): 3 clusters Score: Raw -5038559.719429 + Penalty 5150.693168 = -5033409.026262 nChanged 1601 SP:Iteration 2Q (19496.620000 sec): 3 clusters Score: Raw -5039158.441167 + Penalty 5150.693168 = -5034007.747999 nChanged 1519 SP:Iteration 3Q (19497.020000 sec): 3 clusters Score: Raw -5039819.271687 + Penalty 5150.693168 = -5034668.578520 nChanged 1474 SP:Iteration 4Q (19497.340000 sec): 3 clusters Score: Raw -5040644.985675 + Penalty 5150.693168 = -5035494.292507 nChanged 1650 SP:Iteration 5F (19497.690000 sec): 3 clusters Score: Raw -5041685.022444 + Penalty 5150.693168 = -5036534.329276 nChanged 1751 SP:Iteration 6F (19498.050000 sec): 3 clusters Score: Raw -5042920.592303 + Penalty 5150.693168 = -5037769.899135 nChanged 1689 SP:Iteration 7F (19498.420000 sec): 3 clusters Score: Raw -5044138.748627 + Penalty 5150.693168 = -5038988.055460 nChanged 1623 SP:Iteration 8F (19498.730000 sec): 3 clusters Score: Raw -5045260.816744 + Penalty 5150.693168 = -5040110.123576 nChanged 1511 SP:Iteration 9Q (19499.070000 sec): 3 clusters Score: Raw -5046300.492093 + Penalty 5150.693168 = -5041149.798925 nChanged 1357 SP:Iteration 10Q (19499.440000 sec): 3 clusters Score: Raw -5047181.175358 + Penalty 5150.693168 = -5042030.482190 nChanged 1188 SP:Iteration 11Q (19499.780000 sec): 3 clusters Score: Raw -5047869.644057 + Penalty 5150.693168 = -5042718.950889 nChanged 994 SP:Iteration 12Q (19500.070000 sec): 3 clusters Score: Raw -5048419.964849 + Penalty 5150.693168 = -5043269.271681 nChanged 767 SP:Iteration 13Q (19500.460000 sec): 3 clusters Score: Raw -5048804.432783 + Penalty 5150.693168 = -5043653.739616 nChanged 636 SP:Iteration 14Q (19500.810000 sec): 3 clusters Score: Raw -5049102.822611 + Penalty 5150.693168 = -5043952.129443 nChanged 558 SP:Iteration 15Q (19501.150000 sec): 3 clusters Score: Raw -5049347.350003 + Penalty 5150.693168 = -5044196.656835 nChanged 462 SP:Iteration 16Q (19501.510000 sec): 3 clusters Score: Raw -5049538.272270 + Penalty 5150.693168 = -5044387.579103 nChanged 391 SP:Iteration 17Q (19501.840000 sec): 3 clusters Score: Raw -5049688.196949 + Penalty 5150.693168 = -5044537.503782 nChanged 364 SP:Iteration 18Q (19502.140000 sec): 3 clusters Score: Raw -5049828.393889 + Penalty 5150.693168 = -5044677.700721 nChanged 304 SP:Iteration 19Q (19502.470000 sec): 3 clusters Score: Raw -5049941.152313 + Penalty 5150.693168 = -5044790.459145 nChanged 249 SP:Iteration 20F (19502.800000 sec): 3 clusters Score: Raw -5050026.767920 + Penalty 5150.693168 = -5044876.074752 nChanged 202 SP:Iteration 21Q (19503.110000 sec): 3 clusters Score: Raw -5050093.853234 + Penalty 5150.693168 = -5044943.160066 nChanged 178 SP:Iteration 22Q (19503.420000 sec): 3 clusters Score: Raw -5050151.797223 + Penalty 5150.693168 = -5045001.104055 nChanged 148 SP:Iteration 23Q (19503.740000 sec): 3 clusters Score: Raw -5050204.402308 + Penalty 5150.693168 = -5045053.709141 nChanged 137 SP:Iteration 24Q (19504.040000 sec): 3 clusters Score: Raw -5050253.639410 + Penalty 5150.693168 = -5045102.946242 nChanged 119 SP:Iteration 25Q (19504.380000 sec): 3 clusters Score: Raw -5050294.546546 + Penalty 5150.693168 = -5045143.853378 nChanged 110 SP:Iteration 26Q (19504.730000 sec): 3 clusters Score: Raw -5050328.583374 + Penalty 5150.693168 = -5045177.890206 nChanged 90 SP:Iteration 27Q (19505.030000 sec): 3 clusters Score: Raw -5050356.530675 + Penalty 5150.693168 = -5045205.837508 nChanged 70 SP:Iteration 28Q (19505.330000 sec): 3 clusters Score: Raw -5050375.113581 + Penalty 5150.693168 = -5045224.420413 nChanged 70 SP:Iteration 29Q (19505.620000 sec): 3 clusters Score: Raw -5050395.115327 + Penalty 5150.693168 = -5045244.422159 nChanged 51 SP:Iteration 30Q (19505.920000 sec): 3 clusters Score: Raw -5050410.988509 + Penalty 5150.693168 = -5045260.295342 nChanged 49 SP:Iteration 31Q (19506.280000 sec): 3 clusters Score: Raw -5050425.352633 + Penalty 5150.693168 = -5045274.659465 nChanged 48 SP:Iteration 32Q (19506.620000 sec): 3 clusters Score: Raw -5050440.297988 + Penalty 5150.693168 = -5045289.604820 nChanged 44 SP:Iteration 33Q (19506.970000 sec): 3 clusters Score: Raw -5050452.844807 + Penalty 5150.693168 = -5045302.151640 nChanged 39 SP:Iteration 34Q (19507.260000 sec): 3 clusters Score: Raw -5050464.775330 + Penalty 5150.693168 = -5045314.082162 nChanged 44 SP:Iteration 35Q (19507.610000 sec): 3 clusters Score: Raw -5050480.158602 + Penalty 5150.693168 = -5045329.465434 nChanged 39 SP:Iteration 36Q (19507.950000 sec): 3 clusters Score: Raw -5050491.366558 + Penalty 5150.693168 = -5045340.673391 nChanged 30 SP:Iteration 37Q (19508.300000 sec): 3 clusters Score: Raw -5050498.817314 + Penalty 5150.693168 = -5045348.124146 nChanged 19 SP:Iteration 38Q (19508.630000 sec): 3 clusters Score: Raw -5050504.923090 + Penalty 5150.693168 = -5045354.229923 nChanged 31 SP:Iteration 39Q (19508.970000 sec): 3 clusters Score: Raw -5050514.570628 + Penalty 5150.693168 = -5045363.877460 nChanged 24 SP:Iteration 40F (19509.290000 sec): 3 clusters Score: Raw -5050520.684787 + Penalty 5150.693168 = -5045369.991619 nChanged 20 SP:Iteration 41Q (19509.640000 sec): 3 clusters Score: Raw -5050526.760805 + Penalty 5150.693168 = -5045376.067637 nChanged 25 SP:Iteration 42Q (19509.980000 sec): 3 clusters Score: Raw -5050533.338167 + Penalty 5150.693168 = -5045382.644999 nChanged 22 SP:Iteration 43Q (19510.260000 sec): 3 clusters Score: Raw -5050539.511340 + Penalty 5150.693168 = -5045388.818172 nChanged 17 SP:Iteration 44Q (19510.540000 sec): 3 clusters Score: Raw -5050546.197684 + Penalty 5150.693168 = -5045395.504517 nChanged 16 SP:Iteration 45Q (19510.880000 sec): 3 clusters Score: Raw -5050551.006904 + Penalty 5150.693168 = -5045400.313736 nChanged 13 SP:Iteration 46Q (19511.190000 sec): 3 clusters Score: Raw -5050554.382638 + Penalty 5150.693168 = -5045403.689470 nChanged 10 SP:Iteration 47Q (19511.460000 sec): 3 clusters Score: Raw -5050556.613711 + Penalty 5150.693168 = -5045405.920543 nChanged 8 SP:Iteration 48Q (19511.730000 sec): 3 clusters Score: Raw -5050559.884112 + Penalty 5150.693168 = -5045409.190944 nChanged 13 SP:Iteration 49Q (19512.010000 sec): 3 clusters Score: Raw -5050562.421071 + Penalty 5150.693168 = -5045411.727903 nChanged 6 SP:Iteration 50Q (19512.320000 sec): 3 clusters Score: Raw -5050563.788351 + Penalty 5150.693168 = -5045413.095184 nChanged 4 SP:Iteration 51Q (19512.630000 sec): 3 clusters Score: Raw -5050564.968649 + Penalty 5150.693168 = -5045414.275481 nChanged 7 SP:Iteration 52Q (19512.990000 sec): 3 clusters Score: Raw -5050567.122326 + Penalty 5150.693168 = -5045416.429159 nChanged 9 SP:Iteration 53Q (19513.290000 sec): 3 clusters Score: Raw -5050570.014450 + Penalty 5150.693168 = -5045419.321283 nChanged 13 SP:Iteration 54Q (19513.600000 sec): 3 clusters Score: Raw -5050573.323933 + Penalty 5150.693168 = -5045422.630766 nChanged 13 SP:Iteration 55Q (19514.000000 sec): 3 clusters Score: Raw -5050576.639667 + Penalty 5150.693168 = -5045425.946499 nChanged 15 SP:Iteration 56Q (19514.300000 sec): 3 clusters Score: Raw -5050581.035539 + Penalty 5150.693168 = -5045430.342372 nChanged 14 SP:Iteration 57Q (19514.640000 sec): 3 clusters Score: Raw -5050585.374826 + Penalty 5150.693168 = -5045434.681658 nChanged 11 SP:Iteration 58Q (19514.940000 sec): 3 clusters Score: Raw -5050588.110623 + Penalty 5150.693168 = -5045437.417456 nChanged 9 SP:Iteration 59Q (19515.270000 sec): 3 clusters Score: Raw -5050590.483529 + Penalty 5150.693168 = -5045439.790361 nChanged 10 SP:Iteration 60F (19515.630000 sec): 3 clusters Score: Raw -5050593.321962 + Penalty 5150.693168 = -5045442.628795 nChanged 11 SP:Iteration 61Q (19515.940000 sec): 3 clusters Score: Raw -5050596.990096 + Penalty 5150.693168 = -5045446.296928 nChanged 10 SP:Iteration 62Q (19516.230000 sec): 3 clusters Score: Raw -5050599.824308 + Penalty 5150.693168 = -5045449.131141 nChanged 8 SP:Iteration 63Q (19516.560000 sec): 3 clusters Score: Raw -5050602.739862 + Penalty 5150.693168 = -5045452.046694 nChanged 7 SP:Iteration 64Q (19516.880000 sec): 3 clusters Score: Raw -5050604.748289 + Penalty 5150.693168 = -5045454.055121 nChanged 7 SP:Iteration 65Q (19517.180000 sec): 3 clusters Score: Raw -5050607.159007 + Penalty 5150.693168 = -5045456.465839 nChanged 5 SP:Iteration 66Q (19517.520000 sec): 3 clusters Score: Raw -5050609.141469 + Penalty 5150.693168 = -5045458.448302 nChanged 9 SP:Iteration 67Q (19517.840000 sec): 3 clusters Score: Raw -5050611.457010 + Penalty 5150.693168 = -5045460.763842 nChanged 3 SP:Iteration 68Q (19518.150000 sec): 3 clusters Score: Raw -5050612.182014 + Penalty 5150.693168 = -5045461.488846 nChanged 4 SP:Iteration 69Q (19518.470000 sec): 3 clusters Score: Raw -5050613.555119 + Penalty 5150.693168 = -5045462.861951 nChanged 10 SP:Iteration 70Q (19518.790000 sec): 3 clusters Score: Raw -5050616.736478 + Penalty 5150.693168 = -5045466.043310 nChanged 2 SP:Iteration 71Q (19519.100000 sec): 3 clusters Score: Raw -5050617.530607 + Penalty 5150.693168 = -5045466.837440 nChanged 2 SP:Iteration 72Q (19519.430000 sec): 3 clusters Score: Raw -5050617.934478 + Penalty 5150.693168 = -5045467.241311 nChanged 1 SP:Iteration 73Q (19519.710000 sec): 3 clusters Score: Raw -5050618.271861 + Penalty 5150.693168 = -5045467.578693 nChanged 1 SP:Iteration 74Q (19520.030000 sec): 3 clusters Score: Raw -5050618.366658 + Penalty 5150.693168 = -5045467.673490 nChanged 0 SP:Iteration 75F (19520.270000 sec): 3 clusters Score: Raw -5050618.366658 + Penalty 5150.693168 = -5045467.673490 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19520.430000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19520.600000 sec): 3 clusters Score: Raw -1115164.021059 + Penalty 4396.704070 = -1110767.316989 nChanged 2825 SP:Iteration 1F (19520.810000 sec): 3 clusters Score: Raw -1116686.758273 + Penalty 4396.704070 = -1112290.054203 nChanged 461 SP:Iteration 2F (19521.010000 sec): 3 clusters Score: Raw -1116889.826855 + Penalty 4396.704070 = -1112493.122785 nChanged 287 SP:Iteration 3Q (19521.230000 sec): 3 clusters Score: Raw -1117002.485863 + Penalty 4396.704070 = -1112605.781792 nChanged 219 SP:Iteration 4Q (19521.420000 sec): 3 clusters Score: Raw -1117101.201478 + Penalty 4396.704070 = -1112704.497407 nChanged 186 SP:Iteration 5Q (19521.660000 sec): 3 clusters Score: Raw -1117185.968286 + Penalty 4396.704070 = -1112789.264216 nChanged 198 SP:Iteration 6Q (19521.830000 sec): 3 clusters Score: Raw -1117276.451653 + Penalty 4396.704070 = -1112879.747582 nChanged 215 SP:Iteration 7Q (19522.020000 sec): 3 clusters Score: Raw -1117391.929185 + Penalty 4396.704070 = -1112995.225115 nChanged 234 SP:Iteration 8Q (19522.230000 sec): 3 clusters Score: Raw -1117518.117990 + Penalty 4396.704070 = -1113121.413919 nChanged 246 SP:Iteration 9Q (19522.410000 sec): 3 clusters Score: Raw -1117659.830202 + Penalty 4396.704070 = -1113263.126132 nChanged 284 SP:Iteration 10Q (19522.590000 sec): 3 clusters Score: Raw -1117820.758412 + Penalty 4396.704070 = -1113424.054342 nChanged 285 SP:Iteration 11Q (19522.790000 sec): 3 clusters Score: Raw -1118004.277022 + Penalty 4396.704070 = -1113607.572952 nChanged 311 SP:Iteration 12Q (19522.940000 sec): 3 clusters Score: Raw -1118221.875358 + Penalty 4396.704070 = -1113825.171288 nChanged 305 SP:Iteration 13Q (19523.080000 sec): 3 clusters Score: Raw -1118437.123067 + Penalty 4396.704070 = -1114040.418996 nChanged 260 SP:Iteration 14Q (19523.220000 sec): 3 clusters Score: Raw -1118634.801424 + Penalty 4396.704070 = -1114238.097354 nChanged 234 SP:Iteration 15Q (19523.340000 sec): 3 clusters Score: Raw -1118816.123815 + Penalty 4396.704070 = -1114419.419744 nChanged 186 SP:Iteration 16Q (19523.520000 sec): 3 clusters Score: Raw -1118951.358160 + Penalty 4396.704070 = -1114554.654090 nChanged 156 SP:Iteration 17Q (19523.670000 sec): 3 clusters Score: Raw -1119069.232814 + Penalty 4396.704070 = -1114672.528743 nChanged 114 SP:Iteration 18Q (19523.850000 sec): 3 clusters Score: Raw -1119163.069740 + Penalty 4396.704070 = -1114766.365670 nChanged 89 SP:Iteration 19Q (19524.060000 sec): 3 clusters Score: Raw -1119230.871174 + Penalty 4396.704070 = -1114834.167104 nChanged 65 SP:Iteration 20F (19524.300000 sec): 3 clusters Score: Raw -1119288.937417 + Penalty 4396.704070 = -1114892.233347 nChanged 46 SP:Iteration 21Q (19524.400000 sec): 3 clusters Score: Raw -1119340.563718 + Penalty 4396.704070 = -1114943.859648 nChanged 47 SP:Iteration 22Q (19524.550000 sec): 3 clusters Score: Raw -1119388.238097 + Penalty 4396.704070 = -1114991.534027 nChanged 40 SP:Iteration 23Q (19524.740000 sec): 3 clusters Score: Raw -1119416.580625 + Penalty 4396.704070 = -1115019.876555 nChanged 25 SP:Iteration 24Q (19524.870000 sec): 3 clusters Score: Raw -1119438.155085 + Penalty 4396.704070 = -1115041.451015 nChanged 26 SP:Iteration 25Q (19525.060000 sec): 3 clusters Score: Raw -1119462.389310 + Penalty 4396.704070 = -1115065.685239 nChanged 29 SP:Iteration 26Q (19525.250000 sec): 3 clusters Score: Raw -1119482.739352 + Penalty 4396.704070 = -1115086.035281 nChanged 25 SP:Iteration 27Q (19525.420000 sec): 3 clusters Score: Raw -1119501.797053 + Penalty 4396.704070 = -1115105.092983 nChanged 15 SP:Iteration 28Q (19525.610000 sec): 3 clusters Score: Raw -1119511.886604 + Penalty 4396.704070 = -1115115.182534 nChanged 4 SP:Iteration 29Q (19525.790000 sec): 3 clusters Score: Raw -1119515.271041 + Penalty 4396.704070 = -1115118.566970 nChanged 2 SP:Iteration 30Q (19525.940000 sec): 3 clusters Score: Raw -1119516.192365 + Penalty 4396.704070 = -1115119.488295 nChanged 2 SP:Iteration 31Q (19526.070000 sec): 3 clusters Score: Raw -1119517.365370 + Penalty 4396.704070 = -1115120.661299 nChanged 0 SP:Iteration 32F (19526.240000 sec): 3 clusters Score: Raw -1119517.365370 + Penalty 4396.704070 = -1115120.661299 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19526.330000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19526.430000 sec): 3 clusters Score: Raw -65097.914556 + Penalty 3077.460650 = -62020.453905 nChanged 137 SP:Iteration 1F (19526.570000 sec): 3 clusters Score: Raw -65586.609244 + Penalty 3077.460650 = -62509.148594 nChanged 63 SP:Iteration 2F (19526.660000 sec): 3 clusters Score: Raw -65896.406444 + Penalty 3077.460650 = -62818.945793 nChanged 30 SP:Iteration 3F (19526.750000 sec): 3 clusters Score: Raw -66107.699587 + Penalty 3077.460650 = -63030.238937 nChanged 13 SP:Iteration 4Q (19526.890000 sec): 3 clusters Score: Raw -66180.649550 + Penalty 3077.460650 = -63103.188899 nChanged 3 SP:Iteration 5Q (19526.990000 sec): 3 clusters Score: Raw -66190.346884 + Penalty 3077.460650 = -63112.886234 nChanged 4 SP:Iteration 6Q (19527.090000 sec): 3 clusters Score: Raw -66223.654077 + Penalty 3077.460650 = -63146.193427 nChanged 3 SP:Iteration 7Q (19527.220000 sec): 3 clusters Score: Raw -66260.361761 + Penalty 3077.460650 = -63182.901110 nChanged 1 SP:Iteration 8Q (19527.310000 sec): 3 clusters Score: Raw -66268.001567 + Penalty 3077.460650 = -63190.540916 nChanged 0 SP:Iteration 9F (19527.410000 sec): 3 clusters Score: Raw -66268.001567 + Penalty 3077.460650 = -63190.540916 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19527.450000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19527.590000 sec): 3 clusters Score: Raw -61518.447124 + Penalty 2968.032395 = -58550.414729 nChanged 68 SP:Iteration 1F (19527.680000 sec): 3 clusters Score: Raw -61660.858794 + Penalty 2968.032395 = -58692.826398 nChanged 16 SP:Iteration 2Q (19527.820000 sec): 3 clusters Score: Raw -61704.054710 + Penalty 2968.032395 = -58736.022315 nChanged 11 SP:Iteration 3Q (19527.910000 sec): 3 clusters Score: Raw -61749.781227 + Penalty 2968.032395 = -58781.748832 nChanged 5 SP:Iteration 4Q (19528.010000 sec): 3 clusters Score: Raw -61760.447397 + Penalty 2968.032395 = -58792.415002 nChanged 2 SP:Iteration 5Q (19528.150000 sec): 3 clusters Score: Raw -61764.747369 + Penalty 2968.032395 = -58796.714974 nChanged 1 SP:Iteration 6Q (19528.250000 sec): 3 clusters Score: Raw -61767.862463 + Penalty 2968.032395 = -58799.830068 nChanged 0 SP:Iteration 7F (19528.340000 sec): 3 clusters Score: Raw -61767.862463 + Penalty 2968.032395 = -58799.830068 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19528.430000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19528.590000 sec): 3 clusters Score: Raw -234370.280304 + Penalty 3652.501097 = -230717.779208 nChanged 485 SP:Iteration 1F (19528.690000 sec): 3 clusters Score: Raw -234786.605546 + Penalty 3652.501097 = -231134.104449 nChanged 122 SP:Iteration 2F (19528.830000 sec): 3 clusters Score: Raw -234920.091171 + Penalty 3652.501097 = -231267.590074 nChanged 80 SP:Iteration 3F (19528.920000 sec): 3 clusters Score: Raw -234997.275377 + Penalty 3652.501097 = -231344.774280 nChanged 45 SP:Iteration 4Q (19529.010000 sec): 3 clusters Score: Raw -235043.759000 + Penalty 3652.501097 = -231391.257903 nChanged 43 SP:Iteration 5Q (19529.150000 sec): 3 clusters Score: Raw -235102.797221 + Penalty 3652.501097 = -231450.296124 nChanged 40 SP:Iteration 6Q (19529.250000 sec): 3 clusters Score: Raw -235147.895351 + Penalty 3652.501097 = -231495.394254 nChanged 40 SP:Iteration 7Q (19529.360000 sec): 3 clusters Score: Raw -235186.590431 + Penalty 3652.501097 = -231534.089335 nChanged 41 SP:Iteration 8Q (19529.520000 sec): 3 clusters Score: Raw -235232.229395 + Penalty 3652.501097 = -231579.728299 nChanged 31 SP:Iteration 9Q (19529.640000 sec): 3 clusters Score: Raw -235274.575414 + Penalty 3652.501097 = -231622.074317 nChanged 30 SP:Iteration 10Q (19529.780000 sec): 3 clusters Score: Raw -235309.612099 + Penalty 3652.501097 = -231657.111002 nChanged 21 SP:Iteration 11Q (19529.870000 sec): 3 clusters Score: Raw -235330.646430 + Penalty 3652.501097 = -231678.145333 nChanged 16 SP:Iteration 12Q (19529.970000 sec): 3 clusters Score: Raw -235345.770851 + Penalty 3652.501097 = -231693.269754 nChanged 17 SP:Iteration 13Q (19530.110000 sec): 3 clusters Score: Raw -235367.043979 + Penalty 3652.501097 = -231714.542882 nChanged 9 SP:Iteration 14Q (19530.200000 sec): 3 clusters Score: Raw -235377.616771 + Penalty 3652.501097 = -231725.115674 nChanged 12 SP:Iteration 15Q (19530.290000 sec): 3 clusters Score: Raw -235390.149825 + Penalty 3652.501097 = -231737.648728 nChanged 9 SP:Iteration 16Q (19530.430000 sec): 3 clusters Score: Raw -235399.331085 + Penalty 3652.501097 = -231746.829989 nChanged 10 SP:Iteration 17Q (19530.530000 sec): 3 clusters Score: Raw -235406.137703 + Penalty 3652.501097 = -231753.636607 nChanged 3 SP:Iteration 18Q (19530.620000 sec): 3 clusters Score: Raw -235407.672129 + Penalty 3652.501097 = -231755.171032 nChanged 4 SP:Iteration 19Q (19530.710000 sec): 3 clusters Score: Raw -235411.118863 + Penalty 3652.501097 = -231758.617766 nChanged 3 SP:Iteration 20F (19530.810000 sec): 3 clusters Score: Raw -235413.082064 + Penalty 3652.501097 = -231760.580967 nChanged 4 SP:Iteration 21Q (19530.950000 sec): 3 clusters Score: Raw -235416.702832 + Penalty 3652.501097 = -231764.201735 nChanged 3 SP:Iteration 22Q (19531.040000 sec): 3 clusters Score: Raw -235421.019422 + Penalty 3652.501097 = -231768.518325 nChanged 3 SP:Iteration 23Q (19531.140000 sec): 3 clusters Score: Raw -235424.122429 + Penalty 3652.501097 = -231771.621332 nChanged 0 SP:Iteration 24F (19531.280000 sec): 3 clusters Score: Raw -235424.122429 + Penalty 3652.501097 = -231771.621332 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19531.330000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19531.410000 sec): 3 clusters Score: Raw -43395.255302 + Penalty 2848.529581 = -40546.725721 nChanged 42 SP:Iteration 1F (19531.550000 sec): 3 clusters Score: Raw -43525.955512 + Penalty 2848.529581 = -40677.425931 nChanged 20 SP:Iteration 2F (19531.650000 sec): 3 clusters Score: Raw -43607.154499 + Penalty 2848.529581 = -40758.624918 nChanged 8 SP:Iteration 3Q (19531.740000 sec): 3 clusters Score: Raw -43627.263001 + Penalty 2848.529581 = -40778.733419 nChanged 4 SP:Iteration 4Q (19531.880000 sec): 3 clusters Score: Raw -43648.696527 + Penalty 2848.529581 = -40800.166945 nChanged 4 SP:Iteration 5Q (19531.970000 sec): 3 clusters Score: Raw -43672.081035 + Penalty 2848.529581 = -40823.551454 nChanged 2 SP:Iteration 6Q (19532.090000 sec): 3 clusters Score: Raw -43678.712744 + Penalty 2848.529581 = -40830.183163 nChanged 1 SP:Iteration 7Q (19532.230000 sec): 3 clusters Score: Raw -43680.610445 + Penalty 2848.529581 = -40832.080864 nChanged 0 SP:Iteration 8F (19532.330000 sec): 3 clusters Score: Raw -43680.610445 + Penalty 2848.529581 = -40832.080864 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19532.430000 sec): 2 clusters Score: Raw -395408.228973 + Penalty 1955.934584 = -393452.294389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19532.570000 sec): 3 clusters Score: Raw -394376.915239 + Penalty 3911.869167 = -390465.046072 nChanged 905 SP:Iteration 1F (19532.710000 sec): 3 clusters Score: Raw -395080.956233 + Penalty 3911.869167 = -391169.087065 nChanged 225 SP:Iteration 2F (19532.800000 sec): 3 clusters Score: Raw -395322.733460 + Penalty 3911.869167 = -391410.864293 nChanged 161 SP:Iteration 3F (19532.940000 sec): 3 clusters Score: Raw -395508.614947 + Penalty 3911.869167 = -391596.745780 nChanged 133 SP:Iteration 4Q (19533.080000 sec): 3 clusters Score: Raw -395669.587968 + Penalty 3911.869167 = -391757.718801 nChanged 106 SP:Iteration 5Q (19533.180000 sec): 3 clusters Score: Raw -395795.413244 + Penalty 3911.869167 = -391883.544077 nChanged 107 SP:Iteration 6Q (19533.320000 sec): 3 clusters Score: Raw -395935.355381 + Penalty 3911.869167 = -392023.486213 nChanged 86 SP:Iteration 7Q (19533.450000 sec): 3 clusters Score: Raw -396048.204895 + Penalty 3911.869167 = -392136.335728 nChanged 79 SP:Iteration 8Q (19533.550000 sec): 3 clusters Score: Raw -396162.155652 + Penalty 3911.869167 = -392250.286485 nChanged 82 SP:Iteration 9Q (19533.690000 sec): 3 clusters Score: Raw -396258.470959 + Penalty 3911.869167 = -392346.601791 nChanged 68 SP:Iteration 10Q (19533.830000 sec): 3 clusters Score: Raw -396356.050310 + Penalty 3911.869167 = -392444.181142 nChanged 61 SP:Iteration 11Q (19533.930000 sec): 3 clusters Score: Raw -396451.274626 + Penalty 3911.869167 = -392539.405458 nChanged 58 SP:Iteration 12Q (19534.070000 sec): 3 clusters Score: Raw -396555.161473 + Penalty 3911.869167 = -392643.292306 nChanged 58 SP:Iteration 13Q (19534.210000 sec): 3 clusters Score: Raw -396632.317340 + Penalty 3911.869167 = -392720.448173 nChanged 54 SP:Iteration 14Q (19534.350000 sec): 3 clusters Score: Raw -396696.182634 + Penalty 3911.869167 = -392784.313466 nChanged 50 SP:Iteration 15Q (19534.440000 sec): 3 clusters Score: Raw -396744.087224 + Penalty 3911.869167 = -392832.218057 nChanged 39 SP:Iteration 16Q (19534.580000 sec): 3 clusters Score: Raw -396788.515447 + Penalty 3911.869167 = -392876.646280 nChanged 40 SP:Iteration 17Q (19534.720000 sec): 3 clusters Score: Raw -396838.558171 + Penalty 3911.869167 = -392926.689004 nChanged 36 SP:Iteration 18Q (19534.810000 sec): 3 clusters Score: Raw -396878.593628 + Penalty 3911.869167 = -392966.724460 nChanged 28 SP:Iteration 19Q (19534.950000 sec): 3 clusters Score: Raw -396903.075798 + Penalty 3911.869167 = -392991.206631 nChanged 22 SP:Iteration 20F (19535.090000 sec): 3 clusters Score: Raw -396922.376193 + Penalty 3911.869167 = -393010.507026 nChanged 19 SP:Iteration 21Q (19535.230000 sec): 3 clusters Score: Raw -396933.647939 + Penalty 3911.869167 = -393021.778771 nChanged 10 SP:Iteration 22Q (19535.330000 sec): 3 clusters Score: Raw -396939.643492 + Penalty 3911.869167 = -393027.774325 nChanged 5 SP:Iteration 23Q (19535.470000 sec): 3 clusters Score: Raw -396941.792294 + Penalty 3911.869167 = -393029.923127 nChanged 2 SP:Iteration 24Q (19535.610000 sec): 3 clusters Score: Raw -396942.453935 + Penalty 3911.869167 = -393030.584767 nChanged 0 SP:Iteration 25F (19535.700000 sec): 3 clusters Score: Raw -396942.453935 + Penalty 3911.869167 = -393030.584767 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19535.790000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19535.890000 sec): 3 clusters Score: Raw -19754.068008 + Penalty 2418.097872 = -17335.970136 nChanged 4 SP:Iteration 1Q (19535.990000 sec): 3 clusters Score: Raw -19777.242124 + Penalty 2418.097872 = -17359.144252 nChanged 0 SP:Iteration 2F (19536.080000 sec): 3 clusters Score: Raw -19777.242124 + Penalty 2418.097872 = -17359.144252 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19536.170000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19536.260000 sec): 3 clusters Score: Raw -110673.730578 + Penalty 3278.905238 = -107394.825339 nChanged 148 SP:Iteration 1F (19536.360000 sec): 3 clusters Score: Raw -110894.553367 + Penalty 3278.905238 = -107615.648129 nChanged 47 SP:Iteration 2F (19536.450000 sec): 3 clusters Score: Raw -111015.675519 + Penalty 3278.905238 = -107736.770281 nChanged 34 SP:Iteration 3Q (19536.590000 sec): 3 clusters Score: Raw -111108.595379 + Penalty 3278.905238 = -107829.690141 nChanged 28 SP:Iteration 4Q (19536.730000 sec): 3 clusters Score: Raw -111186.268027 + Penalty 3278.905238 = -107907.362788 nChanged 13 SP:Iteration 5Q (19536.830000 sec): 3 clusters Score: Raw -111214.823398 + Penalty 3278.905238 = -107935.918160 nChanged 15 SP:Iteration 6Q (19536.920000 sec): 3 clusters Score: Raw -111252.615273 + Penalty 3278.905238 = -107973.710034 nChanged 12 SP:Iteration 7Q (19537.060000 sec): 3 clusters Score: Raw -111272.565764 + Penalty 3278.905238 = -107993.660526 nChanged 4 SP:Iteration 8Q (19537.150000 sec): 3 clusters Score: Raw -111278.632907 + Penalty 3278.905238 = -107999.727669 nChanged 6 SP:Iteration 9Q (19537.250000 sec): 3 clusters Score: Raw -111286.609031 + Penalty 3278.905238 = -108007.703793 nChanged 5 SP:Iteration 10Q (19537.340000 sec): 3 clusters Score: Raw -111292.845998 + Penalty 3278.905238 = -108013.940760 nChanged 2 SP:Iteration 11Q (19537.480000 sec): 3 clusters Score: Raw -111295.301625 + Penalty 3278.905238 = -108016.396387 nChanged 1 SP:Iteration 12Q (19537.570000 sec): 3 clusters Score: Raw -111297.495366 + Penalty 3278.905238 = -108018.590128 nChanged 1 SP:Iteration 13Q (19537.670000 sec): 3 clusters Score: Raw -111299.980556 + Penalty 3278.905238 = -108021.075318 nChanged 1 SP:Iteration 14Q (19537.810000 sec): 3 clusters Score: Raw -111300.520038 + Penalty 3278.905238 = -108021.614800 nChanged 0 SP:Iteration 15F (19537.900000 sec): 3 clusters Score: Raw -111300.520038 + Penalty 3278.905238 = -108021.614800 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19537.940000 sec): 2 clusters Score: Raw -16694.610449 + Penalty 1146.993258 = -15547.617191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19538.040000 sec): 3 clusters Score: Raw -17009.508094 + Penalty 2293.986515 = -14715.521579 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19538.090000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19538.230000 sec): 3 clusters Score: Raw -62435.463052 + Penalty 2992.410766 = -59443.052286 nChanged 68 SP:Iteration 1F (19538.320000 sec): 3 clusters Score: Raw -62599.383642 + Penalty 2992.410766 = -59606.972876 nChanged 21 SP:Iteration 2F (19538.410000 sec): 3 clusters Score: Raw -62654.726034 + Penalty 2992.410766 = -59662.315268 nChanged 7 SP:Iteration 3Q (19538.550000 sec): 3 clusters Score: Raw -62677.631515 + Penalty 2992.410766 = -59685.220749 nChanged 2 SP:Iteration 4Q (19538.650000 sec): 3 clusters Score: Raw -62680.018385 + Penalty 2992.410766 = -59687.607619 nChanged 1 SP:Iteration 5Q (19538.790000 sec): 3 clusters Score: Raw -62682.276202 + Penalty 2992.410766 = -59689.865436 nChanged 0 SP:Iteration 6F (19538.880000 sec): 3 clusters Score: Raw -62682.276202 + Penalty 2992.410766 = -59689.865436 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19539.020000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19539.220000 sec): 3 clusters Score: Raw -1011485.705332 + Penalty 4352.749128 = -1007132.956204 nChanged 2647 SP:Iteration 1F (19539.410000 sec): 3 clusters Score: Raw -1012942.161097 + Penalty 4352.749128 = -1008589.411970 nChanged 476 SP:Iteration 2F (19539.610000 sec): 3 clusters Score: Raw -1013239.809054 + Penalty 4352.749128 = -1008887.059926 nChanged 362 SP:Iteration 3F (19539.780000 sec): 3 clusters Score: Raw -1013446.731763 + Penalty 4352.749128 = -1009093.982635 nChanged 273 SP:Iteration 4Q (19539.980000 sec): 3 clusters Score: Raw -1013600.743480 + Penalty 4352.749128 = -1009247.994352 nChanged 240 SP:Iteration 5Q (19540.190000 sec): 3 clusters Score: Raw -1013729.070456 + Penalty 4352.749128 = -1009376.321328 nChanged 230 SP:Iteration 6Q (19540.360000 sec): 3 clusters Score: Raw -1013850.250509 + Penalty 4352.749128 = -1009497.501381 nChanged 225 SP:Iteration 7Q (19540.600000 sec): 3 clusters Score: Raw -1013991.330433 + Penalty 4352.749128 = -1009638.581306 nChanged 223 SP:Iteration 8Q (19540.780000 sec): 3 clusters Score: Raw -1014137.400873 + Penalty 4352.749128 = -1009784.651745 nChanged 222 SP:Iteration 9Q (19540.980000 sec): 3 clusters Score: Raw -1014277.932887 + Penalty 4352.749128 = -1009925.183759 nChanged 241 SP:Iteration 10Q (19541.180000 sec): 3 clusters Score: Raw -1014453.476967 + Penalty 4352.749128 = -1010100.727839 nChanged 213 SP:Iteration 11Q (19541.390000 sec): 3 clusters Score: Raw -1014602.592916 + Penalty 4352.749128 = -1010249.843788 nChanged 194 SP:Iteration 12Q (19541.620000 sec): 3 clusters Score: Raw -1014736.709983 + Penalty 4352.749128 = -1010383.960855 nChanged 174 SP:Iteration 13Q (19541.860000 sec): 3 clusters Score: Raw -1014854.709344 + Penalty 4352.749128 = -1010501.960216 nChanged 127 SP:Iteration 14Q (19542.050000 sec): 3 clusters Score: Raw -1014947.803028 + Penalty 4352.749128 = -1010595.053900 nChanged 100 SP:Iteration 15Q (19542.230000 sec): 3 clusters Score: Raw -1015019.230675 + Penalty 4352.749128 = -1010666.481548 nChanged 88 SP:Iteration 16Q (19542.450000 sec): 3 clusters Score: Raw -1015083.895279 + Penalty 4352.749128 = -1010731.146151 nChanged 79 SP:Iteration 17Q (19542.670000 sec): 3 clusters Score: Raw -1015136.916956 + Penalty 4352.749128 = -1010784.167828 nChanged 50 SP:Iteration 18Q (19542.910000 sec): 3 clusters Score: Raw -1015164.413877 + Penalty 4352.749128 = -1010811.664749 nChanged 42 SP:Iteration 19Q (19543.130000 sec): 3 clusters Score: Raw -1015190.226387 + Penalty 4352.749128 = -1010837.477260 nChanged 34 SP:Iteration 20F (19543.350000 sec): 3 clusters Score: Raw -1015210.623097 + Penalty 4352.749128 = -1010857.873969 nChanged 33 SP:Iteration 21Q (19543.520000 sec): 3 clusters Score: Raw -1015231.976093 + Penalty 4352.749128 = -1010879.226965 nChanged 24 SP:Iteration 22Q (19543.730000 sec): 3 clusters Score: Raw -1015245.643669 + Penalty 4352.749128 = -1010892.894542 nChanged 22 SP:Iteration 23Q (19543.930000 sec): 3 clusters Score: Raw -1015259.486197 + Penalty 4352.749128 = -1010906.737070 nChanged 20 SP:Iteration 24Q (19544.140000 sec): 3 clusters Score: Raw -1015275.886551 + Penalty 4352.749128 = -1010923.137423 nChanged 18 SP:Iteration 25Q (19544.350000 sec): 3 clusters Score: Raw -1015288.007353 + Penalty 4352.749128 = -1010935.258226 nChanged 12 SP:Iteration 26Q (19544.550000 sec): 3 clusters Score: Raw -1015295.219170 + Penalty 4352.749128 = -1010942.470043 nChanged 19 SP:Iteration 27Q (19544.800000 sec): 3 clusters Score: Raw -1015309.792998 + Penalty 4352.749128 = -1010957.043871 nChanged 27 SP:Iteration 28Q (19544.980000 sec): 3 clusters Score: Raw -1015326.667529 + Penalty 4352.749128 = -1010973.918401 nChanged 17 SP:Iteration 29Q (19545.220000 sec): 3 clusters Score: Raw -1015338.139550 + Penalty 4352.749128 = -1010985.390422 nChanged 13 SP:Iteration 30Q (19545.390000 sec): 3 clusters Score: Raw -1015349.614934 + Penalty 4352.749128 = -1010996.865807 nChanged 8 SP:Iteration 31Q (19545.600000 sec): 3 clusters Score: Raw -1015355.351899 + Penalty 4352.749128 = -1011002.602771 nChanged 4 SP:Iteration 32Q (19545.810000 sec): 3 clusters Score: Raw -1015357.462987 + Penalty 4352.749128 = -1011004.713860 nChanged 3 SP:Iteration 33Q (19546.000000 sec): 3 clusters Score: Raw -1015360.911133 + Penalty 4352.749128 = -1011008.162005 nChanged 5 SP:Iteration 34Q (19546.210000 sec): 3 clusters Score: Raw -1015364.848251 + Penalty 4352.749128 = -1011012.099124 nChanged 2 SP:Iteration 35Q (19546.450000 sec): 3 clusters Score: Raw -1015367.049267 + Penalty 4352.749128 = -1011014.300140 nChanged 5 SP:Iteration 36Q (19546.710000 sec): 3 clusters Score: Raw -1015371.223578 + Penalty 4352.749128 = -1011018.474451 nChanged 8 SP:Iteration 37Q (19546.890000 sec): 3 clusters Score: Raw -1015376.103648 + Penalty 4352.749128 = -1011023.354520 nChanged 5 SP:Iteration 38Q (19547.100000 sec): 3 clusters Score: Raw -1015378.576631 + Penalty 4352.749128 = -1011025.827503 nChanged 2 SP:Iteration 39Q (19547.290000 sec): 3 clusters Score: Raw -1015379.564393 + Penalty 4352.749128 = -1011026.815266 nChanged 2 SP:Iteration 40F (19547.460000 sec): 3 clusters Score: Raw -1015380.836767 + Penalty 4352.749128 = -1011028.087639 nChanged 1 SP:Iteration 41Q (19547.620000 sec): 3 clusters Score: Raw -1015381.166585 + Penalty 4352.749128 = -1011028.417458 nChanged 2 SP:Iteration 42Q (19547.790000 sec): 3 clusters Score: Raw -1015381.896687 + Penalty 4352.749128 = -1011029.147560 nChanged 0 SP:Iteration 43F (19548.000000 sec): 3 clusters Score: Raw -1015381.896687 + Penalty 4352.749128 = -1011029.147560 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19548.060000 sec): 2 clusters Score: Raw -38337.574323 + Penalty 1400.070831 = -36937.503492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19548.240000 sec): 3 clusters Score: Raw -38546.139986 + Penalty 2800.141661 = -35745.998324 nChanged 34 SP:Iteration 1F (19548.370000 sec): 3 clusters Score: Raw -38860.544328 + Penalty 2800.141661 = -36060.402667 nChanged 16 SP:Iteration 2F (19548.540000 sec): 3 clusters Score: Raw -38922.781527 + Penalty 2800.141661 = -36122.639866 nChanged 2 SP:Iteration 3Q (19548.690000 sec): 3 clusters Score: Raw -38929.812799 + Penalty 2800.141661 = -36129.671138 nChanged 1 SP:Iteration 4Q (19548.780000 sec): 3 clusters Score: Raw -38934.851561 + Penalty 2800.141661 = -36134.709900 nChanged 2 SP:Iteration 5Q (19548.920000 sec): 3 clusters Score: Raw -38945.011478 + Penalty 2800.141661 = -36144.869816 nChanged 2 SP:Iteration 6Q (19549.070000 sec): 3 clusters Score: Raw -38959.080761 + Penalty 2800.141661 = -36158.939100 nChanged 2 SP:Iteration 7Q (19549.180000 sec): 3 clusters Score: Raw -38970.587313 + Penalty 2800.141661 = -36170.445652 nChanged 2 SP:Iteration 8Q (19549.330000 sec): 3 clusters Score: Raw -38981.110404 + Penalty 2800.141661 = -36180.968743 nChanged 1 SP:Iteration 9Q (19549.490000 sec): 3 clusters Score: Raw -38992.745734 + Penalty 2800.141661 = -36192.604073 nChanged 0 SP:Iteration 10F (19549.620000 sec): 3 clusters Score: Raw -38992.745734 + Penalty 2800.141661 = -36192.604073 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19549.710000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19549.830000 sec): 3 clusters Score: Raw -28763.340887 + Penalty 2640.212950 = -26123.127937 nChanged 13 SP:Iteration 1F (19549.960000 sec): 3 clusters Score: Raw -28834.914915 + Penalty 2640.212950 = -26194.701965 nChanged 2 SP:Iteration 2Q (19550.080000 sec): 3 clusters Score: Raw -28841.173068 + Penalty 2640.212950 = -26200.960118 nChanged 2 SP:Iteration 3Q (19550.230000 sec): 3 clusters Score: Raw -28850.062309 + Penalty 2640.212950 = -26209.849359 nChanged 1 SP:Iteration 4Q (19550.350000 sec): 3 clusters Score: Raw -28860.278046 + Penalty 2640.212950 = -26220.065096 nChanged 0 SP:Iteration 5F (19550.440000 sec): 3 clusters Score: Raw -28860.278046 + Penalty 2640.212950 = -26220.065096 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19550.520000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19550.690000 sec): 3 clusters Score: Raw -142307.052908 + Penalty 3415.212796 = -138891.840111 nChanged 244 SP:Iteration 1F (19550.900000 sec): 3 clusters Score: Raw -142562.072431 + Penalty 3415.212796 = -139146.859635 nChanged 60 SP:Iteration 2F (19551.110000 sec): 3 clusters Score: Raw -142643.470256 + Penalty 3415.212796 = -139228.257460 nChanged 37 SP:Iteration 3Q (19551.230000 sec): 3 clusters Score: Raw -142691.015401 + Penalty 3415.212796 = -139275.802605 nChanged 20 SP:Iteration 4Q (19551.450000 sec): 3 clusters Score: Raw -142720.141586 + Penalty 3415.212796 = -139304.928790 nChanged 15 SP:Iteration 5Q (19551.630000 sec): 3 clusters Score: Raw -142739.959195 + Penalty 3415.212796 = -139324.746398 nChanged 15 SP:Iteration 6Q (19551.780000 sec): 3 clusters Score: Raw -142760.356097 + Penalty 3415.212796 = -139345.143301 nChanged 17 SP:Iteration 7Q (19551.980000 sec): 3 clusters Score: Raw -142785.449474 + Penalty 3415.212796 = -139370.236678 nChanged 23 SP:Iteration 8Q (19552.190000 sec): 3 clusters Score: Raw -142830.531588 + Penalty 3415.212796 = -139415.318791 nChanged 25 SP:Iteration 9Q (19552.390000 sec): 3 clusters Score: Raw -142872.640459 + Penalty 3415.212796 = -139457.427663 nChanged 27 SP:Iteration 10Q (19552.610000 sec): 3 clusters Score: Raw -142945.228502 + Penalty 3415.212796 = -139530.015706 nChanged 43 SP:Iteration 11Q (19552.780000 sec): 3 clusters Score: Raw -143045.678394 + Penalty 3415.212796 = -139630.465598 nChanged 33 SP:Iteration 12Q (19552.930000 sec): 3 clusters Score: Raw -143174.399072 + Penalty 3415.212796 = -139759.186276 nChanged 43 SP:Iteration 13Q (19553.150000 sec): 3 clusters Score: Raw -143285.649672 + Penalty 3415.212796 = -139870.436875 nChanged 34 SP:Iteration 14Q (19553.330000 sec): 3 clusters Score: Raw -143426.762858 + Penalty 3415.212796 = -140011.550062 nChanged 38 SP:Iteration 15Q (19553.480000 sec): 3 clusters Score: Raw -143588.360376 + Penalty 3415.212796 = -140173.147580 nChanged 33 SP:Iteration 16Q (19553.740000 sec): 3 clusters Score: Raw -143710.813627 + Penalty 3415.212796 = -140295.600830 nChanged 33 SP:Iteration 17Q (19553.950000 sec): 3 clusters Score: Raw -143830.991583 + Penalty 3415.212796 = -140415.778787 nChanged 28 SP:Iteration 18Q (19554.090000 sec): 3 clusters Score: Raw -143965.702699 + Penalty 3415.212796 = -140550.489903 nChanged 26 SP:Iteration 19Q (19554.300000 sec): 3 clusters Score: Raw -144058.302386 + Penalty 3415.212796 = -140643.089590 nChanged 9 SP:Iteration 20F (19554.460000 sec): 3 clusters Score: Raw -144080.268168 + Penalty 3415.212796 = -140665.055372 nChanged 3 SP:Iteration 21Q (19554.630000 sec): 3 clusters Score: Raw -144085.286980 + Penalty 3415.212796 = -140670.074184 nChanged 1 SP:Iteration 22Q (19554.840000 sec): 3 clusters Score: Raw -144086.982038 + Penalty 3415.212796 = -140671.769242 nChanged 1 SP:Iteration 23Q (19555.010000 sec): 3 clusters Score: Raw -144089.220048 + Penalty 3415.212796 = -140674.007252 nChanged 1 SP:Iteration 24Q (19555.190000 sec): 3 clusters Score: Raw -144091.733567 + Penalty 3415.212796 = -140676.520771 nChanged 0 SP:Iteration 25F (19555.370000 sec): 3 clusters Score: Raw -144091.733567 + Penalty 3415.212796 = -140676.520771 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19555.470000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19555.640000 sec): 3 clusters Score: Raw -45105.932420 + Penalty 2785.918464 = -42320.013956 nChanged 36 SP:Iteration 1F (19555.860000 sec): 3 clusters Score: Raw -45255.877724 + Penalty 2785.918464 = -42469.959259 nChanged 13 SP:Iteration 2Q (19556.060000 sec): 3 clusters Score: Raw -45302.056776 + Penalty 2785.918464 = -42516.138311 nChanged 2 SP:Iteration 3Q (19556.210000 sec): 3 clusters Score: Raw -45311.224009 + Penalty 2785.918464 = -42525.305544 nChanged 0 SP:Iteration 4F (19556.430000 sec): 3 clusters Score: Raw -45311.224009 + Penalty 2785.918464 = -42525.305544 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19556.470000 sec): 2 clusters Score: Raw -28273.193253 + Penalty 1297.314937 = -26975.878316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19556.680000 sec): 3 clusters Score: Raw -28539.604875 + Penalty 2594.629874 = -25944.975001 nChanged 14 SP:Iteration 1F (19556.850000 sec): 3 clusters Score: Raw -28638.539820 + Penalty 2594.629874 = -26043.909946 nChanged 2 SP:Iteration 2Q (19557.100000 sec): 3 clusters Score: Raw -28648.444996 + Penalty 2594.629874 = -26053.815122 nChanged 0 SP:Iteration 3F (19557.310000 sec): 3 clusters Score: Raw -28648.444996 + Penalty 2594.629874 = -26053.815122 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19557.400000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19557.600000 sec): 3 clusters Score: Raw -388729.483479 + Penalty 3875.541410 = -384853.942069 nChanged 803 SP:Iteration 1F (19557.800000 sec): 3 clusters Score: Raw -389293.050650 + Penalty 3875.541410 = -385417.509240 nChanged 176 SP:Iteration 2F (19558.040000 sec): 3 clusters Score: Raw -389426.865435 + Penalty 3875.541410 = -385551.324025 nChanged 109 SP:Iteration 3Q (19558.250000 sec): 3 clusters Score: Raw -389516.429251 + Penalty 3875.541410 = -385640.887841 nChanged 74 SP:Iteration 4Q (19558.460000 sec): 3 clusters Score: Raw -389565.499906 + Penalty 3875.541410 = -385689.958495 nChanged 57 SP:Iteration 5Q (19558.620000 sec): 3 clusters Score: Raw -389598.628507 + Penalty 3875.541410 = -385723.087097 nChanged 32 SP:Iteration 6Q (19558.820000 sec): 3 clusters Score: Raw -389615.573350 + Penalty 3875.541410 = -385740.031940 nChanged 17 SP:Iteration 7Q (19558.990000 sec): 3 clusters Score: Raw -389626.464983 + Penalty 3875.541410 = -385750.923573 nChanged 17 SP:Iteration 8Q (19559.140000 sec): 3 clusters Score: Raw -389634.430069 + Penalty 3875.541410 = -385758.888658 nChanged 10 SP:Iteration 9Q (19559.300000 sec): 3 clusters Score: Raw -389639.324101 + Penalty 3875.541410 = -385763.782691 nChanged 14 SP:Iteration 10Q (19559.520000 sec): 3 clusters Score: Raw -389645.226519 + Penalty 3875.541410 = -385769.685109 nChanged 9 SP:Iteration 11Q (19559.670000 sec): 3 clusters Score: Raw -389650.707370 + Penalty 3875.541410 = -385775.165960 nChanged 13 SP:Iteration 12Q (19559.840000 sec): 3 clusters Score: Raw -389658.139886 + Penalty 3875.541410 = -385782.598475 nChanged 9 SP:Iteration 13Q (19560.040000 sec): 3 clusters Score: Raw -389662.199394 + Penalty 3875.541410 = -385786.657984 nChanged 11 SP:Iteration 14Q (19560.210000 sec): 3 clusters Score: Raw -389666.254997 + Penalty 3875.541410 = -385790.713587 nChanged 6 SP:Iteration 15Q (19560.360000 sec): 3 clusters Score: Raw -389669.437208 + Penalty 3875.541410 = -385793.895797 nChanged 6 SP:Iteration 16Q (19560.500000 sec): 3 clusters Score: Raw -389672.398223 + Penalty 3875.541410 = -385796.856812 nChanged 4 SP:Iteration 17Q (19560.680000 sec): 3 clusters Score: Raw -389674.014092 + Penalty 3875.541410 = -385798.472682 nChanged 1 SP:Iteration 18Q (19560.860000 sec): 3 clusters Score: Raw -389674.948444 + Penalty 3875.541410 = -385799.407034 nChanged 2 SP:Iteration 19Q (19561.010000 sec): 3 clusters Score: Raw -389675.450714 + Penalty 3875.541410 = -385799.909304 nChanged 0 SP:Iteration 20F (19561.230000 sec): 3 clusters Score: Raw -389675.450714 + Penalty 3875.541410 = -385799.909304 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19561.290000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19561.470000 sec): 3 clusters Score: Raw -15277.459385 + Penalty 2394.843614 = -12882.615771 nChanged 10 SP:Iteration 1F (19561.620000 sec): 3 clusters Score: Raw -15441.422945 + Penalty 2394.843614 = -13046.579331 nChanged 6 SP:Iteration 2Q (19561.790000 sec): 3 clusters Score: Raw -15523.721460 + Penalty 2394.843614 = -13128.877846 nChanged 1 SP:Iteration 3Q (19562.000000 sec): 3 clusters Score: Raw -15542.071537 + Penalty 2394.843614 = -13147.227923 nChanged 0 SP:Iteration 4F (19562.160000 sec): 3 clusters Score: Raw -15542.071537 + Penalty 2394.843614 = -13147.227923 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19562.240000 sec): 2 clusters Score: Raw -22061.241217 + Penalty 1264.766874 = -20796.474343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19562.450000 sec): 3 clusters Score: Raw -22382.382486 + Penalty 2529.533748 = -19852.848738 nChanged 8 SP:Iteration 1Q (19562.630000 sec): 3 clusters Score: Raw -22444.904384 + Penalty 2529.533748 = -19915.370636 nChanged 1 SP:Iteration 2Q (19562.830000 sec): 3 clusters Score: Raw -22455.168085 + Penalty 2529.533748 = -19925.634337 nChanged 0 SP:Iteration 3F (19562.990000 sec): 3 clusters Score: Raw -22455.168085 + Penalty 2529.533748 = -19925.634337 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19563.090000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19563.300000 sec): 3 clusters Score: Raw -39874.208455 + Penalty 2767.545994 = -37106.662461 nChanged 34 SP:Iteration 1F (19563.490000 sec): 3 clusters Score: Raw -40010.739191 + Penalty 2767.545994 = -37243.193197 nChanged 10 SP:Iteration 2Q (19563.680000 sec): 3 clusters Score: Raw -40062.070159 + Penalty 2767.545994 = -37294.524165 nChanged 3 SP:Iteration 3Q (19563.860000 sec): 3 clusters Score: Raw -40075.527616 + Penalty 2767.545994 = -37307.981623 nChanged 0 SP:Iteration 4F (19564.040000 sec): 3 clusters Score: Raw -40075.527616 + Penalty 2767.545994 = -37307.981623 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19564.160000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19564.320000 sec): 3 clusters Score: Raw -55725.925759 + Penalty 2952.808694 = -52773.117065 nChanged 64 SP:Iteration 1F (19564.520000 sec): 3 clusters Score: Raw -55888.426565 + Penalty 2952.808694 = -52935.617871 nChanged 13 SP:Iteration 2Q (19564.730000 sec): 3 clusters Score: Raw -55941.233739 + Penalty 2952.808694 = -52988.425045 nChanged 12 SP:Iteration 3Q (19564.890000 sec): 3 clusters Score: Raw -56000.239993 + Penalty 2952.808694 = -53047.431299 nChanged 12 SP:Iteration 4Q (19565.080000 sec): 3 clusters Score: Raw -56040.282323 + Penalty 2952.808694 = -53087.473629 nChanged 9 SP:Iteration 5Q (19565.240000 sec): 3 clusters Score: Raw -56078.971316 + Penalty 2952.808694 = -53126.162622 nChanged 10 SP:Iteration 6Q (19565.400000 sec): 3 clusters Score: Raw -56118.956477 + Penalty 2952.808694 = -53166.147783 nChanged 7 SP:Iteration 7Q (19565.570000 sec): 3 clusters Score: Raw -56165.927884 + Penalty 2952.808694 = -53213.119190 nChanged 9 SP:Iteration 8Q (19565.760000 sec): 3 clusters Score: Raw -56218.274771 + Penalty 2952.808694 = -53265.466078 nChanged 7 SP:Iteration 9Q (19565.960000 sec): 3 clusters Score: Raw -56310.790116 + Penalty 2952.808694 = -53357.981422 nChanged 13 SP:Iteration 10Q (19566.120000 sec): 3 clusters Score: Raw -56467.380561 + Penalty 2952.808694 = -53514.571867 nChanged 9 SP:Iteration 11Q (19566.300000 sec): 3 clusters Score: Raw -56616.624063 + Penalty 2952.808694 = -53663.815369 nChanged 11 SP:Iteration 12Q (19566.540000 sec): 3 clusters Score: Raw -56800.968837 + Penalty 2952.808694 = -53848.160143 nChanged 15 SP:Iteration 13Q (19566.700000 sec): 3 clusters Score: Raw -56860.658001 + Penalty 2952.808694 = -53907.849308 nChanged 8 SP:Iteration 14Q (19566.920000 sec): 3 clusters Score: Raw -56904.263845 + Penalty 2952.808694 = -53951.455151 nChanged 4 SP:Iteration 15Q (19567.060000 sec): 3 clusters Score: Raw -56926.105058 + Penalty 2952.808694 = -53973.296364 nChanged 1 SP:Iteration 16Q (19567.240000 sec): 3 clusters Score: Raw -56934.623829 + Penalty 2952.808694 = -53981.815136 nChanged 3 SP:Iteration 17Q (19567.400000 sec): 3 clusters Score: Raw -56947.194383 + Penalty 2952.808694 = -53994.385689 nChanged 2 SP:Iteration 18Q (19567.590000 sec): 3 clusters Score: Raw -56954.006317 + Penalty 2952.808694 = -54001.197623 nChanged 1 SP:Iteration 19Q (19567.750000 sec): 3 clusters Score: Raw -56959.016251 + Penalty 2952.808694 = -54006.207557 nChanged 1 SP:Iteration 20F (19567.930000 sec): 3 clusters Score: Raw -56969.399406 + Penalty 2952.808694 = -54016.590712 nChanged 2 SP:Iteration 21Q (19568.160000 sec): 3 clusters Score: Raw -56980.115335 + Penalty 2952.808694 = -54027.306641 nChanged 0 SP:Iteration 22F (19568.350000 sec): 3 clusters Score: Raw -56980.115335 + Penalty 2952.808694 = -54027.306641 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19568.430000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19568.620000 sec): 3 clusters Score: Raw -38721.708696 + Penalty 2744.561186 = -35977.147510 nChanged 26 SP:Iteration 1F (19568.820000 sec): 3 clusters Score: Raw -38856.182632 + Penalty 2744.561186 = -36111.621445 nChanged 9 SP:Iteration 2Q (19568.960000 sec): 3 clusters Score: Raw -38890.764372 + Penalty 2744.561186 = -36146.203185 nChanged 1 SP:Iteration 3Q (19569.190000 sec): 3 clusters Score: Raw -38895.806237 + Penalty 2744.561186 = -36151.245051 nChanged 1 SP:Iteration 4Q (19569.320000 sec): 3 clusters Score: Raw -38901.477190 + Penalty 2744.561186 = -36156.916003 nChanged 0 SP:Iteration 5F (19569.500000 sec): 3 clusters Score: Raw -38901.477190 + Penalty 2744.561186 = -36156.916003 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19569.600000 sec): 2 clusters Score: Raw -42725.078594 + Penalty 1391.149005 = -41333.929588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19569.770000 sec): 3 clusters Score: Raw -42907.188418 + Penalty 2782.298010 = -40124.890408 nChanged 40 SP:Iteration 1F (19569.980000 sec): 3 clusters Score: Raw -43083.763623 + Penalty 2782.298010 = -40301.465613 nChanged 9 SP:Iteration 2Q (19570.170000 sec): 3 clusters Score: Raw -43129.554979 + Penalty 2782.298010 = -40347.256969 nChanged 3 SP:Iteration 3Q (19570.370000 sec): 3 clusters Score: Raw -43140.446491 + Penalty 2782.298010 = -40358.148480 nChanged 1 SP:Iteration 4Q (19570.560000 sec): 3 clusters Score: Raw -43143.716326 + Penalty 2782.298010 = -40361.418315 nChanged 2 SP:Iteration 5Q (19570.780000 sec): 3 clusters Score: Raw -43148.737793 + Penalty 2782.298010 = -40366.439782 nChanged 0 SP:Iteration 6F (19570.960000 sec): 3 clusters Score: Raw -43148.737793 + Penalty 2782.298010 = -40366.439782 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19571.010000 sec): 2 clusters Score: Raw -11221.450586 + Penalty 1083.623067 = -10137.827519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19571.240000 sec): 3 clusters Score: Raw -11620.845582 + Penalty 2167.246135 = -9453.599447 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19571.320000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19571.540000 sec): 3 clusters Score: Raw -66304.036274 + Penalty 3046.450553 = -63257.585721 nChanged 95 SP:Iteration 1F (19571.690000 sec): 3 clusters Score: Raw -66544.869340 + Penalty 3046.450553 = -63498.418787 nChanged 24 SP:Iteration 2F (19571.890000 sec): 3 clusters Score: Raw -66670.982683 + Penalty 3046.450553 = -63624.532130 nChanged 23 SP:Iteration 3Q (19572.040000 sec): 3 clusters Score: Raw -66810.383955 + Penalty 3046.450553 = -63763.933402 nChanged 20 SP:Iteration 4Q (19572.240000 sec): 3 clusters Score: Raw -66948.074019 + Penalty 3046.450553 = -63901.623466 nChanged 20 SP:Iteration 5Q (19572.440000 sec): 3 clusters Score: Raw -67087.022316 + Penalty 3046.450553 = -64040.571763 nChanged 17 SP:Iteration 6Q (19572.580000 sec): 3 clusters Score: Raw -67182.991618 + Penalty 3046.450553 = -64136.541065 nChanged 14 SP:Iteration 7Q (19572.780000 sec): 3 clusters Score: Raw -67253.226022 + Penalty 3046.450553 = -64206.775469 nChanged 12 SP:Iteration 8Q (19572.960000 sec): 3 clusters Score: Raw -67320.787422 + Penalty 3046.450553 = -64274.336869 nChanged 10 SP:Iteration 9Q (19573.160000 sec): 3 clusters Score: Raw -67365.410792 + Penalty 3046.450553 = -64318.960238 nChanged 7 SP:Iteration 10Q (19573.340000 sec): 3 clusters Score: Raw -67519.798065 + Penalty 3046.450553 = -64473.347512 nChanged 6 SP:Iteration 11Q (19573.530000 sec): 3 clusters Score: Raw -67548.154199 + Penalty 3046.450553 = -64501.703646 nChanged 5 SP:Iteration 12Q (19573.690000 sec): 3 clusters Score: Raw -67567.647492 + Penalty 3046.450553 = -64521.196939 nChanged 4 SP:Iteration 13Q (19573.880000 sec): 3 clusters Score: Raw -67612.942400 + Penalty 3046.450553 = -64566.491847 nChanged 4 SP:Iteration 14Q (19574.060000 sec): 3 clusters Score: Raw -67629.784164 + Penalty 3046.450553 = -64583.333611 nChanged 1 SP:Iteration 15Q (19574.270000 sec): 3 clusters Score: Raw -67639.538150 + Penalty 3046.450553 = -64593.087597 nChanged 2 SP:Iteration 16Q (19574.480000 sec): 3 clusters Score: Raw -67646.996426 + Penalty 3046.450553 = -64600.545872 nChanged 2 SP:Iteration 17Q (19574.690000 sec): 3 clusters Score: Raw -67659.929631 + Penalty 3046.450553 = -64613.479078 nChanged 2 SP:Iteration 18Q (19574.880000 sec): 3 clusters Score: Raw -67665.663286 + Penalty 3046.450553 = -64619.212733 nChanged 1 SP:Iteration 19Q (19575.020000 sec): 3 clusters Score: Raw -67671.890718 + Penalty 3046.450553 = -64625.440165 nChanged 1 SP:Iteration 20F (19575.230000 sec): 3 clusters Score: Raw -67688.647291 + Penalty 3046.450553 = -64642.196738 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19575.330000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19575.490000 sec): 3 clusters Score: Raw -24570.203786 + Penalty 2553.157260 = -22017.046525 nChanged 15 SP:Iteration 1F (19575.640000 sec): 3 clusters Score: Raw -24694.784388 + Penalty 2553.157260 = -22141.627128 nChanged 6 SP:Iteration 2Q (19575.800000 sec): 3 clusters Score: Raw -24734.422334 + Penalty 2553.157260 = -22181.265073 nChanged 0 SP:Iteration 3F (19576.000000 sec): 3 clusters Score: Raw -24734.422334 + Penalty 2553.157260 = -22181.265073 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19576.090000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19576.250000 sec): 3 clusters Score: Raw -23888.372645 + Penalty 2465.027397 = -21423.345249 nChanged 12 SP:Iteration 1F (19576.440000 sec): 3 clusters Score: Raw -23984.592459 + Penalty 2465.027397 = -21519.565063 nChanged 3 SP:Iteration 2Q (19576.640000 sec): 3 clusters Score: Raw -24008.171743 + Penalty 2465.027397 = -21543.144346 nChanged 0 SP:Iteration 3F (19576.800000 sec): 3 clusters Score: Raw -24008.171743 + Penalty 2465.027397 = -21543.144346 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19577.530000 sec): 2 clusters Score: Raw -21819864.638242 + Penalty 2933.264097 = -21816931.374146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19578.390000 sec): 3 clusters Score: Raw -21731274.097964 + Penalty 5866.528193 = -21725407.569771 nChanged 65167 SP:Iteration 1F (19579.250000 sec): 3 clusters Score: Raw -21768722.658750 + Penalty 5866.528193 = -21762856.130556 nChanged 4115 SP:Iteration 2Q (19580.170000 sec): 3 clusters Score: Raw -21769638.719114 + Penalty 5866.528193 = -21763772.190921 nChanged 4359 SP:Iteration 3Q (19581.090000 sec): 3 clusters Score: Raw -21770795.243317 + Penalty 5866.528193 = -21764928.715124 nChanged 5094 SP:Iteration 4Q (19581.990000 sec): 3 clusters Score: Raw -21772468.185403 + Penalty 5866.528193 = -21766601.657210 nChanged 5992 SP:Iteration 5Q (19582.770000 sec): 3 clusters Score: Raw -21774938.097401 + Penalty 5866.528193 = -21769071.569208 nChanged 7299 SP:Iteration 6F (19583.640000 sec): 3 clusters Score: Raw -21778686.891127 + Penalty 5866.528193 = -21772820.362933 nChanged 8681 SP:Iteration 7F (19584.490000 sec): 3 clusters Score: Raw -21784200.501470 + Penalty 5866.528193 = -21778333.973277 nChanged 9475 SP:Iteration 8F (19585.410000 sec): 3 clusters Score: Raw -21791393.574638 + Penalty 5866.528193 = -21785527.046445 nChanged 9229 SP:Iteration 9F (19586.330000 sec): 3 clusters Score: Raw -21799352.753610 + Penalty 5866.528193 = -21793486.225416 nChanged 7462 SP:Iteration 10F (19587.190000 sec): 3 clusters Score: Raw -21806132.143769 + Penalty 5866.528193 = -21800265.615576 nChanged 5112 SP:Iteration 11Q (19588.090000 sec): 3 clusters Score: Raw -21810559.974126 + Penalty 5866.528193 = -21804693.445933 nChanged 3361 SP:Iteration 12Q (19588.950000 sec): 3 clusters Score: Raw -21813226.277106 + Penalty 5866.528193 = -21807359.748913 nChanged 2345 SP:Iteration 13Q (19589.810000 sec): 3 clusters Score: Raw -21814799.956283 + Penalty 5866.528193 = -21808933.428090 nChanged 1678 SP:Iteration 14Q (19590.640000 sec): 3 clusters Score: Raw -21815785.788322 + Penalty 5866.528193 = -21809919.260128 nChanged 1354 SP:Iteration 15Q (19591.470000 sec): 3 clusters Score: Raw -21816525.496191 + Penalty 5866.528193 = -21810658.967997 nChanged 1144 SP:Iteration 16Q (19592.170000 sec): 3 clusters Score: Raw -21817134.793116 + Penalty 5866.528193 = -21811268.264922 nChanged 991 SP:Iteration 17Q (19592.890000 sec): 3 clusters Score: Raw -21817648.655786 + Penalty 5866.528193 = -21811782.127593 nChanged 854 SP:Iteration 18Q (19593.590000 sec): 3 clusters Score: Raw -21818065.377371 + Penalty 5866.528193 = -21812198.849178 nChanged 688 SP:Iteration 19Q (19594.350000 sec): 3 clusters Score: Raw -21818416.523121 + Penalty 5866.528193 = -21812549.994928 nChanged 615 SP:Iteration 20F (19595.150000 sec): 3 clusters Score: Raw -21818725.450175 + Penalty 5866.528193 = -21812858.921981 nChanged 498 SP:Iteration 21Q (19595.860000 sec): 3 clusters Score: Raw -21818983.324408 + Penalty 5866.528193 = -21813116.796214 nChanged 413 SP:Iteration 22Q (19596.520000 sec): 3 clusters Score: Raw -21819186.516554 + Penalty 5866.528193 = -21813319.988361 nChanged 329 SP:Iteration 23Q (19597.260000 sec): 3 clusters Score: Raw -21819362.553038 + Penalty 5866.528193 = -21813496.024845 nChanged 297 SP:Iteration 24Q (19598.000000 sec): 3 clusters Score: Raw -21819523.335066 + Penalty 5866.528193 = -21813656.806873 nChanged 287 SP:Iteration 25Q (19598.750000 sec): 3 clusters Score: Raw -21819685.250169 + Penalty 5866.528193 = -21813818.721976 nChanged 234 SP:Iteration 26Q (19599.480000 sec): 3 clusters Score: Raw -21819819.021138 + Penalty 5866.528193 = -21813952.492945 nChanged 185 SP:Iteration 27Q (19600.310000 sec): 3 clusters Score: Raw -21819907.897247 + Penalty 5866.528193 = -21814041.369054 nChanged 161 SP:Iteration 28Q (19601.040000 sec): 3 clusters Score: Raw -21819982.893056 + Penalty 5866.528193 = -21814116.364863 nChanged 118 SP:Iteration 29Q (19601.810000 sec): 3 clusters Score: Raw -21820038.493227 + Penalty 5866.528193 = -21814171.965034 nChanged 92 SP:Iteration 30Q (19602.600000 sec): 3 clusters Score: Raw -21820082.346269 + Penalty 5866.528193 = -21814215.818076 nChanged 91 SP:Iteration 31Q (19603.360000 sec): 3 clusters Score: Raw -21820125.950426 + Penalty 5866.528193 = -21814259.422233 nChanged 61 SP:Iteration 32Q (19604.160000 sec): 3 clusters Score: Raw -21820155.823005 + Penalty 5866.528193 = -21814289.294812 nChanged 61 SP:Iteration 33Q (19605.040000 sec): 3 clusters Score: Raw -21820186.571906 + Penalty 5866.528193 = -21814320.043713 nChanged 49 SP:Iteration 34Q (19605.940000 sec): 3 clusters Score: Raw -21820209.292729 + Penalty 5866.528193 = -21814342.764536 nChanged 41 SP:Iteration 35Q (19606.760000 sec): 3 clusters Score: Raw -21820225.061104 + Penalty 5866.528193 = -21814358.532910 nChanged 36 SP:Iteration 36Q (19607.560000 sec): 3 clusters Score: Raw -21820238.188616 + Penalty 5866.528193 = -21814371.660423 nChanged 29 SP:Iteration 37Q (19608.300000 sec): 3 clusters Score: Raw -21820248.030288 + Penalty 5866.528193 = -21814381.502095 nChanged 19 SP:Iteration 38Q (19609.040000 sec): 3 clusters Score: Raw -21820256.266965 + Penalty 5866.528193 = -21814389.738772 nChanged 17 SP:Iteration 39Q (19609.790000 sec): 3 clusters Score: Raw -21820261.012854 + Penalty 5866.528193 = -21814394.484661 nChanged 14 SP:Iteration 40F (19610.650000 sec): 3 clusters Score: Raw -21820264.230356 + Penalty 5866.528193 = -21814397.702163 nChanged 6 SP:Iteration 41Q (19611.290000 sec): 3 clusters Score: Raw -21820266.320830 + Penalty 5866.528193 = -21814399.792637 nChanged 7 SP:Iteration 42Q (19611.950000 sec): 3 clusters Score: Raw -21820269.387322 + Penalty 5866.528193 = -21814402.859129 nChanged 10 SP:Iteration 43Q (19612.610000 sec): 3 clusters Score: Raw -21820274.456696 + Penalty 5866.528193 = -21814407.928502 nChanged 11 SP:Iteration 44Q (19613.390000 sec): 3 clusters Score: Raw -21820279.103767 + Penalty 5866.528193 = -21814412.575574 nChanged 9 SP:Iteration 45Q (19614.090000 sec): 3 clusters Score: Raw -21820281.905656 + Penalty 5866.528193 = -21814415.377463 nChanged 8 SP:Iteration 46Q (19614.830000 sec): 3 clusters Score: Raw -21820284.421131 + Penalty 5866.528193 = -21814417.892937 nChanged 7 SP:Iteration 47Q (19615.500000 sec): 3 clusters Score: Raw -21820287.256152 + Penalty 5866.528193 = -21814420.727958 nChanged 6 SP:Iteration 48Q (19616.250000 sec): 3 clusters Score: Raw -21820289.932239 + Penalty 5866.528193 = -21814423.404046 nChanged 8 SP:Iteration 49Q (19617.010000 sec): 3 clusters Score: Raw -21820292.875755 + Penalty 5866.528193 = -21814426.347561 nChanged 10 SP:Iteration 50Q (19617.780000 sec): 3 clusters Score: Raw -21820298.585905 + Penalty 5866.528193 = -21814432.057712 nChanged 17 SP:Iteration 51Q (19618.630000 sec): 3 clusters Score: Raw -21820304.068446 + Penalty 5866.528193 = -21814437.540253 nChanged 8 SP:Iteration 52Q (19619.370000 sec): 3 clusters Score: Raw -21820306.354496 + Penalty 5866.528193 = -21814439.826303 nChanged 4 SP:Iteration 53Q (19620.170000 sec): 3 clusters Score: Raw -21820307.777834 + Penalty 5866.528193 = -21814441.249641 nChanged 4 SP:Iteration 54Q (19620.970000 sec): 3 clusters Score: Raw -21820309.550726 + Penalty 5866.528193 = -21814443.022533 nChanged 3 SP:Iteration 55Q (19621.780000 sec): 3 clusters Score: Raw -21820310.460767 + Penalty 5866.528193 = -21814443.932574 nChanged 1 SP:Iteration 56Q (19622.610000 sec): 3 clusters Score: Raw -21820310.580085 + Penalty 5866.528193 = -21814444.051892 nChanged 0 SP:Iteration 57F (19623.500000 sec): 3 clusters Score: Raw -21820310.580085 + Penalty 5866.528193 = -21814444.051892 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19623.620000 sec): 2 clusters Score: Raw -24296.512695 + Penalty 1244.285400 = -23052.227296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19623.820000 sec): 3 clusters Score: Raw -24732.160860 + Penalty 2488.570799 = -22243.590061 nChanged 8 SP:Iteration 1F (19623.980000 sec): 3 clusters Score: Raw -24770.271790 + Penalty 2488.570799 = -22281.700991 nChanged 2 SP:Iteration 2Q (19624.160000 sec): 3 clusters Score: Raw -24788.021264 + Penalty 2488.570799 = -22299.450465 nChanged 1 SP:Iteration 3Q (19624.360000 sec): 3 clusters Score: Raw -24798.711413 + Penalty 2488.570799 = -22310.140614 nChanged 2 SP:Iteration 4Q (19624.570000 sec): 3 clusters Score: Raw -24812.824513 + Penalty 2488.570799 = -22324.253714 nChanged 0 SP:Iteration 5F (19624.740000 sec): 3 clusters Score: Raw -24812.824513 + Penalty 2488.570799 = -22324.253714 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19624.900000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19625.150000 sec): 3 clusters Score: Raw -1319395.615366 + Penalty 4478.888342 = -1314916.727024 nChanged 3380 SP:Iteration 1F (19625.360000 sec): 3 clusters Score: Raw -1321191.666519 + Penalty 4478.888342 = -1316712.778178 nChanged 602 SP:Iteration 2F (19625.590000 sec): 3 clusters Score: Raw -1321509.669456 + Penalty 4478.888342 = -1317030.781114 nChanged 461 SP:Iteration 3F (19625.830000 sec): 3 clusters Score: Raw -1321737.949148 + Penalty 4478.888342 = -1317259.060806 nChanged 382 SP:Iteration 4Q (19626.100000 sec): 3 clusters Score: Raw -1321926.965249 + Penalty 4478.888342 = -1317448.076908 nChanged 327 SP:Iteration 5Q (19626.290000 sec): 3 clusters Score: Raw -1322090.094290 + Penalty 4478.888342 = -1317611.205949 nChanged 319 SP:Iteration 6Q (19626.530000 sec): 3 clusters Score: Raw -1322245.775256 + Penalty 4478.888342 = -1317766.886914 nChanged 334 SP:Iteration 7Q (19626.760000 sec): 3 clusters Score: Raw -1322420.551695 + Penalty 4478.888342 = -1317941.663353 nChanged 312 SP:Iteration 8Q (19627.000000 sec): 3 clusters Score: Raw -1322598.681023 + Penalty 4478.888342 = -1318119.792681 nChanged 313 SP:Iteration 9Q (19627.310000 sec): 3 clusters Score: Raw -1322801.307153 + Penalty 4478.888342 = -1318322.418812 nChanged 318 SP:Iteration 10Q (19627.550000 sec): 3 clusters Score: Raw -1322989.954910 + Penalty 4478.888342 = -1318511.066568 nChanged 270 SP:Iteration 11Q (19627.730000 sec): 3 clusters Score: Raw -1323136.343007 + Penalty 4478.888342 = -1318657.454665 nChanged 224 SP:Iteration 12Q (19627.970000 sec): 3 clusters Score: Raw -1323269.319741 + Penalty 4478.888342 = -1318790.431400 nChanged 213 SP:Iteration 13Q (19628.210000 sec): 3 clusters Score: Raw -1323384.842823 + Penalty 4478.888342 = -1318905.954481 nChanged 168 SP:Iteration 14Q (19628.450000 sec): 3 clusters Score: Raw -1323474.691976 + Penalty 4478.888342 = -1318995.803634 nChanged 155 SP:Iteration 15Q (19628.660000 sec): 3 clusters Score: Raw -1323551.831022 + Penalty 4478.888342 = -1319072.942680 nChanged 131 SP:Iteration 16Q (19628.870000 sec): 3 clusters Score: Raw -1323616.672413 + Penalty 4478.888342 = -1319137.784071 nChanged 104 SP:Iteration 17Q (19629.110000 sec): 3 clusters Score: Raw -1323670.919398 + Penalty 4478.888342 = -1319192.031056 nChanged 103 SP:Iteration 18Q (19629.340000 sec): 3 clusters Score: Raw -1323724.401448 + Penalty 4478.888342 = -1319245.513106 nChanged 92 SP:Iteration 19Q (19629.540000 sec): 3 clusters Score: Raw -1323768.070337 + Penalty 4478.888342 = -1319289.181995 nChanged 75 SP:Iteration 20F (19629.750000 sec): 3 clusters Score: Raw -1323803.706434 + Penalty 4478.888342 = -1319324.818092 nChanged 60 SP:Iteration 21Q (19629.950000 sec): 3 clusters Score: Raw -1323836.384459 + Penalty 4478.888342 = -1319357.496118 nChanged 60 SP:Iteration 22Q (19630.170000 sec): 3 clusters Score: Raw -1323870.300727 + Penalty 4478.888342 = -1319391.412385 nChanged 54 SP:Iteration 23Q (19630.420000 sec): 3 clusters Score: Raw -1323899.644563 + Penalty 4478.888342 = -1319420.756222 nChanged 53 SP:Iteration 24Q (19630.680000 sec): 3 clusters Score: Raw -1323929.478898 + Penalty 4478.888342 = -1319450.590557 nChanged 39 SP:Iteration 25Q (19630.930000 sec): 3 clusters Score: Raw -1323953.424111 + Penalty 4478.888342 = -1319474.535770 nChanged 40 SP:Iteration 26Q (19631.210000 sec): 3 clusters Score: Raw -1323977.134622 + Penalty 4478.888342 = -1319498.246281 nChanged 35 SP:Iteration 27Q (19631.390000 sec): 3 clusters Score: Raw -1323996.471845 + Penalty 4478.888342 = -1319517.583503 nChanged 25 SP:Iteration 28Q (19631.630000 sec): 3 clusters Score: Raw -1324012.014530 + Penalty 4478.888342 = -1319533.126189 nChanged 22 SP:Iteration 29Q (19631.870000 sec): 3 clusters Score: Raw -1324024.916300 + Penalty 4478.888342 = -1319546.027958 nChanged 22 SP:Iteration 30Q (19632.110000 sec): 3 clusters Score: Raw -1324037.471676 + Penalty 4478.888342 = -1319558.583334 nChanged 21 SP:Iteration 31Q (19632.380000 sec): 3 clusters Score: Raw -1324049.986974 + Penalty 4478.888342 = -1319571.098632 nChanged 14 SP:Iteration 32Q (19632.580000 sec): 3 clusters Score: Raw -1324057.591115 + Penalty 4478.888342 = -1319578.702773 nChanged 20 SP:Iteration 33Q (19632.820000 sec): 3 clusters Score: Raw -1324067.392879 + Penalty 4478.888342 = -1319588.504538 nChanged 12 SP:Iteration 34Q (19633.060000 sec): 3 clusters Score: Raw -1324075.536190 + Penalty 4478.888342 = -1319596.647848 nChanged 10 SP:Iteration 35Q (19633.240000 sec): 3 clusters Score: Raw -1324081.446447 + Penalty 4478.888342 = -1319602.558105 nChanged 14 SP:Iteration 36Q (19633.460000 sec): 3 clusters Score: Raw -1324088.858017 + Penalty 4478.888342 = -1319609.969676 nChanged 13 SP:Iteration 37Q (19633.670000 sec): 3 clusters Score: Raw -1324095.531325 + Penalty 4478.888342 = -1319616.642983 nChanged 6 SP:Iteration 38Q (19633.920000 sec): 3 clusters Score: Raw -1324098.802900 + Penalty 4478.888342 = -1319619.914559 nChanged 7 SP:Iteration 39Q (19634.150000 sec): 3 clusters Score: Raw -1324102.538348 + Penalty 4478.888342 = -1319623.650006 nChanged 7 SP:Iteration 40F (19634.350000 sec): 3 clusters Score: Raw -1324107.391034 + Penalty 4478.888342 = -1319628.502693 nChanged 12 SP:Iteration 41Q (19634.600000 sec): 3 clusters Score: Raw -1324117.579105 + Penalty 4478.888342 = -1319638.690763 nChanged 14 SP:Iteration 42Q (19634.780000 sec): 3 clusters Score: Raw -1324127.602584 + Penalty 4478.888342 = -1319648.714242 nChanged 13 SP:Iteration 43Q (19635.000000 sec): 3 clusters Score: Raw -1324136.643767 + Penalty 4478.888342 = -1319657.755426 nChanged 9 SP:Iteration 44Q (19635.190000 sec): 3 clusters Score: Raw -1324141.902757 + Penalty 4478.888342 = -1319663.014415 nChanged 3 SP:Iteration 45Q (19635.450000 sec): 3 clusters Score: Raw -1324143.659717 + Penalty 4478.888342 = -1319664.771375 nChanged 3 SP:Iteration 46Q (19635.680000 sec): 3 clusters Score: Raw -1324146.042806 + Penalty 4478.888342 = -1319667.154464 nChanged 3 SP:Iteration 47Q (19635.870000 sec): 3 clusters Score: Raw -1324147.181438 + Penalty 4478.888342 = -1319668.293097 nChanged 1 SP:Iteration 48Q (19636.120000 sec): 3 clusters Score: Raw -1324147.598090 + Penalty 4478.888342 = -1319668.709749 nChanged 2 SP:Iteration 49Q (19636.310000 sec): 3 clusters Score: Raw -1324148.642725 + Penalty 4478.888342 = -1319669.754383 nChanged 1 SP:Iteration 50Q (19636.540000 sec): 3 clusters Score: Raw -1324149.196613 + Penalty 4478.888342 = -1319670.308271 nChanged 2 SP:Iteration 51Q (19636.790000 sec): 3 clusters Score: Raw -1324150.837151 + Penalty 4478.888342 = -1319671.948810 nChanged 6 SP:Iteration 52Q (19636.980000 sec): 3 clusters Score: Raw -1324156.315084 + Penalty 4478.888342 = -1319677.426743 nChanged 3 SP:Iteration 53Q (19637.190000 sec): 3 clusters Score: Raw -1324158.325744 + Penalty 4478.888342 = -1319679.437402 nChanged 2 SP:Iteration 54Q (19637.410000 sec): 3 clusters Score: Raw -1324159.340166 + Penalty 4478.888342 = -1319680.451824 nChanged 0 SP:Iteration 55F (19637.610000 sec): 3 clusters Score: Raw -1324159.340166 + Penalty 4478.888342 = -1319680.451824 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19637.700000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19637.860000 sec): 3 clusters Score: Raw -45303.613228 + Penalty 2850.116783 = -42453.496446 nChanged 40 SP:Iteration 1F (19638.040000 sec): 3 clusters Score: Raw -45514.579714 + Penalty 2850.116783 = -42664.462931 nChanged 16 SP:Iteration 2F (19638.190000 sec): 3 clusters Score: Raw -45578.018075 + Penalty 2850.116783 = -42727.901292 nChanged 9 SP:Iteration 3Q (19638.390000 sec): 3 clusters Score: Raw -45612.180069 + Penalty 2850.116783 = -42762.063287 nChanged 6 SP:Iteration 4Q (19638.560000 sec): 3 clusters Score: Raw -45631.468114 + Penalty 2850.116783 = -42781.351331 nChanged 2 SP:Iteration 5Q (19638.720000 sec): 3 clusters Score: Raw -45636.810000 + Penalty 2850.116783 = -42786.693217 nChanged 1 SP:Iteration 6Q (19638.940000 sec): 3 clusters Score: Raw -45640.708020 + Penalty 2850.116783 = -42790.591238 nChanged 0 SP:Iteration 7F (19639.120000 sec): 3 clusters Score: Raw -45640.708020 + Penalty 2850.116783 = -42790.591238 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19639.230000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19639.420000 sec): 3 clusters Score: Raw -46569.961192 + Penalty 2845.339860 = -43724.621333 nChanged 44 SP:Iteration 1F (19639.610000 sec): 3 clusters Score: Raw -46716.917445 + Penalty 2845.339860 = -43871.577586 nChanged 17 SP:Iteration 2F (19639.770000 sec): 3 clusters Score: Raw -46771.858578 + Penalty 2845.339860 = -43926.518719 nChanged 4 SP:Iteration 3Q (19640.000000 sec): 3 clusters Score: Raw -46791.441741 + Penalty 2845.339860 = -43946.101882 nChanged 2 SP:Iteration 4Q (19640.160000 sec): 3 clusters Score: Raw -46804.533186 + Penalty 2845.339860 = -43959.193327 nChanged 2 SP:Iteration 5Q (19640.320000 sec): 3 clusters Score: Raw -46808.254164 + Penalty 2845.339860 = -43962.914305 nChanged 0 SP:Iteration 6F (19640.460000 sec): 3 clusters Score: Raw -46808.254164 + Penalty 2845.339860 = -43962.914305 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19640.560000 sec): 2 clusters Score: Raw -22502.921479 + Penalty 1272.214881 = -21230.706597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19640.710000 sec): 3 clusters Score: Raw -22746.831293 + Penalty 2544.429763 = -20202.401530 nChanged 8 SP:Iteration 1Q (19640.850000 sec): 3 clusters Score: Raw -22792.098512 + Penalty 2544.429763 = -20247.668749 nChanged 0 SP:Iteration 2F (19641.050000 sec): 3 clusters Score: Raw -22792.098512 + Penalty 2544.429763 = -20247.668749 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19641.100000 sec): 2 clusters Score: Raw -33797.731000 + Penalty 1333.069045 = -32464.661955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19641.290000 sec): 3 clusters Score: Raw -33992.200717 + Penalty 2666.138090 = -31326.062626 nChanged 13 SP:Iteration 1F (19641.440000 sec): 3 clusters Score: Raw -34057.105044 + Penalty 2666.138090 = -31390.966954 nChanged 10 SP:Iteration 2Q (19641.600000 sec): 3 clusters Score: Raw -34112.438442 + Penalty 2666.138090 = -31446.300352 nChanged 4 SP:Iteration 3Q (19641.800000 sec): 3 clusters Score: Raw -34136.722854 + Penalty 2666.138090 = -31470.584764 nChanged 1 SP:Iteration 4Q (19641.940000 sec): 3 clusters Score: Raw -34142.463182 + Penalty 2666.138090 = -31476.325092 nChanged 0 SP:Iteration 5F (19642.100000 sec): 3 clusters Score: Raw -34142.463182 + Penalty 2666.138090 = -31476.325092 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 65 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19642.200000 sec): 2 clusters Score: Raw -13360.796375 + Penalty 1134.528323 = -12226.268053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19642.400000 sec): 3 clusters Score: Raw -13675.057230 + Penalty 2269.056645 = -11406.000585 nChanged 1 SP:Iteration 1Q (19642.580000 sec): 3 clusters Score: Raw -13684.508281 + Penalty 2269.056645 = -11415.451636 nChanged 0 SP:Iteration 2F (19642.810000 sec): 3 clusters Score: Raw -13684.508281 + Penalty 2269.056645 = -11415.451636 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 66 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19642.880000 sec): 2 clusters Score: Raw -15322.041577 + Penalty 1181.019136 = -14141.022441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19643.030000 sec): 3 clusters Score: Raw -15638.365111 + Penalty 2362.038272 = -13276.326840 nChanged 3 SP:Iteration 1Q (19643.270000 sec): 3 clusters Score: Raw -15671.083750 + Penalty 2362.038272 = -13309.045478 nChanged 1 SP:Iteration 2Q (19643.440000 sec): 3 clusters Score: Raw -15677.610420 + Penalty 2362.038272 = -13315.572149 nChanged 0 SP:Iteration 3F (19643.600000 sec): 3 clusters Score: Raw -15677.610420 + Penalty 2362.038272 = -13315.572149 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 67 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19643.700000 sec): 2 clusters Score: Raw -20001.715329 + Penalty 1242.637553 = -18759.077776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19643.850000 sec): 3 clusters Score: Raw -20297.296464 + Penalty 2485.275106 = -17812.021358 nChanged 7 SP:Iteration 1Q (19644.030000 sec): 3 clusters Score: Raw -20339.394762 + Penalty 2485.275106 = -17854.119656 nChanged 0 SP:Iteration 2F (19644.190000 sec): 3 clusters Score: Raw -20339.394762 + Penalty 2485.275106 = -17854.119656 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 68 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19644.280000 sec): 2 clusters Score: Raw -43502.035684 + Penalty 1363.297720 = -42138.737964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19644.460000 sec): 3 clusters Score: Raw -43715.239211 + Penalty 2726.595440 = -40988.643771 nChanged 18 SP:Iteration 1F (19644.620000 sec): 3 clusters Score: Raw -43775.025591 + Penalty 2726.595440 = -41048.430151 nChanged 2 SP:Iteration 2Q (19644.810000 sec): 3 clusters Score: Raw -43784.580370 + Penalty 2726.595440 = -41057.984930 nChanged 1 SP:Iteration 3Q (19644.980000 sec): 3 clusters Score: Raw -43786.712721 + Penalty 2726.595440 = -41060.117282 nChanged 2 SP:Iteration 4Q (19645.200000 sec): 3 clusters Score: Raw -43806.874620 + Penalty 2726.595440 = -41080.279181 nChanged 3 SP:Iteration 5Q (19645.390000 sec): 3 clusters Score: Raw -43821.222736 + Penalty 2726.595440 = -41094.627296 nChanged 1 SP:Iteration 6Q (19645.540000 sec): 3 clusters Score: Raw -43825.580696 + Penalty 2726.595440 = -41098.985256 nChanged 0 SP:Iteration 7F (19645.750000 sec): 3 clusters Score: Raw -43825.580696 + Penalty 2726.595440 = -41098.985256 nChanged 0 Iteration 339Q (19690.340000 sec): 69 clusters Score: Raw -120292390.337197 + Penalty 228717.290119 = -120063673.047078 nChanged 1 Iteration 340F (19790.890000 sec): 69 clusters Score: Raw -120292403.833828 + Penalty 228717.290119 = -120063686.543709 nChanged 3 Iteration 341Q (19835.830000 sec): 69 clusters Score: Raw -120292430.189212 + Penalty 228717.290119 = -120063712.899092 nChanged 3 Iteration 342Q (19873.170000 sec): 69 clusters Score: Raw -120292454.220104 + Penalty 228717.290119 = -120063736.929985 nChanged 0 Iteration 343F (19975.360000 sec): 69 clusters Score: Raw -120292454.220104 + Penalty 228717.290119 = -120063736.929985 nChanged 0 Compute initial score before splitting: Score: Raw -120292454.220104 + Penalty 228717.290119 = -120063736.929985 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19976.610000 sec): 2 clusters Score: Raw -39099163.674107 + Penalty 3079.960148 = -39096083.713959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19978.030000 sec): 3 clusters Score: Raw -38936209.911269 + Penalty 6159.920295 = -38930049.990974 nChanged 119602 SP:Iteration 1F (19979.440000 sec): 3 clusters Score: Raw -39006990.381259 + Penalty 6159.920295 = -39000830.460963 nChanged 6742 SP:Iteration 2Q (19980.900000 sec): 3 clusters Score: Raw -39008560.565069 + Penalty 6159.920295 = -39002400.644774 nChanged 7418 SP:Iteration 3Q (19982.450000 sec): 3 clusters Score: Raw -39010632.744151 + Penalty 6159.920295 = -39004472.823856 nChanged 8449 SP:Iteration 4Q (19983.970000 sec): 3 clusters Score: Raw -39013536.115612 + Penalty 6159.920295 = -39007376.195317 nChanged 9711 SP:Iteration 5Q (19985.710000 sec): 3 clusters Score: Raw -39017657.558283 + Penalty 6159.920295 = -39011497.637987 nChanged 11465 SP:Iteration 6Q (19987.140000 sec): 3 clusters Score: Raw -39023349.168797 + Penalty 6159.920295 = -39017189.248502 nChanged 13240 SP:Iteration 7F (19988.530000 sec): 3 clusters Score: Raw -39031317.299073 + Penalty 6159.920295 = -39025157.378778 nChanged 15540 SP:Iteration 8F (19989.990000 sec): 3 clusters Score: Raw -39042127.550843 + Penalty 6159.920295 = -39035967.630548 nChanged 17344 SP:Iteration 9F (19991.430000 sec): 3 clusters Score: Raw -39055382.908237 + Penalty 6159.920295 = -39049222.987942 nChanged 17442 SP:Iteration 10F (19992.820000 sec): 3 clusters Score: Raw -39069518.612779 + Penalty 6159.920295 = -39063358.692484 nChanged 15076 SP:Iteration 11F (19994.230000 sec): 3 clusters Score: Raw -39081979.654532 + Penalty 6159.920295 = -39075819.734237 nChanged 10668 SP:Iteration 12Q (19995.520000 sec): 3 clusters Score: Raw -39090697.514484 + Penalty 6159.920295 = -39084537.594189 nChanged 6047 SP:Iteration 13Q (19996.740000 sec): 3 clusters Score: Raw -39095383.090313 + Penalty 6159.920295 = -39089223.170018 nChanged 2985 SP:Iteration 14Q (19997.910000 sec): 3 clusters Score: Raw -39097598.329843 + Penalty 6159.920295 = -39091438.409547 nChanged 1376 SP:Iteration 15Q (19999.140000 sec): 3 clusters Score: Raw -39098580.746198 + Penalty 6159.920295 = -39092420.825903 nChanged 679 SP:Iteration 16Q (20000.380000 sec): 3 clusters Score: Raw -39099056.218686 + Penalty 6159.920295 = -39092896.298391 nChanged 362 SP:Iteration 17Q (20001.540000 sec): 3 clusters Score: Raw -39099316.253911 + Penalty 6159.920295 = -39093156.333616 nChanged 214 SP:Iteration 18Q (20002.590000 sec): 3 clusters Score: Raw -39099466.453198 + Penalty 6159.920295 = -39093306.532903 nChanged 143 SP:Iteration 19Q (20003.710000 sec): 3 clusters Score: Raw -39099565.208007 + Penalty 6159.920295 = -39093405.287712 nChanged 90 SP:Iteration 20F (20005.040000 sec): 3 clusters Score: Raw -39099615.715198 + Penalty 6159.920295 = -39093455.794903 nChanged 49 SP:Iteration 21Q (20006.320000 sec): 3 clusters Score: Raw -39099644.832325 + Penalty 6159.920295 = -39093484.912030 nChanged 46 SP:Iteration 22Q (20007.500000 sec): 3 clusters Score: Raw -39099671.802536 + Penalty 6159.920295 = -39093511.882241 nChanged 31 SP:Iteration 23Q (20008.760000 sec): 3 clusters Score: Raw -39099689.005635 + Penalty 6159.920295 = -39093529.085339 nChanged 28 SP:Iteration 24Q (20009.910000 sec): 3 clusters Score: Raw -39099704.401713 + Penalty 6159.920295 = -39093544.481417 nChanged 25 SP:Iteration 25Q (20011.080000 sec): 3 clusters Score: Raw -39099717.688701 + Penalty 6159.920295 = -39093557.768406 nChanged 17 SP:Iteration 26Q (20012.240000 sec): 3 clusters Score: Raw -39099725.408844 + Penalty 6159.920295 = -39093565.488549 nChanged 15 SP:Iteration 27Q (20013.350000 sec): 3 clusters Score: Raw -39099733.110295 + Penalty 6159.920295 = -39093573.190000 nChanged 9 SP:Iteration 28Q (20014.460000 sec): 3 clusters Score: Raw -39099737.985883 + Penalty 6159.920295 = -39093578.065588 nChanged 11 SP:Iteration 29Q (20015.600000 sec): 3 clusters Score: Raw -39099744.696027 + Penalty 6159.920295 = -39093584.775732 nChanged 13 SP:Iteration 30Q (20016.840000 sec): 3 clusters Score: Raw -39099753.436454 + Penalty 6159.920295 = -39093593.516159 nChanged 15 SP:Iteration 31Q (20017.980000 sec): 3 clusters Score: Raw -39099763.007265 + Penalty 6159.920295 = -39093603.086970 nChanged 11 SP:Iteration 32Q (20019.170000 sec): 3 clusters Score: Raw -39099769.325172 + Penalty 6159.920295 = -39093609.404877 nChanged 8 SP:Iteration 33Q (20020.310000 sec): 3 clusters Score: Raw -39099773.364335 + Penalty 6159.920295 = -39093613.444040 nChanged 9 SP:Iteration 34Q (20021.520000 sec): 3 clusters Score: Raw -39099779.380534 + Penalty 6159.920295 = -39093619.460239 nChanged 5 SP:Iteration 35Q (20022.740000 sec): 3 clusters Score: Raw -39099781.867119 + Penalty 6159.920295 = -39093621.946824 nChanged 3 SP:Iteration 36Q (20023.990000 sec): 3 clusters Score: Raw -39099783.009331 + Penalty 6159.920295 = -39093623.089035 nChanged 4 SP:Iteration 37Q (20025.230000 sec): 3 clusters Score: Raw -39099785.166951 + Penalty 6159.920295 = -39093625.246656 nChanged 6 SP:Iteration 38Q (20026.470000 sec): 3 clusters Score: Raw -39099789.277534 + Penalty 6159.920295 = -39093629.357239 nChanged 9 SP:Iteration 39Q (20027.680000 sec): 3 clusters Score: Raw -39099792.859864 + Penalty 6159.920295 = -39093632.939569 nChanged 3 SP:Iteration 40F (20029.070000 sec): 3 clusters Score: Raw -39099794.921931 + Penalty 6159.920295 = -39093635.001636 nChanged 2 SP:Iteration 41Q (20030.250000 sec): 3 clusters Score: Raw -39099795.926290 + Penalty 6159.920295 = -39093636.005995 nChanged 3 SP:Iteration 42Q (20031.500000 sec): 3 clusters Score: Raw -39099798.134659 + Penalty 6159.920295 = -39093638.214364 nChanged 6 SP:Iteration 43Q (20032.720000 sec): 3 clusters Score: Raw -39099800.927857 + Penalty 6159.920295 = -39093641.007561 nChanged 4 SP:Iteration 44Q (20033.970000 sec): 3 clusters Score: Raw -39099802.809301 + Penalty 6159.920295 = -39093642.889006 nChanged 3 SP:Iteration 45Q (20035.150000 sec): 3 clusters Score: Raw -39099803.990946 + Penalty 6159.920295 = -39093644.070651 nChanged 2 SP:Iteration 46Q (20036.370000 sec): 3 clusters Score: Raw -39099804.908978 + Penalty 6159.920295 = -39093644.988683 nChanged 0 SP:Iteration 47F (20037.830000 sec): 3 clusters Score: Raw -39099804.908978 + Penalty 6159.920295 = -39093644.988683 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20038.080000 sec): 2 clusters Score: Raw -1952782.391346 + Penalty 2346.622622 = -1950435.768724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20038.340000 sec): 3 clusters Score: Raw -1945620.636049 + Penalty 4693.245244 = -1940927.390806 nChanged 5426 SP:Iteration 1F (20038.600000 sec): 3 clusters Score: Raw -1948675.295858 + Penalty 4693.245244 = -1943982.050614 nChanged 944 SP:Iteration 2F (20038.880000 sec): 3 clusters Score: Raw -1949335.570338 + Penalty 4693.245244 = -1944642.325094 nChanged 898 SP:Iteration 3F (20039.110000 sec): 3 clusters Score: Raw -1949981.424092 + Penalty 4693.245244 = -1945288.178849 nChanged 848 SP:Iteration 4F (20039.370000 sec): 3 clusters Score: Raw -1950679.916701 + Penalty 4693.245244 = -1945986.671457 nChanged 886 SP:Iteration 5F (20039.650000 sec): 3 clusters Score: Raw -1951636.534184 + Penalty 4693.245244 = -1946943.288940 nChanged 871 SP:Iteration 6F (20039.870000 sec): 3 clusters Score: Raw -1952679.155065 + Penalty 4693.245244 = -1947985.909821 nChanged 806 SP:Iteration 7F (20040.140000 sec): 3 clusters Score: Raw -1953391.246868 + Penalty 4693.245244 = -1948698.001624 nChanged 573 SP:Iteration 8Q (20040.390000 sec): 3 clusters Score: Raw -1953788.458625 + Penalty 4693.245244 = -1949095.213381 nChanged 414 SP:Iteration 9Q (20040.590000 sec): 3 clusters Score: Raw -1954023.180842 + Penalty 4693.245244 = -1949329.935598 nChanged 281 SP:Iteration 10Q (20040.850000 sec): 3 clusters Score: Raw -1954141.052438 + Penalty 4693.245244 = -1949447.807194 nChanged 174 SP:Iteration 11Q (20041.090000 sec): 3 clusters Score: Raw -1954215.410073 + Penalty 4693.245244 = -1949522.164830 nChanged 160 SP:Iteration 12Q (20041.360000 sec): 3 clusters Score: Raw -1954295.130283 + Penalty 4693.245244 = -1949601.885039 nChanged 131 SP:Iteration 13Q (20041.590000 sec): 3 clusters Score: Raw -1954411.840939 + Penalty 4693.245244 = -1949718.595695 nChanged 156 SP:Iteration 14Q (20041.820000 sec): 3 clusters Score: Raw -1954564.440240 + Penalty 4693.245244 = -1949871.194997 nChanged 152 SP:Iteration 15Q (20042.110000 sec): 3 clusters Score: Raw -1954641.401236 + Penalty 4693.245244 = -1949948.155992 nChanged 114 SP:Iteration 16Q (20042.370000 sec): 3 clusters Score: Raw -1954675.061004 + Penalty 4693.245244 = -1949981.815760 nChanged 77 SP:Iteration 17Q (20042.630000 sec): 3 clusters Score: Raw -1954693.749489 + Penalty 4693.245244 = -1950000.504245 nChanged 50 SP:Iteration 18Q (20042.830000 sec): 3 clusters Score: Raw -1954702.070588 + Penalty 4693.245244 = -1950008.825344 nChanged 28 SP:Iteration 19Q (20043.130000 sec): 3 clusters Score: Raw -1954706.825333 + Penalty 4693.245244 = -1950013.580089 nChanged 20 SP:Iteration 20F (20043.350000 sec): 3 clusters Score: Raw -1954710.444500 + Penalty 4693.245244 = -1950017.199256 nChanged 19 SP:Iteration 21Q (20043.630000 sec): 3 clusters Score: Raw -1954714.331305 + Penalty 4693.245244 = -1950021.086061 nChanged 22 SP:Iteration 22Q (20043.860000 sec): 3 clusters Score: Raw -1954717.148445 + Penalty 4693.245244 = -1950023.903202 nChanged 10 SP:Iteration 23Q (20044.070000 sec): 3 clusters Score: Raw -1954718.540835 + Penalty 4693.245244 = -1950025.295591 nChanged 8 SP:Iteration 24Q (20044.370000 sec): 3 clusters Score: Raw -1954719.536209 + Penalty 4693.245244 = -1950026.290965 nChanged 11 SP:Iteration 25Q (20044.570000 sec): 3 clusters Score: Raw -1954721.092328 + Penalty 4693.245244 = -1950027.847084 nChanged 11 SP:Iteration 26Q (20044.830000 sec): 3 clusters Score: Raw -1954722.600487 + Penalty 4693.245244 = -1950029.355243 nChanged 6 SP:Iteration 27Q (20045.110000 sec): 3 clusters Score: Raw -1954723.010427 + Penalty 4693.245244 = -1950029.765183 nChanged 2 SP:Iteration 28Q (20045.360000 sec): 3 clusters Score: Raw -1954723.231774 + Penalty 4693.245244 = -1950029.986530 nChanged 2 SP:Iteration 29Q (20045.650000 sec): 3 clusters Score: Raw -1954723.438933 + Penalty 4693.245244 = -1950030.193689 nChanged 2 SP:Iteration 30Q (20045.890000 sec): 3 clusters Score: Raw -1954723.707379 + Penalty 4693.245244 = -1950030.462135 nChanged 4 SP:Iteration 31Q (20046.120000 sec): 3 clusters Score: Raw -1954724.252890 + Penalty 4693.245244 = -1950031.007647 nChanged 1 SP:Iteration 32Q (20046.340000 sec): 3 clusters Score: Raw -1954724.342639 + Penalty 4693.245244 = -1950031.097395 nChanged 1 SP:Iteration 33Q (20046.590000 sec): 3 clusters Score: Raw -1954724.436564 + Penalty 4693.245244 = -1950031.191320 nChanged 0 SP:Iteration 34F (20046.840000 sec): 3 clusters Score: Raw -1954724.436564 + Penalty 4693.245244 = -1950031.191320 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20046.980000 sec): 2 clusters Score: Raw -749102.539549 + Penalty 2111.419275 = -746991.120275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20047.190000 sec): 3 clusters Score: Raw -746666.734074 + Penalty 4222.838550 = -742443.895524 nChanged 1922 SP:Iteration 1F (20047.390000 sec): 3 clusters Score: Raw -747828.207967 + Penalty 4222.838550 = -743605.369418 nChanged 407 SP:Iteration 2F (20047.590000 sec): 3 clusters Score: Raw -748112.733195 + Penalty 4222.838550 = -743889.894645 nChanged 295 SP:Iteration 3F (20047.830000 sec): 3 clusters Score: Raw -748341.112557 + Penalty 4222.838550 = -744118.274008 nChanged 234 SP:Iteration 4Q (20048.060000 sec): 3 clusters Score: Raw -748504.019030 + Penalty 4222.838550 = -744281.180480 nChanged 177 SP:Iteration 5Q (20048.270000 sec): 3 clusters Score: Raw -748606.479857 + Penalty 4222.838550 = -744383.641307 nChanged 149 SP:Iteration 6Q (20048.540000 sec): 3 clusters Score: Raw -748698.626817 + Penalty 4222.838550 = -744475.788267 nChanged 142 SP:Iteration 7Q (20048.730000 sec): 3 clusters Score: Raw -748787.424904 + Penalty 4222.838550 = -744564.586354 nChanged 143 SP:Iteration 8Q (20048.920000 sec): 3 clusters Score: Raw -748870.476126 + Penalty 4222.838550 = -744647.637577 nChanged 128 SP:Iteration 9Q (20049.110000 sec): 3 clusters Score: Raw -748950.818076 + Penalty 4222.838550 = -744727.979526 nChanged 146 SP:Iteration 10Q (20049.300000 sec): 3 clusters Score: Raw -749027.925737 + Penalty 4222.838550 = -744805.087187 nChanged 125 SP:Iteration 11Q (20049.510000 sec): 3 clusters Score: Raw -749097.045918 + Penalty 4222.838550 = -744874.207368 nChanged 112 SP:Iteration 12Q (20049.710000 sec): 3 clusters Score: Raw -749157.587974 + Penalty 4222.838550 = -744934.749425 nChanged 107 SP:Iteration 13Q (20049.960000 sec): 3 clusters Score: Raw -749212.882965 + Penalty 4222.838550 = -744990.044416 nChanged 81 SP:Iteration 14Q (20050.150000 sec): 3 clusters Score: Raw -749254.113250 + Penalty 4222.838550 = -745031.274700 nChanged 84 SP:Iteration 15Q (20050.360000 sec): 3 clusters Score: Raw -749300.958982 + Penalty 4222.838550 = -745078.120432 nChanged 91 SP:Iteration 16Q (20050.590000 sec): 3 clusters Score: Raw -749346.142792 + Penalty 4222.838550 = -745123.304243 nChanged 83 SP:Iteration 17Q (20050.790000 sec): 3 clusters Score: Raw -749384.510149 + Penalty 4222.838550 = -745161.671599 nChanged 80 SP:Iteration 18Q (20050.970000 sec): 3 clusters Score: Raw -749430.679946 + Penalty 4222.838550 = -745207.841396 nChanged 81 SP:Iteration 19Q (20051.190000 sec): 3 clusters Score: Raw -749473.194655 + Penalty 4222.838550 = -745250.356106 nChanged 66 SP:Iteration 20F (20051.370000 sec): 3 clusters Score: Raw -749510.448987 + Penalty 4222.838550 = -745287.610437 nChanged 69 SP:Iteration 21Q (20051.540000 sec): 3 clusters Score: Raw -749564.230504 + Penalty 4222.838550 = -745341.391954 nChanged 66 SP:Iteration 22Q (20051.730000 sec): 3 clusters Score: Raw -749613.413319 + Penalty 4222.838550 = -745390.574770 nChanged 51 SP:Iteration 23Q (20051.900000 sec): 3 clusters Score: Raw -749648.623269 + Penalty 4222.838550 = -745425.784720 nChanged 56 SP:Iteration 24Q (20052.070000 sec): 3 clusters Score: Raw -749683.498020 + Penalty 4222.838550 = -745460.659470 nChanged 45 SP:Iteration 25Q (20052.310000 sec): 3 clusters Score: Raw -749714.410251 + Penalty 4222.838550 = -745491.571701 nChanged 53 SP:Iteration 26Q (20052.530000 sec): 3 clusters Score: Raw -749745.898829 + Penalty 4222.838550 = -745523.060280 nChanged 50 SP:Iteration 27Q (20052.750000 sec): 3 clusters Score: Raw -749782.117561 + Penalty 4222.838550 = -745559.279012 nChanged 51 SP:Iteration 28Q (20053.000000 sec): 3 clusters Score: Raw -749813.345651 + Penalty 4222.838550 = -745590.507102 nChanged 46 SP:Iteration 29Q (20053.220000 sec): 3 clusters Score: Raw -749842.095084 + Penalty 4222.838550 = -745619.256534 nChanged 47 SP:Iteration 30Q (20053.400000 sec): 3 clusters Score: Raw -749869.691372 + Penalty 4222.838550 = -745646.852822 nChanged 40 SP:Iteration 31Q (20053.610000 sec): 3 clusters Score: Raw -749888.152638 + Penalty 4222.838550 = -745665.314089 nChanged 26 SP:Iteration 32Q (20053.790000 sec): 3 clusters Score: Raw -749902.885678 + Penalty 4222.838550 = -745680.047128 nChanged 29 SP:Iteration 33Q (20053.980000 sec): 3 clusters Score: Raw -749921.251089 + Penalty 4222.838550 = -745698.412539 nChanged 29 SP:Iteration 34Q (20054.190000 sec): 3 clusters Score: Raw -749943.978696 + Penalty 4222.838550 = -745721.140147 nChanged 28 SP:Iteration 35Q (20054.390000 sec): 3 clusters Score: Raw -749963.909951 + Penalty 4222.838550 = -745741.071402 nChanged 32 SP:Iteration 36Q (20054.580000 sec): 3 clusters Score: Raw -749988.557881 + Penalty 4222.838550 = -745765.719331 nChanged 38 SP:Iteration 37Q (20054.810000 sec): 3 clusters Score: Raw -750017.185676 + Penalty 4222.838550 = -745794.347126 nChanged 25 SP:Iteration 38Q (20055.030000 sec): 3 clusters Score: Raw -750041.022624 + Penalty 4222.838550 = -745818.184074 nChanged 39 SP:Iteration 39Q (20055.230000 sec): 3 clusters Score: Raw -750070.037568 + Penalty 4222.838550 = -745847.199018 nChanged 26 SP:Iteration 40F (20055.430000 sec): 3 clusters Score: Raw -750090.590770 + Penalty 4222.838550 = -745867.752220 nChanged 25 SP:Iteration 41Q (20055.610000 sec): 3 clusters Score: Raw -750109.507018 + Penalty 4222.838550 = -745886.668469 nChanged 24 SP:Iteration 42Q (20055.790000 sec): 3 clusters Score: Raw -750120.557822 + Penalty 4222.838550 = -745897.719272 nChanged 21 SP:Iteration 43Q (20056.000000 sec): 3 clusters Score: Raw -750129.481045 + Penalty 4222.838550 = -745906.642496 nChanged 14 SP:Iteration 44Q (20056.180000 sec): 3 clusters Score: Raw -750137.082940 + Penalty 4222.838550 = -745914.244390 nChanged 6 SP:Iteration 45Q (20056.410000 sec): 3 clusters Score: Raw -750139.075769 + Penalty 4222.838550 = -745916.237220 nChanged 3 SP:Iteration 46Q (20056.600000 sec): 3 clusters Score: Raw -750141.650394 + Penalty 4222.838550 = -745918.811845 nChanged 4 SP:Iteration 47Q (20056.810000 sec): 3 clusters Score: Raw -750143.442721 + Penalty 4222.838550 = -745920.604171 nChanged 4 SP:Iteration 48Q (20057.050000 sec): 3 clusters Score: Raw -750145.173286 + Penalty 4222.838550 = -745922.334736 nChanged 6 SP:Iteration 49Q (20057.280000 sec): 3 clusters Score: Raw -750147.241385 + Penalty 4222.838550 = -745924.402836 nChanged 7 SP:Iteration 50Q (20057.530000 sec): 3 clusters Score: Raw -750150.670584 + Penalty 4222.838550 = -745927.832034 nChanged 3 SP:Iteration 51Q (20057.750000 sec): 3 clusters Score: Raw -750151.570580 + Penalty 4222.838550 = -745928.732031 nChanged 2 SP:Iteration 52Q (20057.960000 sec): 3 clusters Score: Raw -750152.467432 + Penalty 4222.838550 = -745929.628882 nChanged 3 SP:Iteration 53Q (20058.200000 sec): 3 clusters Score: Raw -750153.632470 + Penalty 4222.838550 = -745930.793920 nChanged 2 SP:Iteration 54Q (20058.380000 sec): 3 clusters Score: Raw -750154.290985 + Penalty 4222.838550 = -745931.452436 nChanged 2 SP:Iteration 55Q (20058.580000 sec): 3 clusters Score: Raw -750155.154033 + Penalty 4222.838550 = -745932.315484 nChanged 3 SP:Iteration 56Q (20058.790000 sec): 3 clusters Score: Raw -750156.535246 + Penalty 4222.838550 = -745933.696696 nChanged 7 SP:Iteration 57Q (20058.990000 sec): 3 clusters Score: Raw -750158.599844 + Penalty 4222.838550 = -745935.761295 nChanged 1 SP:Iteration 58Q (20059.190000 sec): 3 clusters Score: Raw -750158.926970 + Penalty 4222.838550 = -745936.088420 nChanged 0 SP:Iteration 59F (20059.390000 sec): 3 clusters Score: Raw -750158.926970 + Penalty 4222.838550 = -745936.088420 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20059.460000 sec): 2 clusters Score: Raw -41953.114334 + Penalty 1415.363346 = -40537.750988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20059.660000 sec): 3 clusters Score: Raw -42129.973555 + Penalty 2830.726691 = -39299.246864 nChanged 40 SP:Iteration 1F (20059.820000 sec): 3 clusters Score: Raw -42282.415099 + Penalty 2830.726691 = -39451.688408 nChanged 17 SP:Iteration 2F (20059.990000 sec): 3 clusters Score: Raw -42370.420132 + Penalty 2830.726691 = -39539.693441 nChanged 9 SP:Iteration 3Q (20060.140000 sec): 3 clusters Score: Raw -42401.400784 + Penalty 2830.726691 = -39570.674093 nChanged 5 SP:Iteration 4Q (20060.320000 sec): 3 clusters Score: Raw -42419.315980 + Penalty 2830.726691 = -39588.589289 nChanged 2 SP:Iteration 5Q (20060.480000 sec): 3 clusters Score: Raw -42435.021432 + Penalty 2830.726691 = -39604.294740 nChanged 1 SP:Iteration 6Q (20060.670000 sec): 3 clusters Score: Raw -42439.002032 + Penalty 2830.726691 = -39608.275341 nChanged 1 SP:Iteration 7Q (20060.830000 sec): 3 clusters Score: Raw -42466.664698 + Penalty 2830.726691 = -39635.938007 nChanged 2 SP:Iteration 8Q (20061.060000 sec): 3 clusters Score: Raw -42474.784514 + Penalty 2830.726691 = -39644.057822 nChanged 2 SP:Iteration 9Q (20061.180000 sec): 3 clusters Score: Raw -42497.824658 + Penalty 2830.726691 = -39667.097966 nChanged 2 SP:Iteration 10Q (20061.390000 sec): 3 clusters Score: Raw -42504.658453 + Penalty 2830.726691 = -39673.931761 nChanged 1 SP:Iteration 11Q (20061.570000 sec): 3 clusters Score: Raw -42508.606269 + Penalty 2830.726691 = -39677.879577 nChanged 3 SP:Iteration 12Q (20061.770000 sec): 3 clusters Score: Raw -42532.090251 + Penalty 2830.726691 = -39701.363560 nChanged 6 SP:Iteration 13Q (20061.930000 sec): 3 clusters Score: Raw -42565.776948 + Penalty 2830.726691 = -39735.050257 nChanged 3 SP:Iteration 14Q (20062.130000 sec): 3 clusters Score: Raw -42579.818590 + Penalty 2830.726691 = -39749.091899 nChanged 0 SP:Iteration 15F (20062.300000 sec): 3 clusters Score: Raw -42579.818590 + Penalty 2830.726691 = -39749.091899 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20062.410000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20062.630000 sec): 3 clusters Score: Raw -911742.258897 + Penalty 4295.657925 = -907446.600973 nChanged 2216 SP:Iteration 1F (20062.870000 sec): 3 clusters Score: Raw -912958.949406 + Penalty 4295.657925 = -908663.291482 nChanged 386 SP:Iteration 2F (20063.090000 sec): 3 clusters Score: Raw -913163.258763 + Penalty 4295.657925 = -908867.600838 nChanged 262 SP:Iteration 3Q (20063.360000 sec): 3 clusters Score: Raw -913301.464101 + Penalty 4295.657925 = -909005.806177 nChanged 211 SP:Iteration 4Q (20063.560000 sec): 3 clusters Score: Raw -913405.835592 + Penalty 4295.657925 = -909110.177667 nChanged 161 SP:Iteration 5Q (20063.730000 sec): 3 clusters Score: Raw -913484.888250 + Penalty 4295.657925 = -909189.230326 nChanged 139 SP:Iteration 6Q (20063.940000 sec): 3 clusters Score: Raw -913548.108307 + Penalty 4295.657925 = -909252.450382 nChanged 114 SP:Iteration 7Q (20064.190000 sec): 3 clusters Score: Raw -913605.298735 + Penalty 4295.657925 = -909309.640810 nChanged 130 SP:Iteration 8Q (20064.410000 sec): 3 clusters Score: Raw -913668.190153 + Penalty 4295.657925 = -909372.532229 nChanged 126 SP:Iteration 9Q (20064.630000 sec): 3 clusters Score: Raw -913731.170114 + Penalty 4295.657925 = -909435.512190 nChanged 141 SP:Iteration 10Q (20064.860000 sec): 3 clusters Score: Raw -913807.121892 + Penalty 4295.657925 = -909511.463968 nChanged 141 SP:Iteration 11Q (20065.120000 sec): 3 clusters Score: Raw -913875.272957 + Penalty 4295.657925 = -909579.615032 nChanged 133 SP:Iteration 12Q (20065.290000 sec): 3 clusters Score: Raw -913929.799168 + Penalty 4295.657925 = -909634.141243 nChanged 121 SP:Iteration 13Q (20065.490000 sec): 3 clusters Score: Raw -913984.127565 + Penalty 4295.657925 = -909688.469640 nChanged 138 SP:Iteration 14Q (20065.750000 sec): 3 clusters Score: Raw -914055.898757 + Penalty 4295.657925 = -909760.240832 nChanged 139 SP:Iteration 15Q (20065.930000 sec): 3 clusters Score: Raw -914131.952435 + Penalty 4295.657925 = -909836.294510 nChanged 145 SP:Iteration 16Q (20066.140000 sec): 3 clusters Score: Raw -914223.792599 + Penalty 4295.657925 = -909928.134675 nChanged 158 SP:Iteration 17Q (20066.370000 sec): 3 clusters Score: Raw -914318.105030 + Penalty 4295.657925 = -910022.447105 nChanged 139 SP:Iteration 18Q (20066.580000 sec): 3 clusters Score: Raw -914409.067888 + Penalty 4295.657925 = -910113.409963 nChanged 137 SP:Iteration 19Q (20066.800000 sec): 3 clusters Score: Raw -914491.855056 + Penalty 4295.657925 = -910196.197132 nChanged 108 SP:Iteration 20F (20067.010000 sec): 3 clusters Score: Raw -914562.200314 + Penalty 4295.657925 = -910266.542389 nChanged 80 SP:Iteration 21Q (20067.250000 sec): 3 clusters Score: Raw -914613.052756 + Penalty 4295.657925 = -910317.394831 nChanged 69 SP:Iteration 22Q (20067.480000 sec): 3 clusters Score: Raw -914651.719785 + Penalty 4295.657925 = -910356.061860 nChanged 53 SP:Iteration 23Q (20067.720000 sec): 3 clusters Score: Raw -914679.391333 + Penalty 4295.657925 = -910383.733408 nChanged 41 SP:Iteration 24Q (20067.920000 sec): 3 clusters Score: Raw -914703.193052 + Penalty 4295.657925 = -910407.535127 nChanged 38 SP:Iteration 25Q (20068.140000 sec): 3 clusters Score: Raw -914726.817148 + Penalty 4295.657925 = -910431.159223 nChanged 48 SP:Iteration 26Q (20068.410000 sec): 3 clusters Score: Raw -914762.738539 + Penalty 4295.657925 = -910467.080614 nChanged 44 SP:Iteration 27Q (20068.630000 sec): 3 clusters Score: Raw -914792.881090 + Penalty 4295.657925 = -910497.223165 nChanged 33 SP:Iteration 28Q (20068.830000 sec): 3 clusters Score: Raw -914814.274050 + Penalty 4295.657925 = -910518.616126 nChanged 27 SP:Iteration 29Q (20069.070000 sec): 3 clusters Score: Raw -914834.358199 + Penalty 4295.657925 = -910538.700274 nChanged 31 SP:Iteration 30Q (20069.270000 sec): 3 clusters Score: Raw -914856.919850 + Penalty 4295.657925 = -910561.261925 nChanged 28 SP:Iteration 31Q (20069.520000 sec): 3 clusters Score: Raw -914875.621647 + Penalty 4295.657925 = -910579.963722 nChanged 17 SP:Iteration 32Q (20069.700000 sec): 3 clusters Score: Raw -914889.016982 + Penalty 4295.657925 = -910593.359057 nChanged 13 SP:Iteration 33Q (20069.890000 sec): 3 clusters Score: Raw -914897.945749 + Penalty 4295.657925 = -910602.287825 nChanged 17 SP:Iteration 34Q (20070.100000 sec): 3 clusters Score: Raw -914914.233056 + Penalty 4295.657925 = -910618.575132 nChanged 13 SP:Iteration 35Q (20070.330000 sec): 3 clusters Score: Raw -914924.380363 + Penalty 4295.657925 = -910628.722438 nChanged 12 SP:Iteration 36Q (20070.560000 sec): 3 clusters Score: Raw -914933.221280 + Penalty 4295.657925 = -910637.563355 nChanged 12 SP:Iteration 37Q (20070.770000 sec): 3 clusters Score: Raw -914941.527709 + Penalty 4295.657925 = -910645.869784 nChanged 7 SP:Iteration 38Q (20070.970000 sec): 3 clusters Score: Raw -914946.930746 + Penalty 4295.657925 = -910651.272821 nChanged 9 SP:Iteration 39Q (20071.210000 sec): 3 clusters Score: Raw -914952.776144 + Penalty 4295.657925 = -910657.118219 nChanged 6 SP:Iteration 40F (20071.470000 sec): 3 clusters Score: Raw -914956.607089 + Penalty 4295.657925 = -910660.949164 nChanged 4 SP:Iteration 41Q (20071.690000 sec): 3 clusters Score: Raw -914959.325043 + Penalty 4295.657925 = -910663.667118 nChanged 5 SP:Iteration 42Q (20071.930000 sec): 3 clusters Score: Raw -914963.130069 + Penalty 4295.657925 = -910667.472144 nChanged 8 SP:Iteration 43Q (20072.160000 sec): 3 clusters Score: Raw -914970.448393 + Penalty 4295.657925 = -910674.790468 nChanged 7 SP:Iteration 44Q (20072.360000 sec): 3 clusters Score: Raw -914976.584627 + Penalty 4295.657925 = -910680.926703 nChanged 3 SP:Iteration 45Q (20072.590000 sec): 3 clusters Score: Raw -914978.609253 + Penalty 4295.657925 = -910682.951329 nChanged 3 SP:Iteration 46Q (20072.810000 sec): 3 clusters Score: Raw -914980.307167 + Penalty 4295.657925 = -910684.649243 nChanged 2 SP:Iteration 47Q (20073.000000 sec): 3 clusters Score: Raw -914981.876659 + Penalty 4295.657925 = -910686.218734 nChanged 6 SP:Iteration 48Q (20073.210000 sec): 3 clusters Score: Raw -914985.862772 + Penalty 4295.657925 = -910690.204847 nChanged 6 SP:Iteration 49Q (20073.410000 sec): 3 clusters Score: Raw -914990.930813 + Penalty 4295.657925 = -910695.272888 nChanged 7 SP:Iteration 50Q (20073.610000 sec): 3 clusters Score: Raw -914995.996185 + Penalty 4295.657925 = -910700.338260 nChanged 5 SP:Iteration 51Q (20073.840000 sec): 3 clusters Score: Raw -914999.740642 + Penalty 4295.657925 = -910704.082717 nChanged 5 SP:Iteration 52Q (20074.020000 sec): 3 clusters Score: Raw -915004.209219 + Penalty 4295.657925 = -910708.551294 nChanged 1 SP:Iteration 53Q (20074.200000 sec): 3 clusters Score: Raw -915004.930823 + Penalty 4295.657925 = -910709.272898 nChanged 0 SP:Iteration 54F (20074.400000 sec): 3 clusters Score: Raw -915004.930823 + Penalty 4295.657925 = -910709.272898 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20074.490000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20074.680000 sec): 3 clusters Score: Raw -171049.012837 + Penalty 3483.784442 = -167565.228396 nChanged 275 SP:Iteration 1F (20074.830000 sec): 3 clusters Score: Raw -171329.543235 + Penalty 3483.784442 = -167845.758794 nChanged 84 SP:Iteration 2F (20075.020000 sec): 3 clusters Score: Raw -171448.354459 + Penalty 3483.784442 = -167964.570018 nChanged 39 SP:Iteration 3Q (20075.160000 sec): 3 clusters Score: Raw -171491.869823 + Penalty 3483.784442 = -168008.085381 nChanged 22 SP:Iteration 4Q (20075.390000 sec): 3 clusters Score: Raw -171515.497178 + Penalty 3483.784442 = -168031.712737 nChanged 10 SP:Iteration 5Q (20075.540000 sec): 3 clusters Score: Raw -171525.225412 + Penalty 3483.784442 = -168041.440970 nChanged 4 SP:Iteration 6Q (20075.680000 sec): 3 clusters Score: Raw -171531.827479 + Penalty 3483.784442 = -168048.043037 nChanged 6 SP:Iteration 7Q (20075.880000 sec): 3 clusters Score: Raw -171541.842571 + Penalty 3483.784442 = -168058.058129 nChanged 9 SP:Iteration 8Q (20076.030000 sec): 3 clusters Score: Raw -171551.692307 + Penalty 3483.784442 = -168067.907865 nChanged 10 SP:Iteration 9Q (20076.170000 sec): 3 clusters Score: Raw -171562.225943 + Penalty 3483.784442 = -168078.441501 nChanged 8 SP:Iteration 10Q (20076.370000 sec): 3 clusters Score: Raw -171570.458887 + Penalty 3483.784442 = -168086.674446 nChanged 1 SP:Iteration 11Q (20076.520000 sec): 3 clusters Score: Raw -171571.161473 + Penalty 3483.784442 = -168087.377032 nChanged 2 SP:Iteration 12Q (20076.660000 sec): 3 clusters Score: Raw -171575.109073 + Penalty 3483.784442 = -168091.324631 nChanged 2 SP:Iteration 13Q (20076.870000 sec): 3 clusters Score: Raw -171576.178885 + Penalty 3483.784442 = -168092.394444 nChanged 1 SP:Iteration 14Q (20077.020000 sec): 3 clusters Score: Raw -171576.565385 + Penalty 3483.784442 = -168092.780943 nChanged 0 SP:Iteration 15F (20077.180000 sec): 3 clusters Score: Raw -171576.565385 + Penalty 3483.784442 = -168092.780943 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20077.240000 sec): 2 clusters Score: Raw -41402.252209 + Penalty 1384.707085 = -40017.545125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20077.440000 sec): 3 clusters Score: Raw -41550.481622 + Penalty 2769.414169 = -38781.067453 nChanged 35 SP:Iteration 1F (20077.580000 sec): 3 clusters Score: Raw -41729.200627 + Penalty 2769.414169 = -38959.786458 nChanged 11 SP:Iteration 2Q (20077.780000 sec): 3 clusters Score: Raw -41788.512059 + Penalty 2769.414169 = -39019.097890 nChanged 6 SP:Iteration 3Q (20077.950000 sec): 3 clusters Score: Raw -41819.309813 + Penalty 2769.414169 = -39049.895644 nChanged 4 SP:Iteration 4Q (20078.120000 sec): 3 clusters Score: Raw -41837.348497 + Penalty 2769.414169 = -39067.934328 nChanged 4 SP:Iteration 5Q (20078.370000 sec): 3 clusters Score: Raw -41862.090146 + Penalty 2769.414169 = -39092.675977 nChanged 3 SP:Iteration 6Q (20078.540000 sec): 3 clusters Score: Raw -41880.408184 + Penalty 2769.414169 = -39110.994015 nChanged 1 SP:Iteration 7Q (20078.710000 sec): 3 clusters Score: Raw -41886.548439 + Penalty 2769.414169 = -39117.134270 nChanged 1 SP:Iteration 8Q (20078.880000 sec): 3 clusters Score: Raw -41893.521291 + Penalty 2769.414169 = -39124.107122 nChanged 0 SP:Iteration 9F (20079.060000 sec): 3 clusters Score: Raw -41893.521291 + Penalty 2769.414169 = -39124.107122 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20079.190000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20079.410000 sec): 3 clusters Score: Raw -988101.086189 + Penalty 4352.519268 = -983748.566922 nChanged 2555 SP:Iteration 1F (20079.640000 sec): 3 clusters Score: Raw -989572.652579 + Penalty 4352.519268 = -985220.133311 nChanged 477 SP:Iteration 2F (20079.860000 sec): 3 clusters Score: Raw -989832.456284 + Penalty 4352.519268 = -985479.937017 nChanged 314 SP:Iteration 3Q (20080.080000 sec): 3 clusters Score: Raw -990008.217600 + Penalty 4352.519268 = -985655.698332 nChanged 226 SP:Iteration 4Q (20080.290000 sec): 3 clusters Score: Raw -990179.555783 + Penalty 4352.519268 = -985827.036515 nChanged 275 SP:Iteration 5Q (20080.530000 sec): 3 clusters Score: Raw -990379.112354 + Penalty 4352.519268 = -986026.593087 nChanged 300 SP:Iteration 6Q (20080.780000 sec): 3 clusters Score: Raw -990631.670774 + Penalty 4352.519268 = -986279.151507 nChanged 346 SP:Iteration 7F (20081.020000 sec): 3 clusters Score: Raw -990876.932527 + Penalty 4352.519268 = -986524.413259 nChanged 331 SP:Iteration 8F (20081.270000 sec): 3 clusters Score: Raw -991121.104166 + Penalty 4352.519268 = -986768.584899 nChanged 320 SP:Iteration 9Q (20081.440000 sec): 3 clusters Score: Raw -991324.594751 + Penalty 4352.519268 = -986972.075483 nChanged 266 SP:Iteration 10Q (20081.680000 sec): 3 clusters Score: Raw -991504.027280 + Penalty 4352.519268 = -987151.508012 nChanged 245 SP:Iteration 11Q (20081.890000 sec): 3 clusters Score: Raw -991679.299848 + Penalty 4352.519268 = -987326.780580 nChanged 201 SP:Iteration 12Q (20082.100000 sec): 3 clusters Score: Raw -991807.741636 + Penalty 4352.519268 = -987455.222368 nChanged 160 SP:Iteration 13Q (20082.320000 sec): 3 clusters Score: Raw -991905.197796 + Penalty 4352.519268 = -987552.678528 nChanged 137 SP:Iteration 14Q (20082.560000 sec): 3 clusters Score: Raw -991981.841997 + Penalty 4352.519268 = -987629.322729 nChanged 96 SP:Iteration 15Q (20082.750000 sec): 3 clusters Score: Raw -992023.828506 + Penalty 4352.519268 = -987671.309239 nChanged 75 SP:Iteration 16Q (20083.010000 sec): 3 clusters Score: Raw -992056.790711 + Penalty 4352.519268 = -987704.271444 nChanged 60 SP:Iteration 17Q (20083.160000 sec): 3 clusters Score: Raw -992081.908894 + Penalty 4352.519268 = -987729.389626 nChanged 52 SP:Iteration 18Q (20083.360000 sec): 3 clusters Score: Raw -992100.080422 + Penalty 4352.519268 = -987747.561155 nChanged 35 SP:Iteration 19Q (20083.650000 sec): 3 clusters Score: Raw -992115.377953 + Penalty 4352.519268 = -987762.858686 nChanged 44 SP:Iteration 20F (20083.880000 sec): 3 clusters Score: Raw -992131.453983 + Penalty 4352.519268 = -987778.934715 nChanged 32 SP:Iteration 21Q (20084.060000 sec): 3 clusters Score: Raw -992142.544637 + Penalty 4352.519268 = -987790.025370 nChanged 27 SP:Iteration 22Q (20084.260000 sec): 3 clusters Score: Raw -992152.674713 + Penalty 4352.519268 = -987800.155445 nChanged 35 SP:Iteration 23Q (20084.480000 sec): 3 clusters Score: Raw -992167.272927 + Penalty 4352.519268 = -987814.753660 nChanged 31 SP:Iteration 24Q (20084.700000 sec): 3 clusters Score: Raw -992177.292373 + Penalty 4352.519268 = -987824.773105 nChanged 27 SP:Iteration 25Q (20084.980000 sec): 3 clusters Score: Raw -992186.630925 + Penalty 4352.519268 = -987834.111657 nChanged 16 SP:Iteration 26Q (20085.190000 sec): 3 clusters Score: Raw -992190.986538 + Penalty 4352.519268 = -987838.467270 nChanged 13 SP:Iteration 27Q (20085.450000 sec): 3 clusters Score: Raw -992194.868077 + Penalty 4352.519268 = -987842.348810 nChanged 15 SP:Iteration 28Q (20085.640000 sec): 3 clusters Score: Raw -992199.986673 + Penalty 4352.519268 = -987847.467405 nChanged 11 SP:Iteration 29Q (20085.900000 sec): 3 clusters Score: Raw -992202.486661 + Penalty 4352.519268 = -987849.967393 nChanged 8 SP:Iteration 30Q (20086.100000 sec): 3 clusters Score: Raw -992204.547448 + Penalty 4352.519268 = -987852.028181 nChanged 6 SP:Iteration 31Q (20086.320000 sec): 3 clusters Score: Raw -992207.177956 + Penalty 4352.519268 = -987854.658688 nChanged 10 SP:Iteration 32Q (20086.520000 sec): 3 clusters Score: Raw -992211.787158 + Penalty 4352.519268 = -987859.267890 nChanged 7 SP:Iteration 33Q (20086.720000 sec): 3 clusters Score: Raw -992214.065223 + Penalty 4352.519268 = -987861.545956 nChanged 11 SP:Iteration 34Q (20086.930000 sec): 3 clusters Score: Raw -992217.194111 + Penalty 4352.519268 = -987864.674843 nChanged 8 SP:Iteration 35Q (20087.220000 sec): 3 clusters Score: Raw -992219.847797 + Penalty 4352.519268 = -987867.328529 nChanged 11 SP:Iteration 36Q (20087.410000 sec): 3 clusters Score: Raw -992223.881882 + Penalty 4352.519268 = -987871.362615 nChanged 18 SP:Iteration 37Q (20087.610000 sec): 3 clusters Score: Raw -992229.439246 + Penalty 4352.519268 = -987876.919979 nChanged 18 SP:Iteration 38Q (20087.810000 sec): 3 clusters Score: Raw -992235.413246 + Penalty 4352.519268 = -987882.893978 nChanged 16 SP:Iteration 39Q (20088.040000 sec): 3 clusters Score: Raw -992240.799787 + Penalty 4352.519268 = -987888.280519 nChanged 16 SP:Iteration 40F (20088.280000 sec): 3 clusters Score: Raw -992245.535734 + Penalty 4352.519268 = -987893.016467 nChanged 13 SP:Iteration 41Q (20088.460000 sec): 3 clusters Score: Raw -992249.383741 + Penalty 4352.519268 = -987896.864473 nChanged 11 SP:Iteration 42Q (20088.700000 sec): 3 clusters Score: Raw -992252.778812 + Penalty 4352.519268 = -987900.259545 nChanged 8 SP:Iteration 43Q (20088.920000 sec): 3 clusters Score: Raw -992254.967349 + Penalty 4352.519268 = -987902.448082 nChanged 6 SP:Iteration 44Q (20089.110000 sec): 3 clusters Score: Raw -992256.193077 + Penalty 4352.519268 = -987903.673810 nChanged 5 SP:Iteration 45Q (20089.340000 sec): 3 clusters Score: Raw -992257.451960 + Penalty 4352.519268 = -987904.932693 nChanged 3 SP:Iteration 46Q (20089.590000 sec): 3 clusters Score: Raw -992258.321074 + Penalty 4352.519268 = -987905.801806 nChanged 5 SP:Iteration 47Q (20089.810000 sec): 3 clusters Score: Raw -992259.806304 + Penalty 4352.519268 = -987907.287036 nChanged 8 SP:Iteration 48Q (20090.030000 sec): 3 clusters Score: Raw -992261.801875 + Penalty 4352.519268 = -987909.282607 nChanged 8 SP:Iteration 49Q (20090.220000 sec): 3 clusters Score: Raw -992263.693769 + Penalty 4352.519268 = -987911.174501 nChanged 5 SP:Iteration 50Q (20090.460000 sec): 3 clusters Score: Raw -992264.981789 + Penalty 4352.519268 = -987912.462521 nChanged 7 SP:Iteration 51Q (20090.690000 sec): 3 clusters Score: Raw -992268.042590 + Penalty 4352.519268 = -987915.523322 nChanged 8 SP:Iteration 52Q (20090.910000 sec): 3 clusters Score: Raw -992270.260611 + Penalty 4352.519268 = -987917.741343 nChanged 6 SP:Iteration 53Q (20091.110000 sec): 3 clusters Score: Raw -992272.128373 + Penalty 4352.519268 = -987919.609106 nChanged 8 SP:Iteration 54Q (20091.340000 sec): 3 clusters Score: Raw -992275.113043 + Penalty 4352.519268 = -987922.593776 nChanged 14 SP:Iteration 55Q (20091.550000 sec): 3 clusters Score: Raw -992279.609390 + Penalty 4352.519268 = -987927.090122 nChanged 11 SP:Iteration 56Q (20091.760000 sec): 3 clusters Score: Raw -992281.672925 + Penalty 4352.519268 = -987929.153658 nChanged 11 SP:Iteration 57Q (20092.010000 sec): 3 clusters Score: Raw -992284.869137 + Penalty 4352.519268 = -987932.349870 nChanged 10 SP:Iteration 58Q (20092.180000 sec): 3 clusters Score: Raw -992288.016896 + Penalty 4352.519268 = -987935.497629 nChanged 11 SP:Iteration 59Q (20092.400000 sec): 3 clusters Score: Raw -992290.277569 + Penalty 4352.519268 = -987937.758301 nChanged 9 SP:Iteration 60F (20092.600000 sec): 3 clusters Score: Raw -992292.590326 + Penalty 4352.519268 = -987940.071058 nChanged 5 SP:Iteration 61Q (20092.820000 sec): 3 clusters Score: Raw -992294.332311 + Penalty 4352.519268 = -987941.813043 nChanged 5 SP:Iteration 62Q (20093.010000 sec): 3 clusters Score: Raw -992295.381266 + Penalty 4352.519268 = -987942.861998 nChanged 3 SP:Iteration 63Q (20093.240000 sec): 3 clusters Score: Raw -992296.001102 + Penalty 4352.519268 = -987943.481835 nChanged 5 SP:Iteration 64Q (20093.440000 sec): 3 clusters Score: Raw -992297.194414 + Penalty 4352.519268 = -987944.675147 nChanged 3 SP:Iteration 65Q (20093.630000 sec): 3 clusters Score: Raw -992298.148110 + Penalty 4352.519268 = -987945.628843 nChanged 8 SP:Iteration 66Q (20093.870000 sec): 3 clusters Score: Raw -992300.318122 + Penalty 4352.519268 = -987947.798855 nChanged 6 SP:Iteration 67Q (20094.110000 sec): 3 clusters Score: Raw -992301.764226 + Penalty 4352.519268 = -987949.244958 nChanged 5 SP:Iteration 68Q (20094.290000 sec): 3 clusters Score: Raw -992303.227089 + Penalty 4352.519268 = -987950.707821 nChanged 6 SP:Iteration 69Q (20094.530000 sec): 3 clusters Score: Raw -992304.821682 + Penalty 4352.519268 = -987952.302414 nChanged 3 SP:Iteration 70Q (20094.750000 sec): 3 clusters Score: Raw -992305.379595 + Penalty 4352.519268 = -987952.860328 nChanged 2 SP:Iteration 71Q (20094.970000 sec): 3 clusters Score: Raw -992305.860496 + Penalty 4352.519268 = -987953.341229 nChanged 0 SP:Iteration 72F (20095.220000 sec): 3 clusters Score: Raw -992305.860496 + Penalty 4352.519268 = -987953.341229 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20095.280000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20095.460000 sec): 3 clusters Score: Raw -30353.646707 + Penalty 2724.558476 = -27629.088231 nChanged 43 SP:Iteration 1F (20095.630000 sec): 3 clusters Score: Raw -30509.711620 + Penalty 2724.558476 = -27785.153144 nChanged 10 SP:Iteration 2Q (20095.820000 sec): 3 clusters Score: Raw -30584.718691 + Penalty 2724.558476 = -27860.160215 nChanged 4 SP:Iteration 3Q (20095.980000 sec): 3 clusters Score: Raw -30621.948711 + Penalty 2724.558476 = -27897.390236 nChanged 6 SP:Iteration 4Q (20096.170000 sec): 3 clusters Score: Raw -30673.333529 + Penalty 2724.558476 = -27948.775053 nChanged 3 SP:Iteration 5Q (20096.350000 sec): 3 clusters Score: Raw -30697.407279 + Penalty 2724.558476 = -27972.848803 nChanged 2 SP:Iteration 6Q (20096.530000 sec): 3 clusters Score: Raw -30719.659935 + Penalty 2724.558476 = -27995.101459 nChanged 4 SP:Iteration 7Q (20096.710000 sec): 3 clusters Score: Raw -30744.373054 + Penalty 2724.558476 = -28019.814579 nChanged 2 SP:Iteration 8Q (20096.870000 sec): 3 clusters Score: Raw -30752.081245 + Penalty 2724.558476 = -28027.522770 nChanged 2 SP:Iteration 9Q (20097.080000 sec): 3 clusters Score: Raw -30765.238036 + Penalty 2724.558476 = -28040.679560 nChanged 0 SP:Iteration 10F (20097.260000 sec): 3 clusters Score: Raw -30765.238036 + Penalty 2724.558476 = -28040.679560 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20097.320000 sec): 2 clusters Score: Raw -43797.022671 + Penalty 1430.543607 = -42366.479065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20097.530000 sec): 3 clusters Score: Raw -43934.331817 + Penalty 2861.087214 = -41073.244603 nChanged 39 SP:Iteration 1F (20097.710000 sec): 3 clusters Score: Raw -44035.419016 + Penalty 2861.087214 = -41174.331802 nChanged 8 SP:Iteration 2Q (20097.880000 sec): 3 clusters Score: Raw -44067.869869 + Penalty 2861.087214 = -41206.782655 nChanged 4 SP:Iteration 3Q (20098.010000 sec): 3 clusters Score: Raw -44076.967217 + Penalty 2861.087214 = -41215.880003 nChanged 2 SP:Iteration 4Q (20098.180000 sec): 3 clusters Score: Raw -44083.652641 + Penalty 2861.087214 = -41222.565427 nChanged 2 SP:Iteration 5Q (20098.410000 sec): 3 clusters Score: Raw -44092.267277 + Penalty 2861.087214 = -41231.180063 nChanged 2 SP:Iteration 6Q (20098.580000 sec): 3 clusters Score: Raw -44096.086892 + Penalty 2861.087214 = -41234.999678 nChanged 0 SP:Iteration 7F (20098.750000 sec): 3 clusters Score: Raw -44096.086892 + Penalty 2861.087214 = -41234.999678 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20098.850000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20099.010000 sec): 3 clusters Score: Raw -89128.474104 + Penalty 3167.892142 = -85960.581961 nChanged 127 SP:Iteration 1F (20099.180000 sec): 3 clusters Score: Raw -89361.013957 + Penalty 3167.892142 = -86193.121814 nChanged 39 SP:Iteration 2F (20099.360000 sec): 3 clusters Score: Raw -89458.148350 + Penalty 3167.892142 = -86290.256207 nChanged 20 SP:Iteration 3Q (20099.510000 sec): 3 clusters Score: Raw -89516.100233 + Penalty 3167.892142 = -86348.208090 nChanged 20 SP:Iteration 4Q (20099.700000 sec): 3 clusters Score: Raw -89561.932148 + Penalty 3167.892142 = -86394.040005 nChanged 9 SP:Iteration 5Q (20099.890000 sec): 3 clusters Score: Raw -89585.450054 + Penalty 3167.892142 = -86417.557912 nChanged 7 SP:Iteration 6Q (20100.060000 sec): 3 clusters Score: Raw -89600.487346 + Penalty 3167.892142 = -86432.595204 nChanged 6 SP:Iteration 7Q (20100.240000 sec): 3 clusters Score: Raw -89610.049320 + Penalty 3167.892142 = -86442.157177 nChanged 2 SP:Iteration 8Q (20100.420000 sec): 3 clusters Score: Raw -89612.984660 + Penalty 3167.892142 = -86445.092517 nChanged 3 SP:Iteration 9Q (20100.600000 sec): 3 clusters Score: Raw -89618.673160 + Penalty 3167.892142 = -86450.781018 nChanged 5 SP:Iteration 10Q (20100.730000 sec): 3 clusters Score: Raw -89628.924129 + Penalty 3167.892142 = -86461.031986 nChanged 7 SP:Iteration 11Q (20100.820000 sec): 3 clusters Score: Raw -89646.312170 + Penalty 3167.892142 = -86478.420028 nChanged 2 SP:Iteration 12Q (20100.910000 sec): 3 clusters Score: Raw -89653.030850 + Penalty 3167.892142 = -86485.138707 nChanged 2 SP:Iteration 13Q (20101.010000 sec): 3 clusters Score: Raw -89656.518667 + Penalty 3167.892142 = -86488.626525 nChanged 3 SP:Iteration 14Q (20101.110000 sec): 3 clusters Score: Raw -89667.832743 + Penalty 3167.892142 = -86499.940601 nChanged 4 SP:Iteration 15Q (20101.280000 sec): 3 clusters Score: Raw -89691.266319 + Penalty 3167.892142 = -86523.374176 nChanged 8 SP:Iteration 16Q (20101.420000 sec): 3 clusters Score: Raw -89734.434238 + Penalty 3167.892142 = -86566.542096 nChanged 7 SP:Iteration 17Q (20101.620000 sec): 3 clusters Score: Raw -89765.839133 + Penalty 3167.892142 = -86597.946991 nChanged 8 SP:Iteration 18Q (20101.800000 sec): 3 clusters Score: Raw -89789.706177 + Penalty 3167.892142 = -86621.814035 nChanged 6 SP:Iteration 19Q (20101.980000 sec): 3 clusters Score: Raw -89810.623326 + Penalty 3167.892142 = -86642.731184 nChanged 11 SP:Iteration 20F (20102.160000 sec): 3 clusters Score: Raw -89838.681815 + Penalty 3167.892142 = -86670.789672 nChanged 4 SP:Iteration 21Q (20102.350000 sec): 3 clusters Score: Raw -89847.668244 + Penalty 3167.892142 = -86679.776102 nChanged 2 SP:Iteration 22Q (20102.520000 sec): 3 clusters Score: Raw -89853.302531 + Penalty 3167.892142 = -86685.410388 nChanged 1 SP:Iteration 23Q (20102.700000 sec): 3 clusters Score: Raw -89855.204229 + Penalty 3167.892142 = -86687.312087 nChanged 0 SP:Iteration 24F (20102.870000 sec): 3 clusters Score: Raw -89855.204229 + Penalty 3167.892142 = -86687.312087 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20102.980000 sec): 2 clusters Score: Raw -99014.453102 + Penalty 1616.748527 = -97397.704574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20103.160000 sec): 3 clusters Score: Raw -98946.556752 + Penalty 3233.497055 = -95713.059697 nChanged 144 SP:Iteration 1F (20103.370000 sec): 3 clusters Score: Raw -99183.713058 + Penalty 3233.497055 = -95950.216003 nChanged 51 SP:Iteration 2F (20103.590000 sec): 3 clusters Score: Raw -99309.342645 + Penalty 3233.497055 = -96075.845590 nChanged 39 SP:Iteration 3F (20103.790000 sec): 3 clusters Score: Raw -99433.585590 + Penalty 3233.497055 = -96200.088535 nChanged 20 SP:Iteration 4Q (20104.000000 sec): 3 clusters Score: Raw -99486.966977 + Penalty 3233.497055 = -96253.469922 nChanged 15 SP:Iteration 5Q (20104.170000 sec): 3 clusters Score: Raw -99536.706192 + Penalty 3233.497055 = -96303.209137 nChanged 13 SP:Iteration 6Q (20104.360000 sec): 3 clusters Score: Raw -99584.537557 + Penalty 3233.497055 = -96351.040502 nChanged 14 SP:Iteration 7Q (20104.540000 sec): 3 clusters Score: Raw -99630.377746 + Penalty 3233.497055 = -96396.880691 nChanged 19 SP:Iteration 8Q (20104.690000 sec): 3 clusters Score: Raw -99664.660436 + Penalty 3233.497055 = -96431.163381 nChanged 14 SP:Iteration 9Q (20104.890000 sec): 3 clusters Score: Raw -99688.664155 + Penalty 3233.497055 = -96455.167100 nChanged 6 SP:Iteration 10Q (20105.070000 sec): 3 clusters Score: Raw -99703.719682 + Penalty 3233.497055 = -96470.222627 nChanged 10 SP:Iteration 11Q (20105.210000 sec): 3 clusters Score: Raw -99724.816794 + Penalty 3233.497055 = -96491.319739 nChanged 11 SP:Iteration 12Q (20105.400000 sec): 3 clusters Score: Raw -99752.058937 + Penalty 3233.497055 = -96518.561882 nChanged 11 SP:Iteration 13Q (20105.550000 sec): 3 clusters Score: Raw -99775.913702 + Penalty 3233.497055 = -96542.416647 nChanged 6 SP:Iteration 14Q (20105.690000 sec): 3 clusters Score: Raw -99791.866860 + Penalty 3233.497055 = -96558.369805 nChanged 2 SP:Iteration 15Q (20105.900000 sec): 3 clusters Score: Raw -99796.317119 + Penalty 3233.497055 = -96562.820064 nChanged 2 SP:Iteration 16Q (20106.090000 sec): 3 clusters Score: Raw -99798.229688 + Penalty 3233.497055 = -96564.732633 nChanged 2 SP:Iteration 17Q (20106.260000 sec): 3 clusters Score: Raw -99800.208618 + Penalty 3233.497055 = -96566.711563 nChanged 0 SP:Iteration 18F (20106.450000 sec): 3 clusters Score: Raw -99800.208618 + Penalty 3233.497055 = -96566.711563 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20106.570000 sec): 2 clusters Score: Raw -732042.188339 + Penalty 2103.428371 = -729938.759968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20106.780000 sec): 3 clusters Score: Raw -729721.338219 + Penalty 4206.856743 = -725514.481476 nChanged 1792 SP:Iteration 1F (20106.990000 sec): 3 clusters Score: Raw -730789.909366 + Penalty 4206.856743 = -726583.052624 nChanged 388 SP:Iteration 2F (20107.240000 sec): 3 clusters Score: Raw -731047.982333 + Penalty 4206.856743 = -726841.125590 nChanged 280 SP:Iteration 3F (20107.420000 sec): 3 clusters Score: Raw -731250.179158 + Penalty 4206.856743 = -727043.322415 nChanged 268 SP:Iteration 4F (20107.610000 sec): 3 clusters Score: Raw -731470.730973 + Penalty 4206.856743 = -727263.874230 nChanged 258 SP:Iteration 5F (20107.810000 sec): 3 clusters Score: Raw -731679.706926 + Penalty 4206.856743 = -727472.850184 nChanged 239 SP:Iteration 6Q (20107.990000 sec): 3 clusters Score: Raw -731851.009289 + Penalty 4206.856743 = -727644.152546 nChanged 204 SP:Iteration 7Q (20108.160000 sec): 3 clusters Score: Raw -731997.980697 + Penalty 4206.856743 = -727791.123954 nChanged 194 SP:Iteration 8Q (20108.390000 sec): 3 clusters Score: Raw -732133.842682 + Penalty 4206.856743 = -727926.985939 nChanged 143 SP:Iteration 9Q (20108.610000 sec): 3 clusters Score: Raw -732235.905037 + Penalty 4206.856743 = -728029.048295 nChanged 126 SP:Iteration 10Q (20108.790000 sec): 3 clusters Score: Raw -732324.085080 + Penalty 4206.856743 = -728117.228338 nChanged 101 SP:Iteration 11Q (20109.000000 sec): 3 clusters Score: Raw -732398.020643 + Penalty 4206.856743 = -728191.163900 nChanged 79 SP:Iteration 12Q (20109.200000 sec): 3 clusters Score: Raw -732458.836610 + Penalty 4206.856743 = -728251.979868 nChanged 76 SP:Iteration 13Q (20109.410000 sec): 3 clusters Score: Raw -732520.515099 + Penalty 4206.856743 = -728313.658356 nChanged 62 SP:Iteration 14Q (20109.630000 sec): 3 clusters Score: Raw -732574.592342 + Penalty 4206.856743 = -728367.735599 nChanged 52 SP:Iteration 15Q (20109.810000 sec): 3 clusters Score: Raw -732616.851779 + Penalty 4206.856743 = -728409.995036 nChanged 41 SP:Iteration 16Q (20110.010000 sec): 3 clusters Score: Raw -732647.151799 + Penalty 4206.856743 = -728440.295056 nChanged 24 SP:Iteration 17Q (20110.250000 sec): 3 clusters Score: Raw -732664.932406 + Penalty 4206.856743 = -728458.075663 nChanged 19 SP:Iteration 18Q (20110.450000 sec): 3 clusters Score: Raw -732677.178451 + Penalty 4206.856743 = -728470.321709 nChanged 10 SP:Iteration 19Q (20110.680000 sec): 3 clusters Score: Raw -732686.195590 + Penalty 4206.856743 = -728479.338848 nChanged 10 SP:Iteration 20F (20110.890000 sec): 3 clusters Score: Raw -732693.299002 + Penalty 4206.856743 = -728486.442259 nChanged 12 SP:Iteration 21Q (20111.120000 sec): 3 clusters Score: Raw -732703.539124 + Penalty 4206.856743 = -728496.682381 nChanged 2 SP:Iteration 22Q (20111.350000 sec): 3 clusters Score: Raw -732703.989118 + Penalty 4206.856743 = -728497.132375 nChanged 0 SP:Iteration 23F (20111.530000 sec): 3 clusters Score: Raw -732703.989118 + Penalty 4206.856743 = -728497.132375 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20111.840000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20112.240000 sec): 3 clusters Score: Raw -6907617.663225 + Penalty 5299.447940 = -6902318.215284 nChanged 19992 SP:Iteration 1F (20112.690000 sec): 3 clusters Score: Raw -6918620.532337 + Penalty 5299.447940 = -6913321.084397 nChanged 1862 SP:Iteration 2Q (20113.100000 sec): 3 clusters Score: Raw -6919230.135408 + Penalty 5299.447940 = -6913930.687468 nChanged 1902 SP:Iteration 3Q (20113.540000 sec): 3 clusters Score: Raw -6919901.889201 + Penalty 5299.447940 = -6914602.441260 nChanged 1908 SP:Iteration 4Q (20113.990000 sec): 3 clusters Score: Raw -6920634.288955 + Penalty 5299.447940 = -6915334.841015 nChanged 1934 SP:Iteration 5Q (20114.450000 sec): 3 clusters Score: Raw -6921506.154151 + Penalty 5299.447940 = -6916206.706211 nChanged 2065 SP:Iteration 6Q (20114.870000 sec): 3 clusters Score: Raw -6922473.974215 + Penalty 5299.447940 = -6917174.526275 nChanged 2107 SP:Iteration 7Q (20115.280000 sec): 3 clusters Score: Raw -6923450.408105 + Penalty 5299.447940 = -6918150.960165 nChanged 2023 SP:Iteration 8Q (20115.630000 sec): 3 clusters Score: Raw -6924346.327071 + Penalty 5299.447940 = -6919046.879130 nChanged 1895 SP:Iteration 9Q (20116.020000 sec): 3 clusters Score: Raw -6925159.194477 + Penalty 5299.447940 = -6919859.746537 nChanged 1709 SP:Iteration 10Q (20116.410000 sec): 3 clusters Score: Raw -6925888.097246 + Penalty 5299.447940 = -6920588.649305 nChanged 1582 SP:Iteration 11Q (20116.790000 sec): 3 clusters Score: Raw -6926547.317424 + Penalty 5299.447940 = -6921247.869484 nChanged 1447 SP:Iteration 12Q (20117.160000 sec): 3 clusters Score: Raw -6927133.094602 + Penalty 5299.447940 = -6921833.646662 nChanged 1331 SP:Iteration 13Q (20117.580000 sec): 3 clusters Score: Raw -6927655.560172 + Penalty 5299.447940 = -6922356.112232 nChanged 1210 SP:Iteration 14Q (20117.950000 sec): 3 clusters Score: Raw -6928106.297417 + Penalty 5299.447940 = -6922806.849476 nChanged 1086 SP:Iteration 15Q (20118.400000 sec): 3 clusters Score: Raw -6928468.371118 + Penalty 5299.447940 = -6923168.923177 nChanged 915 SP:Iteration 16Q (20118.770000 sec): 3 clusters Score: Raw -6928742.682333 + Penalty 5299.447940 = -6923443.234393 nChanged 785 SP:Iteration 17Q (20119.190000 sec): 3 clusters Score: Raw -6928928.696069 + Penalty 5299.447940 = -6923629.248129 nChanged 582 SP:Iteration 18Q (20119.590000 sec): 3 clusters Score: Raw -6929040.009849 + Penalty 5299.447940 = -6923740.561908 nChanged 452 SP:Iteration 19Q (20120.010000 sec): 3 clusters Score: Raw -6929124.050636 + Penalty 5299.447940 = -6923824.602695 nChanged 375 SP:Iteration 20F (20120.450000 sec): 3 clusters Score: Raw -6929188.988645 + Penalty 5299.447940 = -6923889.540705 nChanged 322 SP:Iteration 21Q (20120.870000 sec): 3 clusters Score: Raw -6929236.348412 + Penalty 5299.447940 = -6923936.900471 nChanged 292 SP:Iteration 22Q (20121.270000 sec): 3 clusters Score: Raw -6929278.224231 + Penalty 5299.447940 = -6923978.776291 nChanged 266 SP:Iteration 23Q (20121.710000 sec): 3 clusters Score: Raw -6929317.342052 + Penalty 5299.447940 = -6924017.894111 nChanged 253 SP:Iteration 24Q (20122.160000 sec): 3 clusters Score: Raw -6929354.256163 + Penalty 5299.447940 = -6924054.808223 nChanged 252 SP:Iteration 25Q (20122.580000 sec): 3 clusters Score: Raw -6929389.522146 + Penalty 5299.447940 = -6924090.074206 nChanged 247 SP:Iteration 26Q (20123.040000 sec): 3 clusters Score: Raw -6929424.918752 + Penalty 5299.447940 = -6924125.470812 nChanged 241 SP:Iteration 27Q (20123.520000 sec): 3 clusters Score: Raw -6929457.895747 + Penalty 5299.447940 = -6924158.447807 nChanged 244 SP:Iteration 28Q (20123.920000 sec): 3 clusters Score: Raw -6929494.480534 + Penalty 5299.447940 = -6924195.032594 nChanged 266 SP:Iteration 29Q (20124.410000 sec): 3 clusters Score: Raw -6929533.714697 + Penalty 5299.447940 = -6924234.266757 nChanged 260 SP:Iteration 30Q (20124.800000 sec): 3 clusters Score: Raw -6929574.331162 + Penalty 5299.447940 = -6924274.883221 nChanged 255 SP:Iteration 31Q (20125.330000 sec): 3 clusters Score: Raw -6929615.018744 + Penalty 5299.447940 = -6924315.570804 nChanged 280 SP:Iteration 32Q (20125.750000 sec): 3 clusters Score: Raw -6929658.392993 + Penalty 5299.447940 = -6924358.945053 nChanged 289 SP:Iteration 33Q (20126.210000 sec): 3 clusters Score: Raw -6929705.302483 + Penalty 5299.447940 = -6924405.854542 nChanged 285 SP:Iteration 34Q (20126.630000 sec): 3 clusters Score: Raw -6929751.218183 + Penalty 5299.447940 = -6924451.770243 nChanged 292 SP:Iteration 35Q (20127.070000 sec): 3 clusters Score: Raw -6929794.984227 + Penalty 5299.447940 = -6924495.536287 nChanged 256 SP:Iteration 36Q (20127.500000 sec): 3 clusters Score: Raw -6929831.263351 + Penalty 5299.447940 = -6924531.815411 nChanged 244 SP:Iteration 37Q (20127.960000 sec): 3 clusters Score: Raw -6929867.982564 + Penalty 5299.447940 = -6924568.534624 nChanged 261 SP:Iteration 38Q (20128.420000 sec): 3 clusters Score: Raw -6929910.584940 + Penalty 5299.447940 = -6924611.136999 nChanged 273 SP:Iteration 39Q (20128.840000 sec): 3 clusters Score: Raw -6929958.483662 + Penalty 5299.447940 = -6924659.035722 nChanged 318 SP:Iteration 40F (20129.260000 sec): 3 clusters Score: Raw -6930020.145444 + Penalty 5299.447940 = -6924720.697503 nChanged 348 SP:Iteration 41Q (20129.650000 sec): 3 clusters Score: Raw -6930095.070405 + Penalty 5299.447940 = -6924795.622465 nChanged 388 SP:Iteration 42Q (20130.070000 sec): 3 clusters Score: Raw -6930183.603436 + Penalty 5299.447940 = -6924884.155495 nChanged 401 SP:Iteration 43Q (20130.520000 sec): 3 clusters Score: Raw -6930281.740020 + Penalty 5299.447940 = -6924982.292079 nChanged 423 SP:Iteration 44Q (20130.960000 sec): 3 clusters Score: Raw -6930385.495502 + Penalty 5299.447940 = -6925086.047562 nChanged 433 SP:Iteration 45Q (20131.400000 sec): 3 clusters Score: Raw -6930496.241509 + Penalty 5299.447940 = -6925196.793568 nChanged 447 SP:Iteration 46Q (20131.780000 sec): 3 clusters Score: Raw -6930625.212830 + Penalty 5299.447940 = -6925325.764889 nChanged 482 SP:Iteration 47Q (20132.120000 sec): 3 clusters Score: Raw -6930766.232046 + Penalty 5299.447940 = -6925466.784105 nChanged 492 SP:Iteration 48Q (20132.500000 sec): 3 clusters Score: Raw -6930911.021690 + Penalty 5299.447940 = -6925611.573750 nChanged 523 SP:Iteration 49Q (20132.880000 sec): 3 clusters Score: Raw -6931083.024637 + Penalty 5299.447940 = -6925783.576697 nChanged 542 SP:Iteration 50Q (20133.280000 sec): 3 clusters Score: Raw -6931264.024548 + Penalty 5299.447940 = -6925964.576608 nChanged 555 SP:Iteration 51Q (20133.680000 sec): 3 clusters Score: Raw -6931433.586004 + Penalty 5299.447940 = -6926134.138063 nChanged 510 SP:Iteration 52Q (20134.080000 sec): 3 clusters Score: Raw -6931585.791752 + Penalty 5299.447940 = -6926286.343811 nChanged 505 SP:Iteration 53Q (20134.540000 sec): 3 clusters Score: Raw -6931734.095965 + Penalty 5299.447940 = -6926434.648025 nChanged 494 SP:Iteration 54Q (20134.930000 sec): 3 clusters Score: Raw -6931859.154603 + Penalty 5299.447940 = -6926559.706662 nChanged 427 SP:Iteration 55Q (20135.400000 sec): 3 clusters Score: Raw -6931967.276036 + Penalty 5299.447940 = -6926667.828095 nChanged 375 SP:Iteration 56Q (20135.780000 sec): 3 clusters Score: Raw -6932048.431418 + Penalty 5299.447940 = -6926748.983478 nChanged 322 SP:Iteration 57Q (20136.180000 sec): 3 clusters Score: Raw -6932107.995193 + Penalty 5299.447940 = -6926808.547253 nChanged 277 SP:Iteration 58Q (20136.620000 sec): 3 clusters Score: Raw -6932155.883132 + Penalty 5299.447940 = -6926856.435192 nChanged 227 SP:Iteration 59Q (20137.000000 sec): 3 clusters Score: Raw -6932191.067679 + Penalty 5299.447940 = -6926891.619739 nChanged 208 SP:Iteration 60F (20137.410000 sec): 3 clusters Score: Raw -6932225.197240 + Penalty 5299.447940 = -6926925.749300 nChanged 183 SP:Iteration 61Q (20137.820000 sec): 3 clusters Score: Raw -6932249.271974 + Penalty 5299.447940 = -6926949.824033 nChanged 163 SP:Iteration 62Q (20138.230000 sec): 3 clusters Score: Raw -6932269.614431 + Penalty 5299.447940 = -6926970.166491 nChanged 143 SP:Iteration 63Q (20138.590000 sec): 3 clusters Score: Raw -6932287.649302 + Penalty 5299.447940 = -6926988.201362 nChanged 141 SP:Iteration 64Q (20139.000000 sec): 3 clusters Score: Raw -6932303.979855 + Penalty 5299.447940 = -6927004.531915 nChanged 134 SP:Iteration 65Q (20139.390000 sec): 3 clusters Score: Raw -6932319.286618 + Penalty 5299.447940 = -6927019.838678 nChanged 127 SP:Iteration 66Q (20139.750000 sec): 3 clusters Score: Raw -6932333.488379 + Penalty 5299.447940 = -6927034.040439 nChanged 125 SP:Iteration 67Q (20140.120000 sec): 3 clusters Score: Raw -6932345.775766 + Penalty 5299.447940 = -6927046.327825 nChanged 111 SP:Iteration 68Q (20140.510000 sec): 3 clusters Score: Raw -6932356.426074 + Penalty 5299.447940 = -6927056.978134 nChanged 124 SP:Iteration 69Q (20140.900000 sec): 3 clusters Score: Raw -6932369.231203 + Penalty 5299.447940 = -6927069.783263 nChanged 106 SP:Iteration 70Q (20141.270000 sec): 3 clusters Score: Raw -6932379.734371 + Penalty 5299.447940 = -6927080.286431 nChanged 115 SP:Iteration 71Q (20141.670000 sec): 3 clusters Score: Raw -6932391.100990 + Penalty 5299.447940 = -6927091.653050 nChanged 106 SP:Iteration 72Q (20142.090000 sec): 3 clusters Score: Raw -6932401.542636 + Penalty 5299.447940 = -6927102.094696 nChanged 101 SP:Iteration 73Q (20142.450000 sec): 3 clusters Score: Raw -6932411.589786 + Penalty 5299.447940 = -6927112.141846 nChanged 96 SP:Iteration 74Q (20142.850000 sec): 3 clusters Score: Raw -6932420.001516 + Penalty 5299.447940 = -6927120.553576 nChanged 95 SP:Iteration 75Q (20143.230000 sec): 3 clusters Score: Raw -6932428.940189 + Penalty 5299.447940 = -6927129.492249 nChanged 107 SP:Iteration 76Q (20143.560000 sec): 3 clusters Score: Raw -6932439.398738 + Penalty 5299.447940 = -6927139.950797 nChanged 107 SP:Iteration 77Q (20144.030000 sec): 3 clusters Score: Raw -6932451.499987 + Penalty 5299.447940 = -6927152.052047 nChanged 117 SP:Iteration 78Q (20144.420000 sec): 3 clusters Score: Raw -6932465.573149 + Penalty 5299.447940 = -6927166.125209 nChanged 125 SP:Iteration 79Q (20144.800000 sec): 3 clusters Score: Raw -6932479.241393 + Penalty 5299.447940 = -6927179.793453 nChanged 97 SP:Iteration 80F (20145.230000 sec): 3 clusters Score: Raw -6932489.789370 + Penalty 5299.447940 = -6927190.341430 nChanged 104 SP:Iteration 81Q (20145.650000 sec): 3 clusters Score: Raw -6932501.266243 + Penalty 5299.447940 = -6927201.818303 nChanged 100 SP:Iteration 82Q (20146.090000 sec): 3 clusters Score: Raw -6932511.777646 + Penalty 5299.447940 = -6927212.329706 nChanged 98 SP:Iteration 83Q (20146.520000 sec): 3 clusters Score: Raw -6932520.692252 + Penalty 5299.447940 = -6927221.244312 nChanged 96 SP:Iteration 84Q (20146.950000 sec): 3 clusters Score: Raw -6932529.673639 + Penalty 5299.447940 = -6927230.225699 nChanged 92 SP:Iteration 85Q (20147.400000 sec): 3 clusters Score: Raw -6932539.760283 + Penalty 5299.447940 = -6927240.312343 nChanged 105 SP:Iteration 86Q (20147.770000 sec): 3 clusters Score: Raw -6932551.601503 + Penalty 5299.447940 = -6927252.153563 nChanged 111 SP:Iteration 87Q (20148.180000 sec): 3 clusters Score: Raw -6932564.811121 + Penalty 5299.447940 = -6927265.363180 nChanged 105 SP:Iteration 88Q (20148.570000 sec): 3 clusters Score: Raw -6932578.271820 + Penalty 5299.447940 = -6927278.823880 nChanged 108 SP:Iteration 89Q (20148.940000 sec): 3 clusters Score: Raw -6932593.435495 + Penalty 5299.447940 = -6927293.987554 nChanged 122 SP:Iteration 90Q (20149.290000 sec): 3 clusters Score: Raw -6932610.421921 + Penalty 5299.447940 = -6927310.973981 nChanged 138 SP:Iteration 91Q (20149.690000 sec): 3 clusters Score: Raw -6932630.942554 + Penalty 5299.447940 = -6927331.494614 nChanged 135 SP:Iteration 92Q (20150.060000 sec): 3 clusters Score: Raw -6932652.141811 + Penalty 5299.447940 = -6927352.693870 nChanged 137 SP:Iteration 93Q (20150.420000 sec): 3 clusters Score: Raw -6932673.200321 + Penalty 5299.447940 = -6927373.752381 nChanged 152 SP:Iteration 94Q (20150.890000 sec): 3 clusters Score: Raw -6932696.262796 + Penalty 5299.447940 = -6927396.814855 nChanged 159 SP:Iteration 95Q (20151.240000 sec): 3 clusters Score: Raw -6932720.762040 + Penalty 5299.447940 = -6927421.314100 nChanged 165 SP:Iteration 96Q (20151.670000 sec): 3 clusters Score: Raw -6932748.796293 + Penalty 5299.447940 = -6927449.348353 nChanged 187 SP:Iteration 97Q (20152.020000 sec): 3 clusters Score: Raw -6932781.368653 + Penalty 5299.447940 = -6927481.920713 nChanged 188 SP:Iteration 98Q (20152.410000 sec): 3 clusters Score: Raw -6932814.693261 + Penalty 5299.447940 = -6927515.245320 nChanged 192 SP:Iteration 99Q (20152.770000 sec): 3 clusters Score: Raw -6932852.507579 + Penalty 5299.447940 = -6927553.059638 nChanged 200 SP:Iteration 100F (20153.190000 sec): 3 clusters Score: Raw -6932899.347730 + Penalty 5299.447940 = -6927599.899789 nChanged 223 SP:Iteration 101Q (20153.580000 sec): 3 clusters Score: Raw -6932951.655596 + Penalty 5299.447940 = -6927652.207655 nChanged 221 SP:Iteration 102Q (20153.950000 sec): 3 clusters Score: Raw -6933002.033198 + Penalty 5299.447940 = -6927702.585258 nChanged 233 SP:Iteration 103Q (20154.360000 sec): 3 clusters Score: Raw -6933059.258343 + Penalty 5299.447940 = -6927759.810403 nChanged 242 SP:Iteration 104Q (20154.720000 sec): 3 clusters Score: Raw -6933120.841243 + Penalty 5299.447940 = -6927821.393303 nChanged 262 SP:Iteration 105Q (20155.110000 sec): 3 clusters Score: Raw -6933190.580366 + Penalty 5299.447940 = -6927891.132426 nChanged 267 SP:Iteration 106Q (20155.540000 sec): 3 clusters Score: Raw -6933265.040239 + Penalty 5299.447940 = -6927965.592298 nChanged 277 SP:Iteration 107Q (20155.960000 sec): 3 clusters Score: Raw -6933349.981665 + Penalty 5299.447940 = -6928050.533725 nChanged 291 SP:Iteration 108Q (20156.310000 sec): 3 clusters Score: Raw -6933438.155497 + Penalty 5299.447940 = -6928138.707556 nChanged 285 SP:Iteration 109Q (20156.720000 sec): 3 clusters Score: Raw -6933526.211809 + Penalty 5299.447940 = -6928226.763869 nChanged 272 SP:Iteration 110Q (20157.140000 sec): 3 clusters Score: Raw -6933609.476171 + Penalty 5299.447940 = -6928310.028231 nChanged 273 SP:Iteration 111Q (20157.500000 sec): 3 clusters Score: Raw -6933693.729316 + Penalty 5299.447940 = -6928394.281375 nChanged 260 SP:Iteration 112Q (20157.900000 sec): 3 clusters Score: Raw -6933770.493097 + Penalty 5299.447940 = -6928471.045157 nChanged 272 SP:Iteration 113Q (20158.290000 sec): 3 clusters Score: Raw -6933849.013295 + Penalty 5299.447940 = -6928549.565355 nChanged 226 SP:Iteration 114Q (20158.660000 sec): 3 clusters Score: Raw -6933914.177349 + Penalty 5299.447940 = -6928614.729409 nChanged 208 SP:Iteration 115Q (20159.080000 sec): 3 clusters Score: Raw -6933973.753791 + Penalty 5299.447940 = -6928674.305851 nChanged 216 SP:Iteration 116Q (20159.510000 sec): 3 clusters Score: Raw -6934035.491370 + Penalty 5299.447940 = -6928736.043430 nChanged 197 SP:Iteration 117Q (20159.930000 sec): 3 clusters Score: Raw -6934091.542103 + Penalty 5299.447940 = -6928792.094163 nChanged 178 SP:Iteration 118Q (20160.250000 sec): 3 clusters Score: Raw -6934140.984325 + Penalty 5299.447940 = -6928841.536384 nChanged 171 SP:Iteration 119Q (20160.730000 sec): 3 clusters Score: Raw -6934199.014858 + Penalty 5299.447940 = -6928899.566917 nChanged 179 SP:Iteration 120F (20161.140000 sec): 3 clusters Score: Raw -6934255.270249 + Penalty 5299.447940 = -6928955.822308 nChanged 156 SP:Iteration 121Q (20161.540000 sec): 3 clusters Score: Raw -6934301.696725 + Penalty 5299.447940 = -6929002.248785 nChanged 154 SP:Iteration 122Q (20161.910000 sec): 3 clusters Score: Raw -6934350.709895 + Penalty 5299.447940 = -6929051.261954 nChanged 130 SP:Iteration 123Q (20162.230000 sec): 3 clusters Score: Raw -6934391.171758 + Penalty 5299.447940 = -6929091.723818 nChanged 119 SP:Iteration 124Q (20162.630000 sec): 3 clusters Score: Raw -6934423.533204 + Penalty 5299.447940 = -6929124.085264 nChanged 88 SP:Iteration 125Q (20162.990000 sec): 3 clusters Score: Raw -6934448.295562 + Penalty 5299.447940 = -6929148.847621 nChanged 80 SP:Iteration 126Q (20163.400000 sec): 3 clusters Score: Raw -6934470.704681 + Penalty 5299.447940 = -6929171.256741 nChanged 80 SP:Iteration 127Q (20163.750000 sec): 3 clusters Score: Raw -6934492.322721 + Penalty 5299.447940 = -6929192.874780 nChanged 77 SP:Iteration 128Q (20164.090000 sec): 3 clusters Score: Raw -6934513.727838 + Penalty 5299.447940 = -6929214.279898 nChanged 76 SP:Iteration 129Q (20164.490000 sec): 3 clusters Score: Raw -6934535.969601 + Penalty 5299.447940 = -6929236.521661 nChanged 77 SP:Iteration 130Q (20164.900000 sec): 3 clusters Score: Raw -6934559.345897 + Penalty 5299.447940 = -6929259.897956 nChanged 69 SP:Iteration 131Q (20165.300000 sec): 3 clusters Score: Raw -6934578.151221 + Penalty 5299.447940 = -6929278.703281 nChanged 57 SP:Iteration 132Q (20165.630000 sec): 3 clusters Score: Raw -6934595.324760 + Penalty 5299.447940 = -6929295.876820 nChanged 59 SP:Iteration 133Q (20166.000000 sec): 3 clusters Score: Raw -6934609.430286 + Penalty 5299.447940 = -6929309.982346 nChanged 37 SP:Iteration 134Q (20166.390000 sec): 3 clusters Score: Raw -6934621.514134 + Penalty 5299.447940 = -6929322.066194 nChanged 38 SP:Iteration 135Q (20166.750000 sec): 3 clusters Score: Raw -6934632.943796 + Penalty 5299.447940 = -6929333.495856 nChanged 40 SP:Iteration 136Q (20167.090000 sec): 3 clusters Score: Raw -6934645.559082 + Penalty 5299.447940 = -6929346.111142 nChanged 42 SP:Iteration 137Q (20167.460000 sec): 3 clusters Score: Raw -6934656.764009 + Penalty 5299.447940 = -6929357.316068 nChanged 41 SP:Iteration 138Q (20167.830000 sec): 3 clusters Score: Raw -6934667.815827 + Penalty 5299.447940 = -6929368.367886 nChanged 40 SP:Iteration 139Q (20168.190000 sec): 3 clusters Score: Raw -6934679.867702 + Penalty 5299.447940 = -6929380.419762 nChanged 41 SP:Iteration 140F (20168.590000 sec): 3 clusters Score: Raw -6934692.950656 + Penalty 5299.447940 = -6929393.502716 nChanged 41 SP:Iteration 141Q (20169.040000 sec): 3 clusters Score: Raw -6934705.634802 + Penalty 5299.447940 = -6929406.186862 nChanged 40 SP:Iteration 142Q (20169.460000 sec): 3 clusters Score: Raw -6934719.477958 + Penalty 5299.447940 = -6929420.030018 nChanged 44 SP:Iteration 143Q (20169.860000 sec): 3 clusters Score: Raw -6934735.309915 + Penalty 5299.447940 = -6929435.861974 nChanged 41 SP:Iteration 144Q (20170.330000 sec): 3 clusters Score: Raw -6934746.905707 + Penalty 5299.447940 = -6929447.457767 nChanged 34 SP:Iteration 145Q (20170.790000 sec): 3 clusters Score: Raw -6934759.102825 + Penalty 5299.447940 = -6929459.654885 nChanged 33 SP:Iteration 146Q (20171.230000 sec): 3 clusters Score: Raw -6934770.184083 + Penalty 5299.447940 = -6929470.736142 nChanged 26 SP:Iteration 147Q (20171.670000 sec): 3 clusters Score: Raw -6934780.272642 + Penalty 5299.447940 = -6929480.824701 nChanged 36 SP:Iteration 148Q (20172.010000 sec): 3 clusters Score: Raw -6934790.519905 + Penalty 5299.447940 = -6929491.071965 nChanged 29 SP:Iteration 149Q (20172.350000 sec): 3 clusters Score: Raw -6934800.074663 + Penalty 5299.447940 = -6929500.626722 nChanged 24 SP:Iteration 150Q (20172.740000 sec): 3 clusters Score: Raw -6934807.174846 + Penalty 5299.447940 = -6929507.726906 nChanged 23 SP:Iteration 151Q (20173.110000 sec): 3 clusters Score: Raw -6934814.201047 + Penalty 5299.447940 = -6929514.753107 nChanged 27 SP:Iteration 152Q (20173.460000 sec): 3 clusters Score: Raw -6934823.712228 + Penalty 5299.447940 = -6929524.264288 nChanged 31 SP:Iteration 153Q (20173.870000 sec): 3 clusters Score: Raw -6934832.979149 + Penalty 5299.447940 = -6929533.531209 nChanged 15 SP:Iteration 154Q (20174.210000 sec): 3 clusters Score: Raw -6934837.125426 + Penalty 5299.447940 = -6929537.677486 nChanged 19 SP:Iteration 155Q (20174.580000 sec): 3 clusters Score: Raw -6934842.147017 + Penalty 5299.447940 = -6929542.699077 nChanged 16 SP:Iteration 156Q (20174.950000 sec): 3 clusters Score: Raw -6934847.643557 + Penalty 5299.447940 = -6929548.195617 nChanged 13 SP:Iteration 157Q (20175.350000 sec): 3 clusters Score: Raw -6934851.839652 + Penalty 5299.447940 = -6929552.391712 nChanged 18 SP:Iteration 158Q (20175.750000 sec): 3 clusters Score: Raw -6934857.996242 + Penalty 5299.447940 = -6929558.548301 nChanged 18 SP:Iteration 159Q (20176.100000 sec): 3 clusters Score: Raw -6934864.188731 + Penalty 5299.447940 = -6929564.740791 nChanged 16 SP:Iteration 160F (20176.480000 sec): 3 clusters Score: Raw -6934868.880638 + Penalty 5299.447940 = -6929569.432698 nChanged 13 SP:Iteration 161Q (20176.860000 sec): 3 clusters Score: Raw -6934872.449127 + Penalty 5299.447940 = -6929573.001187 nChanged 10 SP:Iteration 162Q (20177.230000 sec): 3 clusters Score: Raw -6934875.710737 + Penalty 5299.447940 = -6929576.262797 nChanged 9 SP:Iteration 163Q (20177.520000 sec): 3 clusters Score: Raw -6934877.976666 + Penalty 5299.447940 = -6929578.528726 nChanged 2 SP:Iteration 164Q (20177.870000 sec): 3 clusters Score: Raw -6934878.439683 + Penalty 5299.447940 = -6929578.991743 nChanged 4 SP:Iteration 165Q (20178.240000 sec): 3 clusters Score: Raw -6934879.223519 + Penalty 5299.447940 = -6929579.775579 nChanged 5 SP:Iteration 166Q (20178.630000 sec): 3 clusters Score: Raw -6934880.188240 + Penalty 5299.447940 = -6929580.740300 nChanged 5 SP:Iteration 167Q (20179.050000 sec): 3 clusters Score: Raw -6934881.020769 + Penalty 5299.447940 = -6929581.572829 nChanged 2 SP:Iteration 168Q (20179.410000 sec): 3 clusters Score: Raw -6934881.832006 + Penalty 5299.447940 = -6929582.384066 nChanged 5 SP:Iteration 169Q (20179.800000 sec): 3 clusters Score: Raw -6934883.196415 + Penalty 5299.447940 = -6929583.748475 nChanged 5 SP:Iteration 170Q (20180.130000 sec): 3 clusters Score: Raw -6934884.718726 + Penalty 5299.447940 = -6929585.270785 nChanged 4 SP:Iteration 171Q (20180.510000 sec): 3 clusters Score: Raw -6934886.297179 + Penalty 5299.447940 = -6929586.849239 nChanged 8 SP:Iteration 172Q (20180.860000 sec): 3 clusters Score: Raw -6934888.763730 + Penalty 5299.447940 = -6929589.315789 nChanged 6 SP:Iteration 173Q (20181.190000 sec): 3 clusters Score: Raw -6934891.055669 + Penalty 5299.447940 = -6929591.607729 nChanged 4 SP:Iteration 174Q (20181.560000 sec): 3 clusters Score: Raw -6934892.175158 + Penalty 5299.447940 = -6929592.727218 nChanged 6 SP:Iteration 175Q (20181.870000 sec): 3 clusters Score: Raw -6934894.387202 + Penalty 5299.447940 = -6929594.939262 nChanged 6 SP:Iteration 176Q (20182.240000 sec): 3 clusters Score: Raw -6934896.257191 + Penalty 5299.447940 = -6929596.809250 nChanged 7 SP:Iteration 177Q (20182.560000 sec): 3 clusters Score: Raw -6934898.625169 + Penalty 5299.447940 = -6929599.177228 nChanged 7 SP:Iteration 178Q (20182.950000 sec): 3 clusters Score: Raw -6934900.982836 + Penalty 5299.447940 = -6929601.534895 nChanged 3 SP:Iteration 179Q (20183.270000 sec): 3 clusters Score: Raw -6934901.893855 + Penalty 5299.447940 = -6929602.445915 nChanged 2 SP:Iteration 180F (20183.680000 sec): 3 clusters Score: Raw -6934902.859130 + Penalty 5299.447940 = -6929603.411190 nChanged 4 SP:Iteration 181Q (20184.040000 sec): 3 clusters Score: Raw -6934904.344808 + Penalty 5299.447940 = -6929604.896868 nChanged 4 SP:Iteration 182Q (20184.390000 sec): 3 clusters Score: Raw -6934905.674880 + Penalty 5299.447940 = -6929606.226940 nChanged 6 SP:Iteration 183Q (20184.790000 sec): 3 clusters Score: Raw -6934907.648890 + Penalty 5299.447940 = -6929608.200950 nChanged 5 SP:Iteration 184Q (20185.150000 sec): 3 clusters Score: Raw -6934908.939866 + Penalty 5299.447940 = -6929609.491925 nChanged 5 SP:Iteration 185Q (20185.590000 sec): 3 clusters Score: Raw -6934910.565636 + Penalty 5299.447940 = -6929611.117696 nChanged 4 SP:Iteration 186Q (20185.930000 sec): 3 clusters Score: Raw -6934911.432094 + Penalty 5299.447940 = -6929611.984153 nChanged 4 SP:Iteration 187Q (20186.310000 sec): 3 clusters Score: Raw -6934912.585170 + Penalty 5299.447940 = -6929613.137229 nChanged 4 SP:Iteration 188Q (20186.640000 sec): 3 clusters Score: Raw -6934913.897452 + Penalty 5299.447940 = -6929614.449511 nChanged 7 SP:Iteration 189Q (20186.960000 sec): 3 clusters Score: Raw -6934916.555960 + Penalty 5299.447940 = -6929617.108019 nChanged 6 SP:Iteration 190Q (20187.380000 sec): 3 clusters Score: Raw -6934918.168166 + Penalty 5299.447940 = -6929618.720225 nChanged 5 SP:Iteration 191Q (20187.760000 sec): 3 clusters Score: Raw -6934919.595710 + Penalty 5299.447940 = -6929620.147769 nChanged 6 SP:Iteration 192Q (20188.090000 sec): 3 clusters Score: Raw -6934921.601769 + Penalty 5299.447940 = -6929622.153828 nChanged 4 SP:Iteration 193Q (20188.470000 sec): 3 clusters Score: Raw -6934922.731438 + Penalty 5299.447940 = -6929623.283497 nChanged 1 SP:Iteration 194Q (20188.900000 sec): 3 clusters Score: Raw -6934923.109918 + Penalty 5299.447940 = -6929623.661977 nChanged 1 SP:Iteration 195Q (20189.340000 sec): 3 clusters Score: Raw -6934923.348905 + Penalty 5299.447940 = -6929623.900964 nChanged 1 SP:Iteration 196Q (20189.720000 sec): 3 clusters Score: Raw -6934923.572213 + Penalty 5299.447940 = -6929624.124273 nChanged 1 SP:Iteration 197Q (20190.060000 sec): 3 clusters Score: Raw -6934924.025061 + Penalty 5299.447940 = -6929624.577121 nChanged 1 SP:Iteration 198Q (20190.420000 sec): 3 clusters Score: Raw -6934924.343128 + Penalty 5299.447940 = -6929624.895187 nChanged 0 SP:Iteration 199F (20190.840000 sec): 3 clusters Score: Raw -6934924.343128 + Penalty 5299.447940 = -6929624.895187 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20191.030000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20191.240000 sec): 3 clusters Score: Raw -1447201.308011 + Penalty 4520.076892 = -1442681.231120 nChanged 3700 SP:Iteration 1F (20191.520000 sec): 3 clusters Score: Raw -1449128.463214 + Penalty 4520.076892 = -1444608.386323 nChanged 618 SP:Iteration 2F (20191.770000 sec): 3 clusters Score: Raw -1449416.554795 + Penalty 4520.076892 = -1444896.477903 nChanged 467 SP:Iteration 3F (20191.990000 sec): 3 clusters Score: Raw -1449606.281198 + Penalty 4520.076892 = -1445086.204307 nChanged 358 SP:Iteration 4Q (20192.260000 sec): 3 clusters Score: Raw -1449752.385799 + Penalty 4520.076892 = -1445232.308907 nChanged 287 SP:Iteration 5Q (20192.490000 sec): 3 clusters Score: Raw -1449859.363851 + Penalty 4520.076892 = -1445339.286960 nChanged 228 SP:Iteration 6Q (20192.780000 sec): 3 clusters Score: Raw -1449948.062392 + Penalty 4520.076892 = -1445427.985501 nChanged 240 SP:Iteration 7Q (20193.010000 sec): 3 clusters Score: Raw -1450048.208511 + Penalty 4520.076892 = -1445528.131620 nChanged 213 SP:Iteration 8Q (20193.280000 sec): 3 clusters Score: Raw -1450136.170122 + Penalty 4520.076892 = -1445616.093230 nChanged 197 SP:Iteration 9Q (20193.520000 sec): 3 clusters Score: Raw -1450205.264070 + Penalty 4520.076892 = -1445685.187179 nChanged 177 SP:Iteration 10Q (20193.740000 sec): 3 clusters Score: Raw -1450267.198523 + Penalty 4520.076892 = -1445747.121631 nChanged 184 SP:Iteration 11Q (20194.000000 sec): 3 clusters Score: Raw -1450349.300552 + Penalty 4520.076892 = -1445829.223661 nChanged 203 SP:Iteration 12Q (20194.230000 sec): 3 clusters Score: Raw -1450440.754502 + Penalty 4520.076892 = -1445920.677610 nChanged 197 SP:Iteration 13Q (20194.470000 sec): 3 clusters Score: Raw -1450528.687215 + Penalty 4520.076892 = -1446008.610323 nChanged 184 SP:Iteration 14Q (20194.700000 sec): 3 clusters Score: Raw -1450625.066879 + Penalty 4520.076892 = -1446104.989987 nChanged 198 SP:Iteration 15Q (20194.930000 sec): 3 clusters Score: Raw -1450717.889860 + Penalty 4520.076892 = -1446197.812968 nChanged 176 SP:Iteration 16Q (20195.200000 sec): 3 clusters Score: Raw -1450805.691751 + Penalty 4520.076892 = -1446285.614859 nChanged 190 SP:Iteration 17Q (20195.400000 sec): 3 clusters Score: Raw -1450911.961840 + Penalty 4520.076892 = -1446391.884948 nChanged 212 SP:Iteration 18Q (20195.620000 sec): 3 clusters Score: Raw -1451016.956876 + Penalty 4520.076892 = -1446496.879984 nChanged 207 SP:Iteration 19Q (20195.810000 sec): 3 clusters Score: Raw -1451132.599623 + Penalty 4520.076892 = -1446612.522732 nChanged 203 SP:Iteration 20F (20196.040000 sec): 3 clusters Score: Raw -1451249.003038 + Penalty 4520.076892 = -1446728.926146 nChanged 194 SP:Iteration 21Q (20196.230000 sec): 3 clusters Score: Raw -1451370.213988 + Penalty 4520.076892 = -1446850.137096 nChanged 199 SP:Iteration 22Q (20196.480000 sec): 3 clusters Score: Raw -1451496.909781 + Penalty 4520.076892 = -1446976.832889 nChanged 187 SP:Iteration 23Q (20196.730000 sec): 3 clusters Score: Raw -1451612.790815 + Penalty 4520.076892 = -1447092.713924 nChanged 158 SP:Iteration 24Q (20196.970000 sec): 3 clusters Score: Raw -1451721.374839 + Penalty 4520.076892 = -1447201.297948 nChanged 145 SP:Iteration 25Q (20197.180000 sec): 3 clusters Score: Raw -1451814.468447 + Penalty 4520.076892 = -1447294.391555 nChanged 126 SP:Iteration 26Q (20197.430000 sec): 3 clusters Score: Raw -1451896.398286 + Penalty 4520.076892 = -1447376.321395 nChanged 107 SP:Iteration 27Q (20197.650000 sec): 3 clusters Score: Raw -1451965.666047 + Penalty 4520.076892 = -1447445.589155 nChanged 98 SP:Iteration 28Q (20197.870000 sec): 3 clusters Score: Raw -1452029.783260 + Penalty 4520.076892 = -1447509.706369 nChanged 83 SP:Iteration 29Q (20198.090000 sec): 3 clusters Score: Raw -1452084.177321 + Penalty 4520.076892 = -1447564.100430 nChanged 68 SP:Iteration 30Q (20198.300000 sec): 3 clusters Score: Raw -1452129.189289 + Penalty 4520.076892 = -1447609.112398 nChanged 51 SP:Iteration 31Q (20198.500000 sec): 3 clusters Score: Raw -1452160.201940 + Penalty 4520.076892 = -1447640.125049 nChanged 43 SP:Iteration 32Q (20198.770000 sec): 3 clusters Score: Raw -1452185.735772 + Penalty 4520.076892 = -1447665.658880 nChanged 36 SP:Iteration 33Q (20198.970000 sec): 3 clusters Score: Raw -1452208.077992 + Penalty 4520.076892 = -1447688.001100 nChanged 35 SP:Iteration 34Q (20199.270000 sec): 3 clusters Score: Raw -1452229.671341 + Penalty 4520.076892 = -1447709.594450 nChanged 27 SP:Iteration 35Q (20199.520000 sec): 3 clusters Score: Raw -1452244.183491 + Penalty 4520.076892 = -1447724.106599 nChanged 25 SP:Iteration 36Q (20199.790000 sec): 3 clusters Score: Raw -1452257.392255 + Penalty 4520.076892 = -1447737.315364 nChanged 17 SP:Iteration 37Q (20200.050000 sec): 3 clusters Score: Raw -1452270.598840 + Penalty 4520.076892 = -1447750.521948 nChanged 15 SP:Iteration 38Q (20200.240000 sec): 3 clusters Score: Raw -1452278.782801 + Penalty 4520.076892 = -1447758.705909 nChanged 10 SP:Iteration 39Q (20200.470000 sec): 3 clusters Score: Raw -1452283.826122 + Penalty 4520.076892 = -1447763.749231 nChanged 10 SP:Iteration 40F (20200.680000 sec): 3 clusters Score: Raw -1452289.305405 + Penalty 4520.076892 = -1447769.228513 nChanged 16 SP:Iteration 41Q (20200.910000 sec): 3 clusters Score: Raw -1452298.579682 + Penalty 4520.076892 = -1447778.502791 nChanged 15 SP:Iteration 42Q (20201.090000 sec): 3 clusters Score: Raw -1452304.824732 + Penalty 4520.076892 = -1447784.747840 nChanged 7 SP:Iteration 43Q (20201.300000 sec): 3 clusters Score: Raw -1452308.351726 + Penalty 4520.076892 = -1447788.274834 nChanged 7 SP:Iteration 44Q (20201.530000 sec): 3 clusters Score: Raw -1452313.821253 + Penalty 4520.076892 = -1447793.744361 nChanged 12 SP:Iteration 45Q (20201.700000 sec): 3 clusters Score: Raw -1452322.580070 + Penalty 4520.076892 = -1447802.503178 nChanged 10 SP:Iteration 46Q (20201.920000 sec): 3 clusters Score: Raw -1452328.222766 + Penalty 4520.076892 = -1447808.145874 nChanged 12 SP:Iteration 47Q (20202.130000 sec): 3 clusters Score: Raw -1452334.758425 + Penalty 4520.076892 = -1447814.681533 nChanged 10 SP:Iteration 48Q (20202.360000 sec): 3 clusters Score: Raw -1452339.626558 + Penalty 4520.076892 = -1447819.549666 nChanged 9 SP:Iteration 49Q (20202.560000 sec): 3 clusters Score: Raw -1452345.351429 + Penalty 4520.076892 = -1447825.274537 nChanged 8 SP:Iteration 50Q (20202.800000 sec): 3 clusters Score: Raw -1452349.299840 + Penalty 4520.076892 = -1447829.222949 nChanged 5 SP:Iteration 51Q (20202.990000 sec): 3 clusters Score: Raw -1452351.645119 + Penalty 4520.076892 = -1447831.568227 nChanged 3 SP:Iteration 52Q (20203.200000 sec): 3 clusters Score: Raw -1452353.897243 + Penalty 4520.076892 = -1447833.820351 nChanged 4 SP:Iteration 53Q (20203.380000 sec): 3 clusters Score: Raw -1452355.963047 + Penalty 4520.076892 = -1447835.886155 nChanged 5 SP:Iteration 54Q (20203.610000 sec): 3 clusters Score: Raw -1452359.902549 + Penalty 4520.076892 = -1447839.825657 nChanged 8 SP:Iteration 55Q (20203.820000 sec): 3 clusters Score: Raw -1452365.451176 + Penalty 4520.076892 = -1447845.374284 nChanged 11 SP:Iteration 56Q (20204.040000 sec): 3 clusters Score: Raw -1452373.450681 + Penalty 4520.076892 = -1447853.373789 nChanged 13 SP:Iteration 57Q (20204.280000 sec): 3 clusters Score: Raw -1452382.849058 + Penalty 4520.076892 = -1447862.772167 nChanged 11 SP:Iteration 58Q (20204.520000 sec): 3 clusters Score: Raw -1452390.250372 + Penalty 4520.076892 = -1447870.173481 nChanged 11 SP:Iteration 59Q (20204.700000 sec): 3 clusters Score: Raw -1452397.554909 + Penalty 4520.076892 = -1447877.478017 nChanged 4 SP:Iteration 60F (20204.940000 sec): 3 clusters Score: Raw -1452399.657586 + Penalty 4520.076892 = -1447879.580695 nChanged 7 SP:Iteration 61Q (20205.120000 sec): 3 clusters Score: Raw -1452404.460281 + Penalty 4520.076892 = -1447884.383389 nChanged 4 SP:Iteration 62Q (20205.320000 sec): 3 clusters Score: Raw -1452406.733448 + Penalty 4520.076892 = -1447886.656556 nChanged 3 SP:Iteration 63Q (20205.550000 sec): 3 clusters Score: Raw -1452408.666168 + Penalty 4520.076892 = -1447888.589276 nChanged 7 SP:Iteration 64Q (20205.800000 sec): 3 clusters Score: Raw -1452414.135054 + Penalty 4520.076892 = -1447894.058162 nChanged 3 SP:Iteration 65Q (20206.030000 sec): 3 clusters Score: Raw -1452416.334399 + Penalty 4520.076892 = -1447896.257507 nChanged 3 SP:Iteration 66Q (20206.220000 sec): 3 clusters Score: Raw -1452418.252044 + Penalty 4520.076892 = -1447898.175153 nChanged 0 SP:Iteration 67F (20206.450000 sec): 3 clusters Score: Raw -1452418.252044 + Penalty 4520.076892 = -1447898.175153 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20206.600000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20206.780000 sec): 3 clusters Score: Raw -110418.406132 + Penalty 3261.237617 = -107157.168515 nChanged 146 SP:Iteration 1F (20206.960000 sec): 3 clusters Score: Raw -110718.132453 + Penalty 3261.237617 = -107456.894836 nChanged 59 SP:Iteration 2F (20207.170000 sec): 3 clusters Score: Raw -110889.404285 + Penalty 3261.237617 = -107628.166668 nChanged 35 SP:Iteration 3Q (20207.310000 sec): 3 clusters Score: Raw -111007.430220 + Penalty 3261.237617 = -107746.192603 nChanged 18 SP:Iteration 4Q (20207.520000 sec): 3 clusters Score: Raw -111074.273007 + Penalty 3261.237617 = -107813.035390 nChanged 11 SP:Iteration 5Q (20207.660000 sec): 3 clusters Score: Raw -111116.785457 + Penalty 3261.237617 = -107855.547840 nChanged 12 SP:Iteration 6Q (20207.810000 sec): 3 clusters Score: Raw -111172.974488 + Penalty 3261.237617 = -107911.736871 nChanged 16 SP:Iteration 7Q (20208.010000 sec): 3 clusters Score: Raw -111215.952987 + Penalty 3261.237617 = -107954.715370 nChanged 17 SP:Iteration 8Q (20208.150000 sec): 3 clusters Score: Raw -111282.455263 + Penalty 3261.237617 = -108021.217646 nChanged 15 SP:Iteration 9Q (20208.340000 sec): 3 clusters Score: Raw -111329.048258 + Penalty 3261.237617 = -108067.810641 nChanged 19 SP:Iteration 10Q (20208.500000 sec): 3 clusters Score: Raw -111376.237416 + Penalty 3261.237617 = -108114.999799 nChanged 10 SP:Iteration 11Q (20208.700000 sec): 3 clusters Score: Raw -111394.543485 + Penalty 3261.237617 = -108133.305868 nChanged 8 SP:Iteration 12Q (20208.880000 sec): 3 clusters Score: Raw -111405.470822 + Penalty 3261.237617 = -108144.233205 nChanged 5 SP:Iteration 13Q (20209.030000 sec): 3 clusters Score: Raw -111413.203645 + Penalty 3261.237617 = -108151.966028 nChanged 4 SP:Iteration 14Q (20209.240000 sec): 3 clusters Score: Raw -111420.305668 + Penalty 3261.237617 = -108159.068051 nChanged 0 SP:Iteration 15F (20209.460000 sec): 3 clusters Score: Raw -111420.305668 + Penalty 3261.237617 = -108159.068051 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20209.570000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20209.820000 sec): 3 clusters Score: Raw -1477668.769499 + Penalty 4530.517105 = -1473138.252394 nChanged 3823 SP:Iteration 1F (20210.090000 sec): 3 clusters Score: Raw -1479653.763346 + Penalty 4530.517105 = -1475123.246241 nChanged 602 SP:Iteration 2F (20210.330000 sec): 3 clusters Score: Raw -1479947.905773 + Penalty 4530.517105 = -1475417.388668 nChanged 513 SP:Iteration 3F (20210.590000 sec): 3 clusters Score: Raw -1480185.025926 + Penalty 4530.517105 = -1475654.508821 nChanged 441 SP:Iteration 4Q (20210.880000 sec): 3 clusters Score: Raw -1480380.717623 + Penalty 4530.517105 = -1475850.200518 nChanged 391 SP:Iteration 5Q (20211.080000 sec): 3 clusters Score: Raw -1480555.751390 + Penalty 4530.517105 = -1476025.234285 nChanged 356 SP:Iteration 6Q (20211.300000 sec): 3 clusters Score: Raw -1480720.533198 + Penalty 4530.517105 = -1476190.016093 nChanged 352 SP:Iteration 7Q (20211.540000 sec): 3 clusters Score: Raw -1480885.333240 + Penalty 4530.517105 = -1476354.816136 nChanged 320 SP:Iteration 8Q (20211.810000 sec): 3 clusters Score: Raw -1481039.494026 + Penalty 4530.517105 = -1476508.976921 nChanged 326 SP:Iteration 9Q (20212.060000 sec): 3 clusters Score: Raw -1481222.405996 + Penalty 4530.517105 = -1476691.888891 nChanged 351 SP:Iteration 10Q (20212.280000 sec): 3 clusters Score: Raw -1481429.617327 + Penalty 4530.517105 = -1476899.100222 nChanged 351 SP:Iteration 11Q (20212.570000 sec): 3 clusters Score: Raw -1481639.201769 + Penalty 4530.517105 = -1477108.684664 nChanged 295 SP:Iteration 12Q (20212.800000 sec): 3 clusters Score: Raw -1481818.292897 + Penalty 4530.517105 = -1477287.775793 nChanged 290 SP:Iteration 13Q (20213.080000 sec): 3 clusters Score: Raw -1482018.272182 + Penalty 4530.517105 = -1477487.755077 nChanged 285 SP:Iteration 14Q (20213.310000 sec): 3 clusters Score: Raw -1482227.390474 + Penalty 4530.517105 = -1477696.873370 nChanged 253 SP:Iteration 15Q (20213.560000 sec): 3 clusters Score: Raw -1482423.933889 + Penalty 4530.517105 = -1477893.416785 nChanged 202 SP:Iteration 16Q (20213.850000 sec): 3 clusters Score: Raw -1482578.672557 + Penalty 4530.517105 = -1478048.155452 nChanged 145 SP:Iteration 17Q (20214.060000 sec): 3 clusters Score: Raw -1482690.726471 + Penalty 4530.517105 = -1478160.209367 nChanged 83 SP:Iteration 18Q (20214.290000 sec): 3 clusters Score: Raw -1482751.389193 + Penalty 4530.517105 = -1478220.872088 nChanged 69 SP:Iteration 19Q (20214.540000 sec): 3 clusters Score: Raw -1482804.249650 + Penalty 4530.517105 = -1478273.732545 nChanged 51 SP:Iteration 20F (20214.780000 sec): 3 clusters Score: Raw -1482843.701854 + Penalty 4530.517105 = -1478313.184749 nChanged 42 SP:Iteration 21Q (20214.950000 sec): 3 clusters Score: Raw -1482872.047938 + Penalty 4530.517105 = -1478341.530833 nChanged 28 SP:Iteration 22Q (20215.220000 sec): 3 clusters Score: Raw -1482892.363372 + Penalty 4530.517105 = -1478361.846267 nChanged 25 SP:Iteration 23Q (20215.430000 sec): 3 clusters Score: Raw -1482911.931942 + Penalty 4530.517105 = -1478381.414837 nChanged 23 SP:Iteration 24Q (20215.670000 sec): 3 clusters Score: Raw -1482930.017983 + Penalty 4530.517105 = -1478399.500878 nChanged 19 SP:Iteration 25Q (20215.920000 sec): 3 clusters Score: Raw -1482946.970841 + Penalty 4530.517105 = -1478416.453736 nChanged 12 SP:Iteration 26Q (20216.150000 sec): 3 clusters Score: Raw -1482959.570678 + Penalty 4530.517105 = -1478429.053573 nChanged 16 SP:Iteration 27Q (20216.370000 sec): 3 clusters Score: Raw -1482976.062536 + Penalty 4530.517105 = -1478445.545431 nChanged 14 SP:Iteration 28Q (20216.570000 sec): 3 clusters Score: Raw -1482986.754388 + Penalty 4530.517105 = -1478456.237283 nChanged 9 SP:Iteration 29Q (20216.810000 sec): 3 clusters Score: Raw -1482993.921385 + Penalty 4530.517105 = -1478463.404280 nChanged 6 SP:Iteration 30Q (20217.040000 sec): 3 clusters Score: Raw -1482997.588206 + Penalty 4530.517105 = -1478467.071101 nChanged 6 SP:Iteration 31Q (20217.290000 sec): 3 clusters Score: Raw -1483002.704336 + Penalty 4530.517105 = -1478472.187231 nChanged 4 SP:Iteration 32Q (20217.520000 sec): 3 clusters Score: Raw -1483004.944691 + Penalty 4530.517105 = -1478474.427586 nChanged 4 SP:Iteration 33Q (20217.740000 sec): 3 clusters Score: Raw -1483008.134804 + Penalty 4530.517105 = -1478477.617699 nChanged 8 SP:Iteration 34Q (20217.970000 sec): 3 clusters Score: Raw -1483015.558296 + Penalty 4530.517105 = -1478485.041192 nChanged 8 SP:Iteration 35Q (20218.180000 sec): 3 clusters Score: Raw -1483023.534025 + Penalty 4530.517105 = -1478493.016921 nChanged 6 SP:Iteration 36Q (20218.410000 sec): 3 clusters Score: Raw -1483030.486237 + Penalty 4530.517105 = -1478499.969133 nChanged 8 SP:Iteration 37Q (20218.680000 sec): 3 clusters Score: Raw -1483039.368475 + Penalty 4530.517105 = -1478508.851370 nChanged 10 SP:Iteration 38Q (20218.860000 sec): 3 clusters Score: Raw -1483047.411162 + Penalty 4530.517105 = -1478516.894057 nChanged 7 SP:Iteration 39Q (20219.130000 sec): 3 clusters Score: Raw -1483056.432752 + Penalty 4530.517105 = -1478525.915648 nChanged 6 SP:Iteration 40F (20219.370000 sec): 3 clusters Score: Raw -1483063.353111 + Penalty 4530.517105 = -1478532.836006 nChanged 6 SP:Iteration 41Q (20219.620000 sec): 3 clusters Score: Raw -1483067.711212 + Penalty 4530.517105 = -1478537.194108 nChanged 3 SP:Iteration 42Q (20219.860000 sec): 3 clusters Score: Raw -1483070.926921 + Penalty 4530.517105 = -1478540.409816 nChanged 3 SP:Iteration 43Q (20220.100000 sec): 3 clusters Score: Raw -1483073.658948 + Penalty 4530.517105 = -1478543.141843 nChanged 5 SP:Iteration 44Q (20220.310000 sec): 3 clusters Score: Raw -1483079.312996 + Penalty 4530.517105 = -1478548.795892 nChanged 4 SP:Iteration 45Q (20220.560000 sec): 3 clusters Score: Raw -1483081.921521 + Penalty 4530.517105 = -1478551.404416 nChanged 0 SP:Iteration 46F (20220.780000 sec): 3 clusters Score: Raw -1483081.921521 + Penalty 4530.517105 = -1478551.404416 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20221.200000 sec): 2 clusters Score: Raw -12227815.637909 + Penalty 2785.399787 = -12225030.238122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20221.890000 sec): 3 clusters Score: Raw -12180261.189426 + Penalty 5570.799574 = -12174690.389852 nChanged 35253 SP:Iteration 1F (20222.500000 sec): 3 clusters Score: Raw -12200465.620543 + Penalty 5570.799574 = -12194894.820970 nChanged 3009 SP:Iteration 2Q (20223.140000 sec): 3 clusters Score: Raw -12201630.982710 + Penalty 5570.799574 = -12196060.183136 nChanged 3115 SP:Iteration 3Q (20223.770000 sec): 3 clusters Score: Raw -12202904.998735 + Penalty 5570.799574 = -12197334.199162 nChanged 3369 SP:Iteration 4Q (20224.390000 sec): 3 clusters Score: Raw -12204252.859699 + Penalty 5570.799574 = -12198682.060125 nChanged 3385 SP:Iteration 5Q (20225.070000 sec): 3 clusters Score: Raw -12205575.887903 + Penalty 5570.799574 = -12200005.088329 nChanged 3365 SP:Iteration 6Q (20225.730000 sec): 3 clusters Score: Raw -12206922.531523 + Penalty 5570.799574 = -12201351.731949 nChanged 3379 SP:Iteration 7Q (20226.340000 sec): 3 clusters Score: Raw -12208357.985630 + Penalty 5570.799574 = -12202787.186056 nChanged 3495 SP:Iteration 8Q (20226.940000 sec): 3 clusters Score: Raw -12209957.494635 + Penalty 5570.799574 = -12204386.695062 nChanged 3435 SP:Iteration 9Q (20227.610000 sec): 3 clusters Score: Raw -12211661.182104 + Penalty 5570.799574 = -12206090.382531 nChanged 3392 SP:Iteration 10Q (20228.220000 sec): 3 clusters Score: Raw -12213425.445246 + Penalty 5570.799574 = -12207854.645672 nChanged 3202 SP:Iteration 11Q (20228.830000 sec): 3 clusters Score: Raw -12215070.901508 + Penalty 5570.799574 = -12209500.101934 nChanged 2864 SP:Iteration 12Q (20229.450000 sec): 3 clusters Score: Raw -12216300.273647 + Penalty 5570.799574 = -12210729.474074 nChanged 2153 SP:Iteration 13Q (20230.070000 sec): 3 clusters Score: Raw -12216991.475857 + Penalty 5570.799574 = -12211420.676284 nChanged 1521 SP:Iteration 14Q (20230.650000 sec): 3 clusters Score: Raw -12217339.830102 + Penalty 5570.799574 = -12211769.030528 nChanged 1018 SP:Iteration 15Q (20231.350000 sec): 3 clusters Score: Raw -12217533.989931 + Penalty 5570.799574 = -12211963.190358 nChanged 769 SP:Iteration 16Q (20231.940000 sec): 3 clusters Score: Raw -12217667.186283 + Penalty 5570.799574 = -12212096.386709 nChanged 708 SP:Iteration 17Q (20232.530000 sec): 3 clusters Score: Raw -12217790.296209 + Penalty 5570.799574 = -12212219.496635 nChanged 658 SP:Iteration 18Q (20233.150000 sec): 3 clusters Score: Raw -12217901.126179 + Penalty 5570.799574 = -12212330.326605 nChanged 636 SP:Iteration 19Q (20233.810000 sec): 3 clusters Score: Raw -12218003.909398 + Penalty 5570.799574 = -12212433.109824 nChanged 620 SP:Iteration 20F (20234.360000 sec): 3 clusters Score: Raw -12218104.047740 + Penalty 5570.799574 = -12212533.248166 nChanged 630 SP:Iteration 21Q (20234.940000 sec): 3 clusters Score: Raw -12218208.382706 + Penalty 5570.799574 = -12212637.583132 nChanged 650 SP:Iteration 22Q (20235.460000 sec): 3 clusters Score: Raw -12218320.832042 + Penalty 5570.799574 = -12212750.032468 nChanged 727 SP:Iteration 23Q (20236.080000 sec): 3 clusters Score: Raw -12218459.450811 + Penalty 5570.799574 = -12212888.651237 nChanged 754 SP:Iteration 24Q (20236.630000 sec): 3 clusters Score: Raw -12218602.240635 + Penalty 5570.799574 = -12213031.441062 nChanged 777 SP:Iteration 25Q (20237.260000 sec): 3 clusters Score: Raw -12218753.367123 + Penalty 5570.799574 = -12213182.567550 nChanged 830 SP:Iteration 26Q (20237.920000 sec): 3 clusters Score: Raw -12218919.307351 + Penalty 5570.799574 = -12213348.507778 nChanged 827 SP:Iteration 27Q (20238.500000 sec): 3 clusters Score: Raw -12219088.069847 + Penalty 5570.799574 = -12213517.270273 nChanged 864 SP:Iteration 28Q (20239.100000 sec): 3 clusters Score: Raw -12219263.944462 + Penalty 5570.799574 = -12213693.144888 nChanged 837 SP:Iteration 29Q (20239.680000 sec): 3 clusters Score: Raw -12219438.244258 + Penalty 5570.799574 = -12213867.444685 nChanged 920 SP:Iteration 30Q (20240.220000 sec): 3 clusters Score: Raw -12219635.033759 + Penalty 5570.799574 = -12214064.234185 nChanged 949 SP:Iteration 31Q (20240.770000 sec): 3 clusters Score: Raw -12219853.253040 + Penalty 5570.799574 = -12214282.453466 nChanged 1028 SP:Iteration 32Q (20241.320000 sec): 3 clusters Score: Raw -12220102.342325 + Penalty 5570.799574 = -12214531.542751 nChanged 1060 SP:Iteration 33Q (20241.890000 sec): 3 clusters Score: Raw -12220370.290509 + Penalty 5570.799574 = -12214799.490936 nChanged 1112 SP:Iteration 34Q (20242.420000 sec): 3 clusters Score: Raw -12220674.731872 + Penalty 5570.799574 = -12215103.932298 nChanged 1139 SP:Iteration 35Q (20242.980000 sec): 3 clusters Score: Raw -12220985.948623 + Penalty 5570.799574 = -12215415.149049 nChanged 1141 SP:Iteration 36Q (20243.560000 sec): 3 clusters Score: Raw -12221305.233723 + Penalty 5570.799574 = -12215734.434149 nChanged 1163 SP:Iteration 37Q (20244.190000 sec): 3 clusters Score: Raw -12221641.732495 + Penalty 5570.799574 = -12216070.932921 nChanged 1188 SP:Iteration 38Q (20244.760000 sec): 3 clusters Score: Raw -12221997.453948 + Penalty 5570.799574 = -12216426.654374 nChanged 1187 SP:Iteration 39Q (20245.290000 sec): 3 clusters Score: Raw -12222363.346628 + Penalty 5570.799574 = -12216792.547054 nChanged 1251 SP:Iteration 40F (20245.870000 sec): 3 clusters Score: Raw -12222786.730809 + Penalty 5570.799574 = -12217215.931235 nChanged 1270 SP:Iteration 41Q (20246.500000 sec): 3 clusters Score: Raw -12223238.588563 + Penalty 5570.799574 = -12217667.788989 nChanged 1220 SP:Iteration 42Q (20247.040000 sec): 3 clusters Score: Raw -12223691.986497 + Penalty 5570.799574 = -12218121.186923 nChanged 1212 SP:Iteration 43Q (20247.600000 sec): 3 clusters Score: Raw -12224180.560809 + Penalty 5570.799574 = -12218609.761235 nChanged 1237 SP:Iteration 44Q (20248.140000 sec): 3 clusters Score: Raw -12224700.515291 + Penalty 5570.799574 = -12219129.715718 nChanged 1160 SP:Iteration 45Q (20248.670000 sec): 3 clusters Score: Raw -12225222.456767 + Penalty 5570.799574 = -12219651.657194 nChanged 1086 SP:Iteration 46Q (20249.180000 sec): 3 clusters Score: Raw -12225729.954836 + Penalty 5570.799574 = -12220159.155262 nChanged 1023 SP:Iteration 47Q (20249.710000 sec): 3 clusters Score: Raw -12226246.383383 + Penalty 5570.799574 = -12220675.583809 nChanged 939 SP:Iteration 48Q (20250.180000 sec): 3 clusters Score: Raw -12226748.747384 + Penalty 5570.799574 = -12221177.947810 nChanged 803 SP:Iteration 49Q (20250.730000 sec): 3 clusters Score: Raw -12227171.749048 + Penalty 5570.799574 = -12221600.949474 nChanged 706 SP:Iteration 50Q (20251.210000 sec): 3 clusters Score: Raw -12227555.748123 + Penalty 5570.799574 = -12221984.948549 nChanged 613 SP:Iteration 51Q (20251.640000 sec): 3 clusters Score: Raw -12227859.191008 + Penalty 5570.799574 = -12222288.391434 nChanged 517 SP:Iteration 52Q (20252.180000 sec): 3 clusters Score: Raw -12228118.044573 + Penalty 5570.799574 = -12222547.245000 nChanged 458 SP:Iteration 53Q (20252.680000 sec): 3 clusters Score: Raw -12228346.400530 + Penalty 5570.799574 = -12222775.600957 nChanged 394 SP:Iteration 54Q (20253.220000 sec): 3 clusters Score: Raw -12228527.770060 + Penalty 5570.799574 = -12222956.970486 nChanged 338 SP:Iteration 55Q (20253.720000 sec): 3 clusters Score: Raw -12228685.913494 + Penalty 5570.799574 = -12223115.113921 nChanged 285 SP:Iteration 56Q (20254.250000 sec): 3 clusters Score: Raw -12228804.149440 + Penalty 5570.799574 = -12223233.349866 nChanged 231 SP:Iteration 57Q (20254.780000 sec): 3 clusters Score: Raw -12228886.718164 + Penalty 5570.799574 = -12223315.918590 nChanged 192 SP:Iteration 58Q (20255.350000 sec): 3 clusters Score: Raw -12228948.498332 + Penalty 5570.799574 = -12223377.698758 nChanged 155 SP:Iteration 59Q (20255.830000 sec): 3 clusters Score: Raw -12228995.464418 + Penalty 5570.799574 = -12223424.664844 nChanged 125 SP:Iteration 60F (20256.420000 sec): 3 clusters Score: Raw -12229031.387249 + Penalty 5570.799574 = -12223460.587675 nChanged 101 SP:Iteration 61Q (20256.940000 sec): 3 clusters Score: Raw -12229058.191085 + Penalty 5570.799574 = -12223487.391511 nChanged 106 SP:Iteration 62Q (20257.430000 sec): 3 clusters Score: Raw -12229083.824776 + Penalty 5570.799574 = -12223513.025202 nChanged 80 SP:Iteration 63Q (20257.930000 sec): 3 clusters Score: Raw -12229102.397269 + Penalty 5570.799574 = -12223531.597696 nChanged 64 SP:Iteration 64Q (20258.460000 sec): 3 clusters Score: Raw -12229115.092334 + Penalty 5570.799574 = -12223544.292760 nChanged 44 SP:Iteration 65Q (20258.950000 sec): 3 clusters Score: Raw -12229124.474432 + Penalty 5570.799574 = -12223553.674858 nChanged 42 SP:Iteration 66Q (20259.460000 sec): 3 clusters Score: Raw -12229133.371304 + Penalty 5570.799574 = -12223562.571730 nChanged 36 SP:Iteration 67Q (20259.960000 sec): 3 clusters Score: Raw -12229140.523298 + Penalty 5570.799574 = -12223569.723724 nChanged 29 SP:Iteration 68Q (20260.450000 sec): 3 clusters Score: Raw -12229147.111106 + Penalty 5570.799574 = -12223576.311532 nChanged 23 SP:Iteration 69Q (20260.960000 sec): 3 clusters Score: Raw -12229151.570776 + Penalty 5570.799574 = -12223580.771202 nChanged 17 SP:Iteration 70Q (20261.410000 sec): 3 clusters Score: Raw -12229155.027545 + Penalty 5570.799574 = -12223584.227972 nChanged 25 SP:Iteration 71Q (20261.910000 sec): 3 clusters Score: Raw -12229159.549031 + Penalty 5570.799574 = -12223588.749457 nChanged 16 SP:Iteration 72Q (20262.420000 sec): 3 clusters Score: Raw -12229162.482102 + Penalty 5570.799574 = -12223591.682528 nChanged 14 SP:Iteration 73Q (20262.910000 sec): 3 clusters Score: Raw -12229164.266601 + Penalty 5570.799574 = -12223593.467027 nChanged 11 SP:Iteration 74Q (20263.420000 sec): 3 clusters Score: Raw -12229165.974633 + Penalty 5570.799574 = -12223595.175059 nChanged 8 SP:Iteration 75Q (20263.940000 sec): 3 clusters Score: Raw -12229166.872275 + Penalty 5570.799574 = -12223596.072702 nChanged 7 SP:Iteration 76Q (20264.500000 sec): 3 clusters Score: Raw -12229168.137320 + Penalty 5570.799574 = -12223597.337746 nChanged 10 SP:Iteration 77Q (20265.070000 sec): 3 clusters Score: Raw -12229169.839315 + Penalty 5570.799574 = -12223599.039741 nChanged 7 SP:Iteration 78Q (20265.620000 sec): 3 clusters Score: Raw -12229171.157212 + Penalty 5570.799574 = -12223600.357638 nChanged 10 SP:Iteration 79Q (20266.120000 sec): 3 clusters Score: Raw -12229172.509360 + Penalty 5570.799574 = -12223601.709786 nChanged 12 SP:Iteration 80F (20266.680000 sec): 3 clusters Score: Raw -12229174.204570 + Penalty 5570.799574 = -12223603.404996 nChanged 7 SP:Iteration 81Q (20267.180000 sec): 3 clusters Score: Raw -12229175.636648 + Penalty 5570.799574 = -12223604.837075 nChanged 4 SP:Iteration 82Q (20267.680000 sec): 3 clusters Score: Raw -12229176.264617 + Penalty 5570.799574 = -12223605.465043 nChanged 6 SP:Iteration 83Q (20268.160000 sec): 3 clusters Score: Raw -12229177.168306 + Penalty 5570.799574 = -12223606.368732 nChanged 8 SP:Iteration 84Q (20268.640000 sec): 3 clusters Score: Raw -12229178.366200 + Penalty 5570.799574 = -12223607.566626 nChanged 4 SP:Iteration 85Q (20269.140000 sec): 3 clusters Score: Raw -12229178.724984 + Penalty 5570.799574 = -12223607.925411 nChanged 0 SP:Iteration 86F (20269.710000 sec): 3 clusters Score: Raw -12229178.724984 + Penalty 5570.799574 = -12223607.925411 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20269.910000 sec): 2 clusters Score: Raw -2295579.513276 + Penalty 2385.578006 = -2293193.935270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20270.200000 sec): 3 clusters Score: Raw -2287050.863515 + Penalty 4771.156011 = -2282279.707504 nChanged 6573 SP:Iteration 1F (20270.430000 sec): 3 clusters Score: Raw -2290522.453747 + Penalty 4771.156011 = -2285751.297736 nChanged 895 SP:Iteration 2F (20270.720000 sec): 3 clusters Score: Raw -2290982.610518 + Penalty 4771.156011 = -2286211.454507 nChanged 826 SP:Iteration 3F (20271.000000 sec): 3 clusters Score: Raw -2291447.953994 + Penalty 4771.156011 = -2286676.797983 nChanged 820 SP:Iteration 4F (20271.290000 sec): 3 clusters Score: Raw -2291990.233866 + Penalty 4771.156011 = -2287219.077855 nChanged 864 SP:Iteration 5F (20271.560000 sec): 3 clusters Score: Raw -2292582.137503 + Penalty 4771.156011 = -2287810.981492 nChanged 846 SP:Iteration 6F (20271.810000 sec): 3 clusters Score: Raw -2293209.047233 + Penalty 4771.156011 = -2288437.891222 nChanged 814 SP:Iteration 7F (20272.060000 sec): 3 clusters Score: Raw -2293824.898969 + Penalty 4771.156011 = -2289053.742958 nChanged 770 SP:Iteration 8F (20272.330000 sec): 3 clusters Score: Raw -2294396.231642 + Penalty 4771.156011 = -2289625.075631 nChanged 681 SP:Iteration 9Q (20272.580000 sec): 3 clusters Score: Raw -2294832.489317 + Penalty 4771.156011 = -2290061.333306 nChanged 545 SP:Iteration 10Q (20272.860000 sec): 3 clusters Score: Raw -2295193.420192 + Penalty 4771.156011 = -2290422.264181 nChanged 449 SP:Iteration 11Q (20273.100000 sec): 3 clusters Score: Raw -2295473.939549 + Penalty 4771.156011 = -2290702.783538 nChanged 369 SP:Iteration 12Q (20273.380000 sec): 3 clusters Score: Raw -2295680.432166 + Penalty 4771.156011 = -2290909.276155 nChanged 283 SP:Iteration 13Q (20273.660000 sec): 3 clusters Score: Raw -2295831.407947 + Penalty 4771.156011 = -2291060.251936 nChanged 240 SP:Iteration 14Q (20273.890000 sec): 3 clusters Score: Raw -2295944.565580 + Penalty 4771.156011 = -2291173.409569 nChanged 185 SP:Iteration 15Q (20274.160000 sec): 3 clusters Score: Raw -2296038.050780 + Penalty 4771.156011 = -2291266.894769 nChanged 161 SP:Iteration 16Q (20274.450000 sec): 3 clusters Score: Raw -2296116.685714 + Penalty 4771.156011 = -2291345.529703 nChanged 136 SP:Iteration 17Q (20274.720000 sec): 3 clusters Score: Raw -2296190.004798 + Penalty 4771.156011 = -2291418.848786 nChanged 124 SP:Iteration 18Q (20274.980000 sec): 3 clusters Score: Raw -2296259.567807 + Penalty 4771.156011 = -2291488.411796 nChanged 98 SP:Iteration 19Q (20275.250000 sec): 3 clusters Score: Raw -2296308.602710 + Penalty 4771.156011 = -2291537.446698 nChanged 88 SP:Iteration 20F (20275.540000 sec): 3 clusters Score: Raw -2296352.213663 + Penalty 4771.156011 = -2291581.057651 nChanged 64 SP:Iteration 21Q (20275.820000 sec): 3 clusters Score: Raw -2296385.636568 + Penalty 4771.156011 = -2291614.480557 nChanged 62 SP:Iteration 22Q (20276.060000 sec): 3 clusters Score: Raw -2296417.182858 + Penalty 4771.156011 = -2291646.026847 nChanged 64 SP:Iteration 23Q (20276.380000 sec): 3 clusters Score: Raw -2296450.362669 + Penalty 4771.156011 = -2291679.206657 nChanged 45 SP:Iteration 24Q (20276.640000 sec): 3 clusters Score: Raw -2296470.479269 + Penalty 4771.156011 = -2291699.323258 nChanged 30 SP:Iteration 25Q (20276.840000 sec): 3 clusters Score: Raw -2296484.909317 + Penalty 4771.156011 = -2291713.753306 nChanged 21 SP:Iteration 26Q (20277.120000 sec): 3 clusters Score: Raw -2296491.706252 + Penalty 4771.156011 = -2291720.550240 nChanged 12 SP:Iteration 27Q (20277.360000 sec): 3 clusters Score: Raw -2296496.173278 + Penalty 4771.156011 = -2291725.017266 nChanged 9 SP:Iteration 28Q (20277.640000 sec): 3 clusters Score: Raw -2296499.360916 + Penalty 4771.156011 = -2291728.204905 nChanged 10 SP:Iteration 29Q (20277.870000 sec): 3 clusters Score: Raw -2296503.677351 + Penalty 4771.156011 = -2291732.521340 nChanged 9 SP:Iteration 30Q (20278.090000 sec): 3 clusters Score: Raw -2296507.942084 + Penalty 4771.156011 = -2291736.786073 nChanged 6 SP:Iteration 31Q (20278.300000 sec): 3 clusters Score: Raw -2296510.528702 + Penalty 4771.156011 = -2291739.372690 nChanged 4 SP:Iteration 32Q (20278.580000 sec): 3 clusters Score: Raw -2296511.592517 + Penalty 4771.156011 = -2291740.436506 nChanged 5 SP:Iteration 33Q (20278.820000 sec): 3 clusters Score: Raw -2296512.590058 + Penalty 4771.156011 = -2291741.434047 nChanged 2 SP:Iteration 34Q (20279.070000 sec): 3 clusters Score: Raw -2296513.255536 + Penalty 4771.156011 = -2291742.099524 nChanged 1 SP:Iteration 35Q (20279.280000 sec): 3 clusters Score: Raw -2296513.984826 + Penalty 4771.156011 = -2291742.828815 nChanged 2 SP:Iteration 36Q (20279.560000 sec): 3 clusters Score: Raw -2296514.336235 + Penalty 4771.156011 = -2291743.180224 nChanged 1 SP:Iteration 37Q (20279.800000 sec): 3 clusters Score: Raw -2296514.427085 + Penalty 4771.156011 = -2291743.271073 nChanged 0 SP:Iteration 38F (20280.020000 sec): 3 clusters Score: Raw -2296514.427085 + Penalty 4771.156011 = -2291743.271073 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20280.140000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20280.340000 sec): 3 clusters Score: Raw -135134.586804 + Penalty 3391.848980 = -131742.737825 nChanged 271 SP:Iteration 1F (20280.490000 sec): 3 clusters Score: Raw -135543.470266 + Penalty 3391.848980 = -132151.621287 nChanged 78 SP:Iteration 2F (20280.640000 sec): 3 clusters Score: Raw -135745.741053 + Penalty 3391.848980 = -132353.892073 nChanged 56 SP:Iteration 3F (20280.840000 sec): 3 clusters Score: Raw -135887.146127 + Penalty 3391.848980 = -132495.297147 nChanged 58 SP:Iteration 4F (20281.030000 sec): 3 clusters Score: Raw -136086.981230 + Penalty 3391.848980 = -132695.132250 nChanged 82 SP:Iteration 5F (20281.200000 sec): 3 clusters Score: Raw -136325.333164 + Penalty 3391.848980 = -132933.484184 nChanged 57 SP:Iteration 6F (20281.360000 sec): 3 clusters Score: Raw -136470.388007 + Penalty 3391.848980 = -133078.539027 nChanged 27 SP:Iteration 7Q (20281.510000 sec): 3 clusters Score: Raw -136545.933065 + Penalty 3391.848980 = -133154.084085 nChanged 14 SP:Iteration 8Q (20281.680000 sec): 3 clusters Score: Raw -136589.738310 + Penalty 3391.848980 = -133197.889330 nChanged 9 SP:Iteration 9Q (20281.820000 sec): 3 clusters Score: Raw -136630.337289 + Penalty 3391.848980 = -133238.488310 nChanged 6 SP:Iteration 10Q (20282.030000 sec): 3 clusters Score: Raw -136640.627204 + Penalty 3391.848980 = -133248.778225 nChanged 4 SP:Iteration 11Q (20282.200000 sec): 3 clusters Score: Raw -136648.224972 + Penalty 3391.848980 = -133256.375992 nChanged 1 SP:Iteration 12Q (20282.350000 sec): 3 clusters Score: Raw -136649.495917 + Penalty 3391.848980 = -133257.646937 nChanged 2 SP:Iteration 13Q (20282.540000 sec): 3 clusters Score: Raw -136657.530034 + Penalty 3391.848980 = -133265.681054 nChanged 4 SP:Iteration 14Q (20282.680000 sec): 3 clusters Score: Raw -136666.167970 + Penalty 3391.848980 = -133274.318991 nChanged 2 SP:Iteration 15Q (20282.920000 sec): 3 clusters Score: Raw -136671.252846 + Penalty 3391.848980 = -133279.403866 nChanged 1 SP:Iteration 16Q (20283.080000 sec): 3 clusters Score: Raw -136673.475631 + Penalty 3391.848980 = -133281.626651 nChanged 3 SP:Iteration 17Q (20283.240000 sec): 3 clusters Score: Raw -136681.141698 + Penalty 3391.848980 = -133289.292719 nChanged 3 SP:Iteration 18Q (20283.450000 sec): 3 clusters Score: Raw -136685.869628 + Penalty 3391.848980 = -133294.020649 nChanged 1 SP:Iteration 19Q (20283.660000 sec): 3 clusters Score: Raw -136687.463988 + Penalty 3391.848980 = -133295.615008 nChanged 1 SP:Iteration 20F (20283.810000 sec): 3 clusters Score: Raw -136695.585040 + Penalty 3391.848980 = -133303.736061 nChanged 2 SP:Iteration 21Q (20283.950000 sec): 3 clusters Score: Raw -136712.713908 + Penalty 3391.848980 = -133320.864928 nChanged 0 SP:Iteration 22F (20284.150000 sec): 3 clusters Score: Raw -136712.713908 + Penalty 3391.848980 = -133320.864928 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20284.240000 sec): 2 clusters Score: Raw -29152.975592 + Penalty 1317.675083 = -27835.300509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20284.400000 sec): 3 clusters Score: Raw -29446.808452 + Penalty 2635.350166 = -26811.458287 nChanged 23 SP:Iteration 1F (20284.550000 sec): 3 clusters Score: Raw -29545.319415 + Penalty 2635.350166 = -26909.969250 nChanged 8 SP:Iteration 2Q (20284.700000 sec): 3 clusters Score: Raw -29584.009774 + Penalty 2635.350166 = -26948.659608 nChanged 4 SP:Iteration 3Q (20284.910000 sec): 3 clusters Score: Raw -29598.109149 + Penalty 2635.350166 = -26962.758983 nChanged 4 SP:Iteration 4Q (20285.060000 sec): 3 clusters Score: Raw -29669.920620 + Penalty 2635.350166 = -27034.570454 nChanged 3 SP:Iteration 5Q (20285.240000 sec): 3 clusters Score: Raw -29703.659303 + Penalty 2635.350166 = -27068.309137 nChanged 3 SP:Iteration 6Q (20285.430000 sec): 3 clusters Score: Raw -29721.567154 + Penalty 2635.350166 = -27086.216989 nChanged 2 SP:Iteration 7Q (20285.590000 sec): 3 clusters Score: Raw -29737.349339 + Penalty 2635.350166 = -27101.999173 nChanged 3 SP:Iteration 8Q (20285.770000 sec): 3 clusters Score: Raw -29761.931689 + Penalty 2635.350166 = -27126.581524 nChanged 2 SP:Iteration 9Q (20285.960000 sec): 3 clusters Score: Raw -29782.040951 + Penalty 2635.350166 = -27146.690786 nChanged 3 SP:Iteration 10Q (20286.180000 sec): 3 clusters Score: Raw -29800.696199 + Penalty 2635.350166 = -27165.346033 nChanged 1 SP:Iteration 11Q (20286.320000 sec): 3 clusters Score: Raw -29806.511913 + Penalty 2635.350166 = -27171.161748 nChanged 0 SP:Iteration 12F (20286.470000 sec): 3 clusters Score: Raw -29806.511913 + Penalty 2635.350166 = -27171.161748 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20286.570000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20286.780000 sec): 3 clusters Score: Raw -379918.566742 + Penalty 3887.231186 = -376031.335556 nChanged 847 SP:Iteration 1F (20286.990000 sec): 3 clusters Score: Raw -380480.571284 + Penalty 3887.231186 = -376593.340097 nChanged 207 SP:Iteration 2F (20287.160000 sec): 3 clusters Score: Raw -380649.617138 + Penalty 3887.231186 = -376762.385952 nChanged 135 SP:Iteration 3F (20287.380000 sec): 3 clusters Score: Raw -380783.282819 + Penalty 3887.231186 = -376896.051632 nChanged 111 SP:Iteration 4Q (20287.550000 sec): 3 clusters Score: Raw -380895.854109 + Penalty 3887.231186 = -377008.622923 nChanged 103 SP:Iteration 5Q (20287.720000 sec): 3 clusters Score: Raw -381003.794175 + Penalty 3887.231186 = -377116.562988 nChanged 99 SP:Iteration 6Q (20287.920000 sec): 3 clusters Score: Raw -381103.771839 + Penalty 3887.231186 = -377216.540652 nChanged 93 SP:Iteration 7Q (20288.110000 sec): 3 clusters Score: Raw -381216.055589 + Penalty 3887.231186 = -377328.824403 nChanged 99 SP:Iteration 8Q (20288.310000 sec): 3 clusters Score: Raw -381312.552636 + Penalty 3887.231186 = -377425.321450 nChanged 82 SP:Iteration 9Q (20288.450000 sec): 3 clusters Score: Raw -381392.050138 + Penalty 3887.231186 = -377504.818951 nChanged 66 SP:Iteration 10Q (20288.670000 sec): 3 clusters Score: Raw -381449.821176 + Penalty 3887.231186 = -377562.589990 nChanged 45 SP:Iteration 11Q (20288.840000 sec): 3 clusters Score: Raw -381494.052936 + Penalty 3887.231186 = -377606.821750 nChanged 46 SP:Iteration 12Q (20289.030000 sec): 3 clusters Score: Raw -381543.640734 + Penalty 3887.231186 = -377656.409548 nChanged 45 SP:Iteration 13Q (20289.180000 sec): 3 clusters Score: Raw -381592.956721 + Penalty 3887.231186 = -377705.725535 nChanged 52 SP:Iteration 14Q (20289.330000 sec): 3 clusters Score: Raw -381656.819930 + Penalty 3887.231186 = -377769.588743 nChanged 50 SP:Iteration 15Q (20289.490000 sec): 3 clusters Score: Raw -381700.237686 + Penalty 3887.231186 = -377813.006499 nChanged 28 SP:Iteration 16Q (20289.740000 sec): 3 clusters Score: Raw -381724.331357 + Penalty 3887.231186 = -377837.100171 nChanged 26 SP:Iteration 17Q (20289.930000 sec): 3 clusters Score: Raw -381742.029525 + Penalty 3887.231186 = -377854.798339 nChanged 13 SP:Iteration 18Q (20290.120000 sec): 3 clusters Score: Raw -381748.799381 + Penalty 3887.231186 = -377861.568195 nChanged 9 SP:Iteration 19Q (20290.280000 sec): 3 clusters Score: Raw -381753.565494 + Penalty 3887.231186 = -377866.334308 nChanged 5 SP:Iteration 20F (20290.530000 sec): 3 clusters Score: Raw -381756.074047 + Penalty 3887.231186 = -377868.842860 nChanged 4 SP:Iteration 21Q (20290.710000 sec): 3 clusters Score: Raw -381758.724060 + Penalty 3887.231186 = -377871.492874 nChanged 4 SP:Iteration 22Q (20290.970000 sec): 3 clusters Score: Raw -381760.542800 + Penalty 3887.231186 = -377873.311614 nChanged 4 SP:Iteration 23Q (20291.210000 sec): 3 clusters Score: Raw -381763.589457 + Penalty 3887.231186 = -377876.358271 nChanged 7 SP:Iteration 24Q (20291.390000 sec): 3 clusters Score: Raw -381768.482380 + Penalty 3887.231186 = -377881.251194 nChanged 4 SP:Iteration 25Q (20291.560000 sec): 3 clusters Score: Raw -381772.777066 + Penalty 3887.231186 = -377885.545879 nChanged 5 SP:Iteration 26Q (20291.750000 sec): 3 clusters Score: Raw -381777.837327 + Penalty 3887.231186 = -377890.606141 nChanged 5 SP:Iteration 27Q (20291.930000 sec): 3 clusters Score: Raw -381781.073950 + Penalty 3887.231186 = -377893.842764 nChanged 4 SP:Iteration 28Q (20292.130000 sec): 3 clusters Score: Raw -381783.181093 + Penalty 3887.231186 = -377895.949907 nChanged 3 SP:Iteration 29Q (20292.340000 sec): 3 clusters Score: Raw -381785.043157 + Penalty 3887.231186 = -377897.811970 nChanged 3 SP:Iteration 30Q (20292.530000 sec): 3 clusters Score: Raw -381787.348551 + Penalty 3887.231186 = -377900.117364 nChanged 3 SP:Iteration 31Q (20292.710000 sec): 3 clusters Score: Raw -381788.761929 + Penalty 3887.231186 = -377901.530742 nChanged 4 SP:Iteration 32Q (20292.890000 sec): 3 clusters Score: Raw -381791.177589 + Penalty 3887.231186 = -377903.946403 nChanged 5 SP:Iteration 33Q (20293.030000 sec): 3 clusters Score: Raw -381794.407353 + Penalty 3887.231186 = -377907.176167 nChanged 0 SP:Iteration 34F (20293.260000 sec): 3 clusters Score: Raw -381794.407353 + Penalty 3887.231186 = -377907.176167 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20293.310000 sec): 2 clusters Score: Raw -20799.051229 + Penalty 1286.471680 = -19512.579549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20293.530000 sec): 3 clusters Score: Raw -21304.445954 + Penalty 2572.943360 = -18731.502594 nChanged 32 SP:Iteration 1F (20293.730000 sec): 3 clusters Score: Raw -21566.014974 + Penalty 2572.943360 = -18993.071615 nChanged 16 SP:Iteration 2F (20293.920000 sec): 3 clusters Score: Raw -21700.239212 + Penalty 2572.943360 = -19127.295852 nChanged 7 SP:Iteration 3Q (20294.090000 sec): 3 clusters Score: Raw -21941.447496 + Penalty 2572.943360 = -19368.504136 nChanged 1 SP:Iteration 4Q (20294.260000 sec): 3 clusters Score: Raw -21965.161218 + Penalty 2572.943360 = -19392.217858 nChanged 0 SP:Iteration 5F (20294.440000 sec): 3 clusters Score: Raw -21965.161218 + Penalty 2572.943360 = -19392.217858 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20294.520000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20294.740000 sec): 3 clusters Score: Raw -29496.548924 + Penalty 2744.561186 = -26751.987737 nChanged 43 SP:Iteration 1F (20294.930000 sec): 3 clusters Score: Raw -29754.705188 + Penalty 2744.561186 = -27010.144002 nChanged 22 SP:Iteration 2F (20295.140000 sec): 3 clusters Score: Raw -29922.289001 + Penalty 2744.561186 = -27177.727815 nChanged 14 SP:Iteration 3F (20295.280000 sec): 3 clusters Score: Raw -30063.068098 + Penalty 2744.561186 = -27318.506912 nChanged 16 SP:Iteration 4F (20295.460000 sec): 3 clusters Score: Raw -30329.081964 + Penalty 2744.561186 = -27584.520777 nChanged 7 SP:Iteration 5Q (20295.700000 sec): 3 clusters Score: Raw -30463.893604 + Penalty 2744.561186 = -27719.332418 nChanged 2 SP:Iteration 6Q (20295.850000 sec): 3 clusters Score: Raw -30481.592361 + Penalty 2744.561186 = -27737.031174 nChanged 0 SP:Iteration 7F (20296.060000 sec): 3 clusters Score: Raw -30481.592361 + Penalty 2744.561186 = -27737.031174 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20296.170000 sec): 2 clusters Score: Raw -160444.381831 + Penalty 1726.871116 = -158717.510714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20296.370000 sec): 3 clusters Score: Raw -160256.786662 + Penalty 3453.742233 = -156803.044429 nChanged 261 SP:Iteration 1F (20296.550000 sec): 3 clusters Score: Raw -160581.544362 + Penalty 3453.742233 = -157127.802129 nChanged 60 SP:Iteration 2F (20296.720000 sec): 3 clusters Score: Raw -160669.179601 + Penalty 3453.742233 = -157215.437368 nChanged 40 SP:Iteration 3Q (20296.890000 sec): 3 clusters Score: Raw -160718.249187 + Penalty 3453.742233 = -157264.506954 nChanged 21 SP:Iteration 4Q (20297.110000 sec): 3 clusters Score: Raw -160744.825687 + Penalty 3453.742233 = -157291.083454 nChanged 18 SP:Iteration 5Q (20297.260000 sec): 3 clusters Score: Raw -160767.419357 + Penalty 3453.742233 = -157313.677124 nChanged 11 SP:Iteration 6Q (20297.450000 sec): 3 clusters Score: Raw -160780.791435 + Penalty 3453.742233 = -157327.049202 nChanged 9 SP:Iteration 7Q (20297.670000 sec): 3 clusters Score: Raw -160793.346147 + Penalty 3453.742233 = -157339.603914 nChanged 10 SP:Iteration 8Q (20297.830000 sec): 3 clusters Score: Raw -160810.740623 + Penalty 3453.742233 = -157356.998390 nChanged 16 SP:Iteration 9Q (20298.030000 sec): 3 clusters Score: Raw -160841.079550 + Penalty 3453.742233 = -157387.337317 nChanged 15 SP:Iteration 10Q (20298.200000 sec): 3 clusters Score: Raw -160856.885634 + Penalty 3453.742233 = -157403.143401 nChanged 11 SP:Iteration 11Q (20298.360000 sec): 3 clusters Score: Raw -160871.308396 + Penalty 3453.742233 = -157417.566163 nChanged 8 SP:Iteration 12Q (20298.560000 sec): 3 clusters Score: Raw -160885.199766 + Penalty 3453.742233 = -157431.457534 nChanged 11 SP:Iteration 13Q (20298.750000 sec): 3 clusters Score: Raw -160903.783583 + Penalty 3453.742233 = -157450.041350 nChanged 10 SP:Iteration 14Q (20298.910000 sec): 3 clusters Score: Raw -160924.766742 + Penalty 3453.742233 = -157471.024509 nChanged 6 SP:Iteration 15Q (20299.100000 sec): 3 clusters Score: Raw -160931.293106 + Penalty 3453.742233 = -157477.550873 nChanged 5 SP:Iteration 16Q (20299.290000 sec): 3 clusters Score: Raw -160938.005154 + Penalty 3453.742233 = -157484.262921 nChanged 4 SP:Iteration 17Q (20299.440000 sec): 3 clusters Score: Raw -160950.318875 + Penalty 3453.742233 = -157496.576642 nChanged 6 SP:Iteration 18Q (20299.580000 sec): 3 clusters Score: Raw -160958.578431 + Penalty 3453.742233 = -157504.836198 nChanged 5 SP:Iteration 19Q (20299.800000 sec): 3 clusters Score: Raw -160967.058952 + Penalty 3453.742233 = -157513.316719 nChanged 8 SP:Iteration 20F (20299.960000 sec): 3 clusters Score: Raw -160976.986131 + Penalty 3453.742233 = -157523.243898 nChanged 10 SP:Iteration 21Q (20300.160000 sec): 3 clusters Score: Raw -160999.550001 + Penalty 3453.742233 = -157545.807768 nChanged 13 SP:Iteration 22Q (20300.310000 sec): 3 clusters Score: Raw -161029.979623 + Penalty 3453.742233 = -157576.237390 nChanged 14 SP:Iteration 23Q (20300.450000 sec): 3 clusters Score: Raw -161058.780626 + Penalty 3453.742233 = -157605.038393 nChanged 17 SP:Iteration 24Q (20300.610000 sec): 3 clusters Score: Raw -161085.890487 + Penalty 3453.742233 = -157632.148254 nChanged 15 SP:Iteration 25Q (20300.780000 sec): 3 clusters Score: Raw -161112.516801 + Penalty 3453.742233 = -157658.774568 nChanged 13 SP:Iteration 26Q (20300.950000 sec): 3 clusters Score: Raw -161144.743141 + Penalty 3453.742233 = -157691.000908 nChanged 16 SP:Iteration 27Q (20301.130000 sec): 3 clusters Score: Raw -161183.815270 + Penalty 3453.742233 = -157730.073037 nChanged 21 SP:Iteration 28Q (20301.320000 sec): 3 clusters Score: Raw -161237.627108 + Penalty 3453.742233 = -157783.884875 nChanged 31 SP:Iteration 29Q (20301.510000 sec): 3 clusters Score: Raw -161334.278382 + Penalty 3453.742233 = -157880.536149 nChanged 29 SP:Iteration 30Q (20301.720000 sec): 3 clusters Score: Raw -161418.992109 + Penalty 3453.742233 = -157965.249876 nChanged 35 SP:Iteration 31Q (20301.860000 sec): 3 clusters Score: Raw -161505.031428 + Penalty 3453.742233 = -158051.289195 nChanged 38 SP:Iteration 32Q (20302.060000 sec): 3 clusters Score: Raw -161626.463664 + Penalty 3453.742233 = -158172.721431 nChanged 27 SP:Iteration 33Q (20302.240000 sec): 3 clusters Score: Raw -161710.962682 + Penalty 3453.742233 = -158257.220449 nChanged 30 SP:Iteration 34Q (20302.380000 sec): 3 clusters Score: Raw -161778.669602 + Penalty 3453.742233 = -158324.927369 nChanged 15 SP:Iteration 35Q (20302.590000 sec): 3 clusters Score: Raw -161804.249135 + Penalty 3453.742233 = -158350.506902 nChanged 15 SP:Iteration 36Q (20302.790000 sec): 3 clusters Score: Raw -161827.950032 + Penalty 3453.742233 = -158374.207799 nChanged 9 SP:Iteration 37Q (20302.950000 sec): 3 clusters Score: Raw -161845.269946 + Penalty 3453.742233 = -158391.527713 nChanged 9 SP:Iteration 38Q (20303.100000 sec): 3 clusters Score: Raw -161896.406559 + Penalty 3453.742233 = -158442.664326 nChanged 12 SP:Iteration 39Q (20303.300000 sec): 3 clusters Score: Raw -161930.179130 + Penalty 3453.742233 = -158476.436897 nChanged 15 SP:Iteration 40F (20303.500000 sec): 3 clusters Score: Raw -161986.757354 + Penalty 3453.742233 = -158533.015121 nChanged 13 SP:Iteration 41Q (20303.710000 sec): 3 clusters Score: Raw -162047.986387 + Penalty 3453.742233 = -158594.244154 nChanged 13 SP:Iteration 42Q (20303.880000 sec): 3 clusters Score: Raw -162092.840277 + Penalty 3453.742233 = -158639.098044 nChanged 8 SP:Iteration 43Q (20304.140000 sec): 3 clusters Score: Raw -162123.431993 + Penalty 3453.742233 = -158669.689760 nChanged 4 SP:Iteration 44Q (20304.290000 sec): 3 clusters Score: Raw -162146.101271 + Penalty 3453.742233 = -158692.359038 nChanged 6 SP:Iteration 45Q (20304.490000 sec): 3 clusters Score: Raw -162173.937526 + Penalty 3453.742233 = -158720.195293 nChanged 4 SP:Iteration 46Q (20304.670000 sec): 3 clusters Score: Raw -162220.149970 + Penalty 3453.742233 = -158766.407737 nChanged 4 SP:Iteration 47Q (20304.820000 sec): 3 clusters Score: Raw -162236.559101 + Penalty 3453.742233 = -158782.816868 nChanged 3 SP:Iteration 48Q (20305.010000 sec): 3 clusters Score: Raw -162246.980488 + Penalty 3453.742233 = -158793.238255 nChanged 0 SP:Iteration 49F (20305.210000 sec): 3 clusters Score: Raw -162246.980488 + Penalty 3453.742233 = -158793.238255 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20305.420000 sec): 2 clusters Score: Raw -3890390.370510 + Penalty 2505.989013 = -3887884.381497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20305.790000 sec): 3 clusters Score: Raw -3875852.213702 + Penalty 5011.978027 = -3870840.235675 nChanged 10880 SP:Iteration 1F (20306.110000 sec): 3 clusters Score: Raw -3881656.266645 + Penalty 5011.978027 = -3876644.288618 nChanged 1219 SP:Iteration 2Q (20306.420000 sec): 3 clusters Score: Raw -3882071.755958 + Penalty 5011.978027 = -3877059.777931 nChanged 1075 SP:Iteration 3Q (20306.770000 sec): 3 clusters Score: Raw -3882425.247780 + Penalty 5011.978027 = -3877413.269753 nChanged 980 SP:Iteration 4Q (20307.160000 sec): 3 clusters Score: Raw -3882732.837997 + Penalty 5011.978027 = -3877720.859970 nChanged 895 SP:Iteration 5Q (20307.440000 sec): 3 clusters Score: Raw -3883045.206969 + Penalty 5011.978027 = -3878033.228942 nChanged 843 SP:Iteration 6Q (20307.750000 sec): 3 clusters Score: Raw -3883390.083450 + Penalty 5011.978027 = -3878378.105423 nChanged 884 SP:Iteration 7Q (20308.060000 sec): 3 clusters Score: Raw -3883846.605750 + Penalty 5011.978027 = -3878834.627723 nChanged 987 SP:Iteration 8Q (20308.340000 sec): 3 clusters Score: Raw -3884432.699251 + Penalty 5011.978027 = -3879420.721224 nChanged 1079 SP:Iteration 9Q (20308.690000 sec): 3 clusters Score: Raw -3885140.769801 + Penalty 5011.978027 = -3880128.791774 nChanged 1126 SP:Iteration 10Q (20308.980000 sec): 3 clusters Score: Raw -3885900.880493 + Penalty 5011.978027 = -3880888.902466 nChanged 1164 SP:Iteration 11Q (20309.340000 sec): 3 clusters Score: Raw -3886643.611089 + Penalty 5011.978027 = -3881631.633062 nChanged 1216 SP:Iteration 12Q (20309.660000 sec): 3 clusters Score: Raw -3887360.059601 + Penalty 5011.978027 = -3882348.081574 nChanged 1124 SP:Iteration 13Q (20310.010000 sec): 3 clusters Score: Raw -3888009.769818 + Penalty 5011.978027 = -3882997.791791 nChanged 1001 SP:Iteration 14Q (20310.340000 sec): 3 clusters Score: Raw -3888528.777335 + Penalty 5011.978027 = -3883516.799308 nChanged 807 SP:Iteration 15Q (20310.690000 sec): 3 clusters Score: Raw -3888907.560493 + Penalty 5011.978027 = -3883895.582466 nChanged 584 SP:Iteration 16Q (20311.020000 sec): 3 clusters Score: Raw -3889154.208749 + Penalty 5011.978027 = -3884142.230722 nChanged 464 SP:Iteration 17Q (20311.310000 sec): 3 clusters Score: Raw -3889356.040881 + Penalty 5011.978027 = -3884344.062854 nChanged 441 SP:Iteration 18Q (20311.560000 sec): 3 clusters Score: Raw -3889541.346416 + Penalty 5011.978027 = -3884529.368389 nChanged 417 SP:Iteration 19Q (20311.860000 sec): 3 clusters Score: Raw -3889716.230697 + Penalty 5011.978027 = -3884704.252670 nChanged 376 SP:Iteration 20F (20312.230000 sec): 3 clusters Score: Raw -3889867.744352 + Penalty 5011.978027 = -3884855.766325 nChanged 326 SP:Iteration 21Q (20312.550000 sec): 3 clusters Score: Raw -3889993.610195 + Penalty 5011.978027 = -3884981.632168 nChanged 293 SP:Iteration 22Q (20312.920000 sec): 3 clusters Score: Raw -3890093.210473 + Penalty 5011.978027 = -3885081.232446 nChanged 261 SP:Iteration 23Q (20313.240000 sec): 3 clusters Score: Raw -3890174.785702 + Penalty 5011.978027 = -3885162.807675 nChanged 242 SP:Iteration 24Q (20313.560000 sec): 3 clusters Score: Raw -3890245.514168 + Penalty 5011.978027 = -3885233.536141 nChanged 220 SP:Iteration 25Q (20313.910000 sec): 3 clusters Score: Raw -3890307.100157 + Penalty 5011.978027 = -3885295.122130 nChanged 211 SP:Iteration 26Q (20314.250000 sec): 3 clusters Score: Raw -3890362.608037 + Penalty 5011.978027 = -3885350.630010 nChanged 197 SP:Iteration 27Q (20314.610000 sec): 3 clusters Score: Raw -3890413.219602 + Penalty 5011.978027 = -3885401.241575 nChanged 162 SP:Iteration 28Q (20314.980000 sec): 3 clusters Score: Raw -3890452.165246 + Penalty 5011.978027 = -3885440.187219 nChanged 165 SP:Iteration 29Q (20315.290000 sec): 3 clusters Score: Raw -3890491.413988 + Penalty 5011.978027 = -3885479.435961 nChanged 159 SP:Iteration 30Q (20315.630000 sec): 3 clusters Score: Raw -3890525.237432 + Penalty 5011.978027 = -3885513.259405 nChanged 159 SP:Iteration 31Q (20315.920000 sec): 3 clusters Score: Raw -3890562.405433 + Penalty 5011.978027 = -3885550.427406 nChanged 166 SP:Iteration 32Q (20316.260000 sec): 3 clusters Score: Raw -3890601.371497 + Penalty 5011.978027 = -3885589.393470 nChanged 167 SP:Iteration 33Q (20316.560000 sec): 3 clusters Score: Raw -3890637.972785 + Penalty 5011.978027 = -3885625.994758 nChanged 144 SP:Iteration 34Q (20316.910000 sec): 3 clusters Score: Raw -3890668.958297 + Penalty 5011.978027 = -3885656.980270 nChanged 127 SP:Iteration 35Q (20317.210000 sec): 3 clusters Score: Raw -3890694.813217 + Penalty 5011.978027 = -3885682.835190 nChanged 130 SP:Iteration 36Q (20317.590000 sec): 3 clusters Score: Raw -3890720.640945 + Penalty 5011.978027 = -3885708.662919 nChanged 128 SP:Iteration 37Q (20317.950000 sec): 3 clusters Score: Raw -3890743.591379 + Penalty 5011.978027 = -3885731.613352 nChanged 99 SP:Iteration 38Q (20318.300000 sec): 3 clusters Score: Raw -3890760.228818 + Penalty 5011.978027 = -3885748.250791 nChanged 95 SP:Iteration 39Q (20318.630000 sec): 3 clusters Score: Raw -3890776.105471 + Penalty 5011.978027 = -3885764.127444 nChanged 82 SP:Iteration 40F (20319.000000 sec): 3 clusters Score: Raw -3890789.483601 + Penalty 5011.978027 = -3885777.505574 nChanged 82 SP:Iteration 41Q (20319.320000 sec): 3 clusters Score: Raw -3890801.381279 + Penalty 5011.978027 = -3885789.403252 nChanged 80 SP:Iteration 42Q (20319.610000 sec): 3 clusters Score: Raw -3890813.920284 + Penalty 5011.978027 = -3885801.942257 nChanged 70 SP:Iteration 43Q (20319.920000 sec): 3 clusters Score: Raw -3890824.295745 + Penalty 5011.978027 = -3885812.317718 nChanged 70 SP:Iteration 44Q (20320.310000 sec): 3 clusters Score: Raw -3890834.116337 + Penalty 5011.978027 = -3885822.138310 nChanged 55 SP:Iteration 45Q (20320.600000 sec): 3 clusters Score: Raw -3890841.695353 + Penalty 5011.978027 = -3885829.717326 nChanged 58 SP:Iteration 46Q (20320.930000 sec): 3 clusters Score: Raw -3890849.560121 + Penalty 5011.978027 = -3885837.582094 nChanged 60 SP:Iteration 47Q (20321.230000 sec): 3 clusters Score: Raw -3890857.486932 + Penalty 5011.978027 = -3885845.508905 nChanged 62 SP:Iteration 48Q (20321.560000 sec): 3 clusters Score: Raw -3890866.681875 + Penalty 5011.978027 = -3885854.703848 nChanged 57 SP:Iteration 49Q (20321.870000 sec): 3 clusters Score: Raw -3890875.225032 + Penalty 5011.978027 = -3885863.247005 nChanged 53 SP:Iteration 50Q (20322.220000 sec): 3 clusters Score: Raw -3890883.401167 + Penalty 5011.978027 = -3885871.423140 nChanged 60 SP:Iteration 51Q (20322.540000 sec): 3 clusters Score: Raw -3890891.401098 + Penalty 5011.978027 = -3885879.423071 nChanged 55 SP:Iteration 52Q (20322.870000 sec): 3 clusters Score: Raw -3890898.730775 + Penalty 5011.978027 = -3885886.752749 nChanged 52 SP:Iteration 53Q (20323.150000 sec): 3 clusters Score: Raw -3890905.816282 + Penalty 5011.978027 = -3885893.838255 nChanged 44 SP:Iteration 54Q (20323.520000 sec): 3 clusters Score: Raw -3890911.378962 + Penalty 5011.978027 = -3885899.400935 nChanged 45 SP:Iteration 55Q (20323.810000 sec): 3 clusters Score: Raw -3890917.227565 + Penalty 5011.978027 = -3885905.249538 nChanged 44 SP:Iteration 56Q (20324.140000 sec): 3 clusters Score: Raw -3890922.101982 + Penalty 5011.978027 = -3885910.123955 nChanged 32 SP:Iteration 57Q (20324.420000 sec): 3 clusters Score: Raw -3890926.210536 + Penalty 5011.978027 = -3885914.232509 nChanged 35 SP:Iteration 58Q (20324.750000 sec): 3 clusters Score: Raw -3890929.957226 + Penalty 5011.978027 = -3885917.979199 nChanged 32 SP:Iteration 59Q (20325.000000 sec): 3 clusters Score: Raw -3890933.365357 + Penalty 5011.978027 = -3885921.387330 nChanged 27 SP:Iteration 60F (20325.330000 sec): 3 clusters Score: Raw -3890935.725997 + Penalty 5011.978027 = -3885923.747970 nChanged 19 SP:Iteration 61Q (20325.620000 sec): 3 clusters Score: Raw -3890937.499504 + Penalty 5011.978027 = -3885925.521477 nChanged 26 SP:Iteration 62Q (20325.930000 sec): 3 clusters Score: Raw -3890939.643880 + Penalty 5011.978027 = -3885927.665853 nChanged 12 SP:Iteration 63Q (20326.280000 sec): 3 clusters Score: Raw -3890940.596111 + Penalty 5011.978027 = -3885928.618084 nChanged 13 SP:Iteration 64Q (20326.580000 sec): 3 clusters Score: Raw -3890941.805760 + Penalty 5011.978027 = -3885929.827733 nChanged 16 SP:Iteration 65Q (20326.930000 sec): 3 clusters Score: Raw -3890943.063413 + Penalty 5011.978027 = -3885931.085386 nChanged 16 SP:Iteration 66Q (20327.280000 sec): 3 clusters Score: Raw -3890945.040207 + Penalty 5011.978027 = -3885933.062180 nChanged 14 SP:Iteration 67Q (20327.660000 sec): 3 clusters Score: Raw -3890946.447907 + Penalty 5011.978027 = -3885934.469880 nChanged 10 SP:Iteration 68Q (20327.960000 sec): 3 clusters Score: Raw -3890947.760502 + Penalty 5011.978027 = -3885935.782475 nChanged 12 SP:Iteration 69Q (20328.270000 sec): 3 clusters Score: Raw -3890949.191802 + Penalty 5011.978027 = -3885937.213775 nChanged 14 SP:Iteration 70Q (20328.620000 sec): 3 clusters Score: Raw -3890951.071961 + Penalty 5011.978027 = -3885939.093934 nChanged 15 SP:Iteration 71Q (20328.940000 sec): 3 clusters Score: Raw -3890952.711439 + Penalty 5011.978027 = -3885940.733412 nChanged 17 SP:Iteration 72Q (20329.260000 sec): 3 clusters Score: Raw -3890953.987142 + Penalty 5011.978027 = -3885942.009115 nChanged 7 SP:Iteration 73Q (20329.540000 sec): 3 clusters Score: Raw -3890954.619857 + Penalty 5011.978027 = -3885942.641830 nChanged 8 SP:Iteration 74Q (20329.840000 sec): 3 clusters Score: Raw -3890955.137317 + Penalty 5011.978027 = -3885943.159290 nChanged 5 SP:Iteration 75Q (20330.130000 sec): 3 clusters Score: Raw -3890955.671889 + Penalty 5011.978027 = -3885943.693862 nChanged 6 SP:Iteration 76Q (20330.440000 sec): 3 clusters Score: Raw -3890956.211612 + Penalty 5011.978027 = -3885944.233585 nChanged 3 SP:Iteration 77Q (20330.790000 sec): 3 clusters Score: Raw -3890956.436505 + Penalty 5011.978027 = -3885944.458478 nChanged 5 SP:Iteration 78Q (20331.140000 sec): 3 clusters Score: Raw -3890956.925538 + Penalty 5011.978027 = -3885944.947511 nChanged 5 SP:Iteration 79Q (20331.490000 sec): 3 clusters Score: Raw -3890957.255821 + Penalty 5011.978027 = -3885945.277794 nChanged 4 SP:Iteration 80F (20331.750000 sec): 3 clusters Score: Raw -3890957.438762 + Penalty 5011.978027 = -3885945.460735 nChanged 2 SP:Iteration 81Q (20332.080000 sec): 3 clusters Score: Raw -3890957.578221 + Penalty 5011.978027 = -3885945.600194 nChanged 3 SP:Iteration 82Q (20332.440000 sec): 3 clusters Score: Raw -3890957.702954 + Penalty 5011.978027 = -3885945.724927 nChanged 1 SP:Iteration 83Q (20332.750000 sec): 3 clusters Score: Raw -3890957.748866 + Penalty 5011.978027 = -3885945.770839 nChanged 1 SP:Iteration 84Q (20333.060000 sec): 3 clusters Score: Raw -3890957.784915 + Penalty 5011.978027 = -3885945.806888 nChanged 1 SP:Iteration 85Q (20333.400000 sec): 3 clusters Score: Raw -3890957.845175 + Penalty 5011.978027 = -3885945.867148 nChanged 1 SP:Iteration 86Q (20333.730000 sec): 3 clusters Score: Raw -3890957.906242 + Penalty 5011.978027 = -3885945.928215 nChanged 1 SP:Iteration 87Q (20334.040000 sec): 3 clusters Score: Raw -3890957.986456 + Penalty 5011.978027 = -3885946.008429 nChanged 1 SP:Iteration 88Q (20334.330000 sec): 3 clusters Score: Raw -3890958.061086 + Penalty 5011.978027 = -3885946.083059 nChanged 1 SP:Iteration 89Q (20334.640000 sec): 3 clusters Score: Raw -3890958.142298 + Penalty 5011.978027 = -3885946.164271 nChanged 0 SP:Iteration 90F (20334.940000 sec): 3 clusters Score: Raw -3890958.142298 + Penalty 5011.978027 = -3885946.164271 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20335.050000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20335.260000 sec): 3 clusters Score: Raw -71931.513612 + Penalty 3004.164871 = -68927.348742 nChanged 61 SP:Iteration 1F (20335.460000 sec): 3 clusters Score: Raw -72075.142359 + Penalty 3004.164871 = -69070.977488 nChanged 12 SP:Iteration 2Q (20335.610000 sec): 3 clusters Score: Raw -72127.880497 + Penalty 3004.164871 = -69123.715626 nChanged 5 SP:Iteration 3Q (20335.800000 sec): 3 clusters Score: Raw -72147.412962 + Penalty 3004.164871 = -69143.248092 nChanged 1 SP:Iteration 4Q (20335.990000 sec): 3 clusters Score: Raw -72148.563585 + Penalty 3004.164871 = -69144.398714 nChanged 1 SP:Iteration 5Q (20336.120000 sec): 3 clusters Score: Raw -72155.336238 + Penalty 3004.164871 = -69151.171368 nChanged 1 SP:Iteration 6Q (20336.340000 sec): 3 clusters Score: Raw -72156.532130 + Penalty 3004.164871 = -69152.367260 nChanged 0 SP:Iteration 7F (20336.520000 sec): 3 clusters Score: Raw -72156.532130 + Penalty 3004.164871 = -69152.367260 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20336.740000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20337.040000 sec): 3 clusters Score: Raw -2666095.645746 + Penalty 4830.235008 = -2661265.410738 nChanged 7340 SP:Iteration 1F (20337.370000 sec): 3 clusters Score: Raw -2669958.243472 + Penalty 4830.235008 = -2665128.008464 nChanged 1002 SP:Iteration 2F (20337.680000 sec): 3 clusters Score: Raw -2670351.698971 + Penalty 4830.235008 = -2665521.463963 nChanged 818 SP:Iteration 3Q (20338.020000 sec): 3 clusters Score: Raw -2670673.784565 + Penalty 4830.235008 = -2665843.549557 nChanged 765 SP:Iteration 4Q (20338.330000 sec): 3 clusters Score: Raw -2670960.622514 + Penalty 4830.235008 = -2666130.387506 nChanged 704 SP:Iteration 5Q (20338.600000 sec): 3 clusters Score: Raw -2671237.294112 + Penalty 4830.235008 = -2666407.059104 nChanged 713 SP:Iteration 6Q (20338.890000 sec): 3 clusters Score: Raw -2671568.462901 + Penalty 4830.235008 = -2666738.227893 nChanged 785 SP:Iteration 7Q (20339.170000 sec): 3 clusters Score: Raw -2671968.346962 + Penalty 4830.235008 = -2667138.111954 nChanged 832 SP:Iteration 8Q (20339.510000 sec): 3 clusters Score: Raw -2672447.386721 + Penalty 4830.235008 = -2667617.151713 nChanged 857 SP:Iteration 9F (20339.780000 sec): 3 clusters Score: Raw -2672978.036239 + Penalty 4830.235008 = -2668147.801231 nChanged 818 SP:Iteration 10Q (20340.090000 sec): 3 clusters Score: Raw -2673525.208490 + Penalty 4830.235008 = -2668694.973482 nChanged 825 SP:Iteration 11Q (20340.410000 sec): 3 clusters Score: Raw -2674135.201769 + Penalty 4830.235008 = -2669304.966761 nChanged 673 SP:Iteration 12Q (20340.670000 sec): 3 clusters Score: Raw -2674645.036247 + Penalty 4830.235008 = -2669814.801239 nChanged 548 SP:Iteration 13Q (20341.000000 sec): 3 clusters Score: Raw -2675045.364583 + Penalty 4830.235008 = -2670215.129575 nChanged 357 SP:Iteration 14Q (20341.240000 sec): 3 clusters Score: Raw -2675294.528785 + Penalty 4830.235008 = -2670464.293777 nChanged 276 SP:Iteration 15Q (20341.530000 sec): 3 clusters Score: Raw -2675510.842873 + Penalty 4830.235008 = -2670680.607865 nChanged 189 SP:Iteration 16Q (20341.790000 sec): 3 clusters Score: Raw -2675651.859275 + Penalty 4830.235008 = -2670821.624267 nChanged 130 SP:Iteration 17Q (20342.060000 sec): 3 clusters Score: Raw -2675752.658834 + Penalty 4830.235008 = -2670922.423826 nChanged 85 SP:Iteration 18Q (20342.380000 sec): 3 clusters Score: Raw -2675827.902554 + Penalty 4830.235008 = -2670997.667546 nChanged 67 SP:Iteration 19Q (20342.640000 sec): 3 clusters Score: Raw -2675886.690165 + Penalty 4830.235008 = -2671056.455156 nChanged 44 SP:Iteration 20F (20342.890000 sec): 3 clusters Score: Raw -2675924.201046 + Penalty 4830.235008 = -2671093.966037 nChanged 31 SP:Iteration 21Q (20343.190000 sec): 3 clusters Score: Raw -2675953.897472 + Penalty 4830.235008 = -2671123.662464 nChanged 24 SP:Iteration 22Q (20343.440000 sec): 3 clusters Score: Raw -2675978.517024 + Penalty 4830.235008 = -2671148.282016 nChanged 13 SP:Iteration 23Q (20343.730000 sec): 3 clusters Score: Raw -2675993.839029 + Penalty 4830.235008 = -2671163.604020 nChanged 13 SP:Iteration 24Q (20343.980000 sec): 3 clusters Score: Raw -2676004.298263 + Penalty 4830.235008 = -2671174.063255 nChanged 11 SP:Iteration 25Q (20344.250000 sec): 3 clusters Score: Raw -2676012.334916 + Penalty 4830.235008 = -2671182.099908 nChanged 6 SP:Iteration 26Q (20344.490000 sec): 3 clusters Score: Raw -2676017.840868 + Penalty 4830.235008 = -2671187.605859 nChanged 9 SP:Iteration 27Q (20344.770000 sec): 3 clusters Score: Raw -2676023.129783 + Penalty 4830.235008 = -2671192.894775 nChanged 3 SP:Iteration 28Q (20345.020000 sec): 3 clusters Score: Raw -2676025.013471 + Penalty 4830.235008 = -2671194.778463 nChanged 5 SP:Iteration 29Q (20345.270000 sec): 3 clusters Score: Raw -2676028.522089 + Penalty 4830.235008 = -2671198.287081 nChanged 4 SP:Iteration 30Q (20345.540000 sec): 3 clusters Score: Raw -2676031.094745 + Penalty 4830.235008 = -2671200.859737 nChanged 3 SP:Iteration 31Q (20345.830000 sec): 3 clusters Score: Raw -2676033.674156 + Penalty 4830.235008 = -2671203.439148 nChanged 3 SP:Iteration 32Q (20346.110000 sec): 3 clusters Score: Raw -2676035.348556 + Penalty 4830.235008 = -2671205.113548 nChanged 3 SP:Iteration 33Q (20346.400000 sec): 3 clusters Score: Raw -2676037.381556 + Penalty 4830.235008 = -2671207.146548 nChanged 1 SP:Iteration 34Q (20346.730000 sec): 3 clusters Score: Raw -2676038.179109 + Penalty 4830.235008 = -2671207.944101 nChanged 2 SP:Iteration 35Q (20346.940000 sec): 3 clusters Score: Raw -2676039.948253 + Penalty 4830.235008 = -2671209.713245 nChanged 1 SP:Iteration 36Q (20347.240000 sec): 3 clusters Score: Raw -2676041.939484 + Penalty 4830.235008 = -2671211.704475 nChanged 2 SP:Iteration 37Q (20347.560000 sec): 3 clusters Score: Raw -2676043.102593 + Penalty 4830.235008 = -2671212.867585 nChanged 1 SP:Iteration 38Q (20347.820000 sec): 3 clusters Score: Raw -2676043.802986 + Penalty 4830.235008 = -2671213.567978 nChanged 0 SP:Iteration 39F (20348.060000 sec): 3 clusters Score: Raw -2676043.802986 + Penalty 4830.235008 = -2671213.567978 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20348.560000 sec): 2 clusters Score: Raw -12684059.328031 + Penalty 2797.561239 = -12681261.766792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20349.160000 sec): 3 clusters Score: Raw -12633971.995017 + Penalty 5595.122478 = -12628376.872540 nChanged 37086 SP:Iteration 1F (20349.720000 sec): 3 clusters Score: Raw -12654849.628154 + Penalty 5595.122478 = -12649254.505676 nChanged 2637 SP:Iteration 2Q (20350.330000 sec): 3 clusters Score: Raw -12655479.732305 + Penalty 5595.122478 = -12649884.609827 nChanged 2548 SP:Iteration 3Q (20350.970000 sec): 3 clusters Score: Raw -12656121.203185 + Penalty 5595.122478 = -12650526.080707 nChanged 2662 SP:Iteration 4Q (20351.600000 sec): 3 clusters Score: Raw -12656876.217630 + Penalty 5595.122478 = -12651281.095152 nChanged 2729 SP:Iteration 5Q (20352.200000 sec): 3 clusters Score: Raw -12657795.202598 + Penalty 5595.122478 = -12652200.080120 nChanged 3178 SP:Iteration 6Q (20352.840000 sec): 3 clusters Score: Raw -12659156.837836 + Penalty 5595.122478 = -12653561.715358 nChanged 3995 SP:Iteration 7F (20353.450000 sec): 3 clusters Score: Raw -12661296.625174 + Penalty 5595.122478 = -12655701.502696 nChanged 5108 SP:Iteration 8F (20354.050000 sec): 3 clusters Score: Raw -12664780.868306 + Penalty 5595.122478 = -12659185.745828 nChanged 6226 SP:Iteration 9F (20354.610000 sec): 3 clusters Score: Raw -12669787.907568 + Penalty 5595.122478 = -12664192.785090 nChanged 6284 SP:Iteration 10F (20355.220000 sec): 3 clusters Score: Raw -12675437.298154 + Penalty 5595.122478 = -12669842.175676 nChanged 4981 SP:Iteration 11F (20355.800000 sec): 3 clusters Score: Raw -12680152.517942 + Penalty 5595.122478 = -12674557.395464 nChanged 2800 SP:Iteration 12Q (20356.400000 sec): 3 clusters Score: Raw -12682716.884885 + Penalty 5595.122478 = -12677121.762407 nChanged 1141 SP:Iteration 13Q (20356.960000 sec): 3 clusters Score: Raw -12683751.999275 + Penalty 5595.122478 = -12678156.876797 nChanged 404 SP:Iteration 14Q (20357.510000 sec): 3 clusters Score: Raw -12684144.475652 + Penalty 5595.122478 = -12678549.353174 nChanged 139 SP:Iteration 15Q (20358.050000 sec): 3 clusters Score: Raw -12684291.581129 + Penalty 5595.122478 = -12678696.458651 nChanged 57 SP:Iteration 16Q (20358.580000 sec): 3 clusters Score: Raw -12684362.048634 + Penalty 5595.122478 = -12678766.926156 nChanged 35 SP:Iteration 17Q (20359.160000 sec): 3 clusters Score: Raw -12684400.509354 + Penalty 5595.122478 = -12678805.386876 nChanged 22 SP:Iteration 18Q (20359.740000 sec): 3 clusters Score: Raw -12684426.944463 + Penalty 5595.122478 = -12678831.821985 nChanged 14 SP:Iteration 19Q (20360.310000 sec): 3 clusters Score: Raw -12684443.272647 + Penalty 5595.122478 = -12678848.150169 nChanged 9 SP:Iteration 20F (20360.930000 sec): 3 clusters Score: Raw -12684451.922925 + Penalty 5595.122478 = -12678856.800447 nChanged 7 SP:Iteration 21Q (20361.550000 sec): 3 clusters Score: Raw -12684461.226854 + Penalty 5595.122478 = -12678866.104377 nChanged 8 SP:Iteration 22Q (20362.170000 sec): 3 clusters Score: Raw -12684468.421681 + Penalty 5595.122478 = -12678873.299204 nChanged 6 SP:Iteration 23Q (20362.700000 sec): 3 clusters Score: Raw -12684477.432760 + Penalty 5595.122478 = -12678882.310282 nChanged 8 SP:Iteration 24Q (20363.240000 sec): 3 clusters Score: Raw -12684487.618946 + Penalty 5595.122478 = -12678892.496469 nChanged 9 SP:Iteration 25Q (20363.760000 sec): 3 clusters Score: Raw -12684498.292836 + Penalty 5595.122478 = -12678903.170358 nChanged 8 SP:Iteration 26Q (20364.280000 sec): 3 clusters Score: Raw -12684507.403976 + Penalty 5595.122478 = -12678912.281499 nChanged 2 SP:Iteration 27Q (20364.860000 sec): 3 clusters Score: Raw -12684509.157174 + Penalty 5595.122478 = -12678914.034696 nChanged 0 SP:Iteration 28F (20365.530000 sec): 3 clusters Score: Raw -12684509.157174 + Penalty 5595.122478 = -12678914.034696 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20365.780000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20366.170000 sec): 3 clusters Score: Raw -5030596.497491 + Penalty 5150.693168 = -5025445.804324 nChanged 14629 SP:Iteration 1F (20366.580000 sec): 3 clusters Score: Raw -5038538.666938 + Penalty 5150.693168 = -5033387.973770 nChanged 1507 SP:Iteration 2Q (20366.950000 sec): 3 clusters Score: Raw -5039030.933880 + Penalty 5150.693168 = -5033880.240713 nChanged 1379 SP:Iteration 3Q (20367.370000 sec): 3 clusters Score: Raw -5039527.195002 + Penalty 5150.693168 = -5034376.501834 nChanged 1415 SP:Iteration 4Q (20367.740000 sec): 3 clusters Score: Raw -5040134.651789 + Penalty 5150.693168 = -5034983.958622 nChanged 1589 SP:Iteration 5Q (20368.120000 sec): 3 clusters Score: Raw -5040999.458742 + Penalty 5150.693168 = -5035848.765575 nChanged 1828 SP:Iteration 6F (20368.450000 sec): 3 clusters Score: Raw -5042029.420582 + Penalty 5150.693168 = -5036878.727415 nChanged 1982 SP:Iteration 7F (20368.760000 sec): 3 clusters Score: Raw -5043156.884581 + Penalty 5150.693168 = -5038006.191414 nChanged 1892 SP:Iteration 8F (20369.170000 sec): 3 clusters Score: Raw -5044182.308759 + Penalty 5150.693168 = -5039031.615592 nChanged 1624 SP:Iteration 9F (20369.510000 sec): 3 clusters Score: Raw -5044992.084546 + Penalty 5150.693168 = -5039841.391378 nChanged 1253 SP:Iteration 10Q (20369.880000 sec): 3 clusters Score: Raw -5045537.385837 + Penalty 5150.693168 = -5040386.692669 nChanged 961 SP:Iteration 11Q (20370.270000 sec): 3 clusters Score: Raw -5045896.268892 + Penalty 5150.693168 = -5040745.575724 nChanged 732 SP:Iteration 12Q (20370.610000 sec): 3 clusters Score: Raw -5046133.490519 + Penalty 5150.693168 = -5040982.797351 nChanged 575 SP:Iteration 13Q (20370.970000 sec): 3 clusters Score: Raw -5046316.314641 + Penalty 5150.693168 = -5041165.621474 nChanged 519 SP:Iteration 14Q (20371.340000 sec): 3 clusters Score: Raw -5046491.892892 + Penalty 5150.693168 = -5041341.199725 nChanged 524 SP:Iteration 15Q (20371.670000 sec): 3 clusters Score: Raw -5046678.137354 + Penalty 5150.693168 = -5041527.444187 nChanged 542 SP:Iteration 16Q (20372.030000 sec): 3 clusters Score: Raw -5046950.977002 + Penalty 5150.693168 = -5041800.283835 nChanged 623 SP:Iteration 17Q (20372.350000 sec): 3 clusters Score: Raw -5047359.581773 + Penalty 5150.693168 = -5042208.888605 nChanged 644 SP:Iteration 18Q (20372.700000 sec): 3 clusters Score: Raw -5047832.102300 + Penalty 5150.693168 = -5042681.409133 nChanged 649 SP:Iteration 19Q (20373.050000 sec): 3 clusters Score: Raw -5048362.897983 + Penalty 5150.693168 = -5043212.204816 nChanged 610 SP:Iteration 20F (20373.410000 sec): 3 clusters Score: Raw -5048906.539764 + Penalty 5150.693168 = -5043755.846596 nChanged 526 SP:Iteration 21Q (20373.810000 sec): 3 clusters Score: Raw -5049459.170924 + Penalty 5150.693168 = -5044308.477757 nChanged 408 SP:Iteration 22Q (20374.150000 sec): 3 clusters Score: Raw -5049891.960683 + Penalty 5150.693168 = -5044741.267516 nChanged 331 SP:Iteration 23Q (20374.470000 sec): 3 clusters Score: Raw -5050175.693040 + Penalty 5150.693168 = -5045024.999873 nChanged 268 SP:Iteration 24Q (20374.780000 sec): 3 clusters Score: Raw -5050356.078194 + Penalty 5150.693168 = -5045205.385026 nChanged 216 SP:Iteration 25Q (20375.110000 sec): 3 clusters Score: Raw -5050483.682378 + Penalty 5150.693168 = -5045332.989210 nChanged 194 SP:Iteration 26Q (20375.420000 sec): 3 clusters Score: Raw -5050593.241725 + Penalty 5150.693168 = -5045442.548558 nChanged 166 SP:Iteration 27Q (20375.770000 sec): 3 clusters Score: Raw -5050668.127089 + Penalty 5150.693168 = -5045517.433921 nChanged 128 SP:Iteration 28Q (20376.100000 sec): 3 clusters Score: Raw -5050719.889573 + Penalty 5150.693168 = -5045569.196405 nChanged 101 SP:Iteration 29Q (20376.430000 sec): 3 clusters Score: Raw -5050756.067575 + Penalty 5150.693168 = -5045605.374407 nChanged 74 SP:Iteration 30Q (20376.800000 sec): 3 clusters Score: Raw -5050773.923331 + Penalty 5150.693168 = -5045623.230163 nChanged 49 SP:Iteration 31Q (20377.140000 sec): 3 clusters Score: Raw -5050784.708743 + Penalty 5150.693168 = -5045634.015576 nChanged 36 SP:Iteration 32Q (20377.470000 sec): 3 clusters Score: Raw -5050794.944400 + Penalty 5150.693168 = -5045644.251233 nChanged 42 SP:Iteration 33Q (20377.820000 sec): 3 clusters Score: Raw -5050802.926783 + Penalty 5150.693168 = -5045652.233616 nChanged 25 SP:Iteration 34Q (20378.120000 sec): 3 clusters Score: Raw -5050807.753007 + Penalty 5150.693168 = -5045657.059839 nChanged 22 SP:Iteration 35Q (20378.510000 sec): 3 clusters Score: Raw -5050812.005479 + Penalty 5150.693168 = -5045661.312312 nChanged 27 SP:Iteration 36Q (20378.870000 sec): 3 clusters Score: Raw -5050817.765456 + Penalty 5150.693168 = -5045667.072288 nChanged 31 SP:Iteration 37Q (20379.130000 sec): 3 clusters Score: Raw -5050825.568841 + Penalty 5150.693168 = -5045674.875673 nChanged 29 SP:Iteration 38Q (20379.470000 sec): 3 clusters Score: Raw -5050831.240543 + Penalty 5150.693168 = -5045680.547376 nChanged 22 SP:Iteration 39Q (20379.840000 sec): 3 clusters Score: Raw -5050835.759684 + Penalty 5150.693168 = -5045685.066516 nChanged 22 SP:Iteration 40F (20380.240000 sec): 3 clusters Score: Raw -5050840.599247 + Penalty 5150.693168 = -5045689.906080 nChanged 23 SP:Iteration 41Q (20380.580000 sec): 3 clusters Score: Raw -5050844.776563 + Penalty 5150.693168 = -5045694.083395 nChanged 18 SP:Iteration 42Q (20380.920000 sec): 3 clusters Score: Raw -5050848.656940 + Penalty 5150.693168 = -5045697.963773 nChanged 14 SP:Iteration 43Q (20381.280000 sec): 3 clusters Score: Raw -5050850.961726 + Penalty 5150.693168 = -5045700.268559 nChanged 10 SP:Iteration 44Q (20381.580000 sec): 3 clusters Score: Raw -5050852.320276 + Penalty 5150.693168 = -5045701.627108 nChanged 8 SP:Iteration 45Q (20381.940000 sec): 3 clusters Score: Raw -5050853.621099 + Penalty 5150.693168 = -5045702.927932 nChanged 6 SP:Iteration 46Q (20382.330000 sec): 3 clusters Score: Raw -5050854.724613 + Penalty 5150.693168 = -5045704.031445 nChanged 6 SP:Iteration 47Q (20382.610000 sec): 3 clusters Score: Raw -5050855.791107 + Penalty 5150.693168 = -5045705.097940 nChanged 5 SP:Iteration 48Q (20382.970000 sec): 3 clusters Score: Raw -5050856.578341 + Penalty 5150.693168 = -5045705.885174 nChanged 5 SP:Iteration 49Q (20383.290000 sec): 3 clusters Score: Raw -5050857.402230 + Penalty 5150.693168 = -5045706.709063 nChanged 5 SP:Iteration 50Q (20383.600000 sec): 3 clusters Score: Raw -5050857.977028 + Penalty 5150.693168 = -5045707.283860 nChanged 2 SP:Iteration 51Q (20383.900000 sec): 3 clusters Score: Raw -5050858.195964 + Penalty 5150.693168 = -5045707.502796 nChanged 1 SP:Iteration 52Q (20384.230000 sec): 3 clusters Score: Raw -5050858.248643 + Penalty 5150.693168 = -5045707.555475 nChanged 0 SP:Iteration 53F (20384.580000 sec): 3 clusters Score: Raw -5050858.248643 + Penalty 5150.693168 = -5045707.555475 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20384.690000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20384.920000 sec): 3 clusters Score: Raw -1115179.525807 + Penalty 4396.704070 = -1110782.821737 nChanged 2838 SP:Iteration 1F (20385.160000 sec): 3 clusters Score: Raw -1116742.555799 + Penalty 4396.704070 = -1112345.851729 nChanged 542 SP:Iteration 2F (20385.340000 sec): 3 clusters Score: Raw -1117038.899456 + Penalty 4396.704070 = -1112642.195385 nChanged 393 SP:Iteration 3F (20385.590000 sec): 3 clusters Score: Raw -1117260.935260 + Penalty 4396.704070 = -1112864.231190 nChanged 333 SP:Iteration 4Q (20385.820000 sec): 3 clusters Score: Raw -1117430.710334 + Penalty 4396.704070 = -1113034.006264 nChanged 282 SP:Iteration 5Q (20386.040000 sec): 3 clusters Score: Raw -1117583.472843 + Penalty 4396.704070 = -1113186.768772 nChanged 281 SP:Iteration 6Q (20386.250000 sec): 3 clusters Score: Raw -1117729.794322 + Penalty 4396.704070 = -1113333.090252 nChanged 250 SP:Iteration 7Q (20386.460000 sec): 3 clusters Score: Raw -1117864.064467 + Penalty 4396.704070 = -1113467.360396 nChanged 245 SP:Iteration 8Q (20386.680000 sec): 3 clusters Score: Raw -1118014.197007 + Penalty 4396.704070 = -1113617.492937 nChanged 253 SP:Iteration 9Q (20386.930000 sec): 3 clusters Score: Raw -1118173.785030 + Penalty 4396.704070 = -1113777.080959 nChanged 231 SP:Iteration 10Q (20387.160000 sec): 3 clusters Score: Raw -1118326.939675 + Penalty 4396.704070 = -1113930.235604 nChanged 221 SP:Iteration 11Q (20387.390000 sec): 3 clusters Score: Raw -1118467.802550 + Penalty 4396.704070 = -1114071.098479 nChanged 204 SP:Iteration 12Q (20387.560000 sec): 3 clusters Score: Raw -1118594.951849 + Penalty 4396.704070 = -1114198.247779 nChanged 174 SP:Iteration 13Q (20387.790000 sec): 3 clusters Score: Raw -1118708.064911 + Penalty 4396.704070 = -1114311.360841 nChanged 132 SP:Iteration 14Q (20388.030000 sec): 3 clusters Score: Raw -1118796.160132 + Penalty 4396.704070 = -1114399.456061 nChanged 105 SP:Iteration 15Q (20388.260000 sec): 3 clusters Score: Raw -1118865.380361 + Penalty 4396.704070 = -1114468.676291 nChanged 97 SP:Iteration 16Q (20388.470000 sec): 3 clusters Score: Raw -1118927.614998 + Penalty 4396.704070 = -1114530.910928 nChanged 67 SP:Iteration 17Q (20388.660000 sec): 3 clusters Score: Raw -1118973.100093 + Penalty 4396.704070 = -1114576.396022 nChanged 48 SP:Iteration 18Q (20388.900000 sec): 3 clusters Score: Raw -1119007.126560 + Penalty 4396.704070 = -1114610.422490 nChanged 35 SP:Iteration 19Q (20389.100000 sec): 3 clusters Score: Raw -1119029.567356 + Penalty 4396.704070 = -1114632.863286 nChanged 29 SP:Iteration 20F (20389.320000 sec): 3 clusters Score: Raw -1119050.430264 + Penalty 4396.704070 = -1114653.726193 nChanged 35 SP:Iteration 21Q (20389.510000 sec): 3 clusters Score: Raw -1119075.473512 + Penalty 4396.704070 = -1114678.769441 nChanged 32 SP:Iteration 22Q (20389.720000 sec): 3 clusters Score: Raw -1119097.991720 + Penalty 4396.704070 = -1114701.287650 nChanged 24 SP:Iteration 23Q (20389.980000 sec): 3 clusters Score: Raw -1119115.730248 + Penalty 4396.704070 = -1114719.026178 nChanged 23 SP:Iteration 24Q (20390.210000 sec): 3 clusters Score: Raw -1119131.080899 + Penalty 4396.704070 = -1114734.376828 nChanged 15 SP:Iteration 25Q (20390.450000 sec): 3 clusters Score: Raw -1119140.094772 + Penalty 4396.704070 = -1114743.390702 nChanged 10 SP:Iteration 26Q (20390.690000 sec): 3 clusters Score: Raw -1119149.473668 + Penalty 4396.704070 = -1114752.769597 nChanged 16 SP:Iteration 27Q (20390.890000 sec): 3 clusters Score: Raw -1119160.598584 + Penalty 4396.704070 = -1114763.894514 nChanged 10 SP:Iteration 28Q (20391.140000 sec): 3 clusters Score: Raw -1119169.118278 + Penalty 4396.704070 = -1114772.414208 nChanged 9 SP:Iteration 29Q (20391.330000 sec): 3 clusters Score: Raw -1119175.043404 + Penalty 4396.704070 = -1114778.339334 nChanged 6 SP:Iteration 30Q (20391.560000 sec): 3 clusters Score: Raw -1119180.108839 + Penalty 4396.704070 = -1114783.404769 nChanged 11 SP:Iteration 31Q (20391.770000 sec): 3 clusters Score: Raw -1119188.298417 + Penalty 4396.704070 = -1114791.594347 nChanged 9 SP:Iteration 32Q (20392.010000 sec): 3 clusters Score: Raw -1119194.358283 + Penalty 4396.704070 = -1114797.654212 nChanged 7 SP:Iteration 33Q (20392.230000 sec): 3 clusters Score: Raw -1119198.595944 + Penalty 4396.704070 = -1114801.891874 nChanged 7 SP:Iteration 34Q (20392.510000 sec): 3 clusters Score: Raw -1119203.377374 + Penalty 4396.704070 = -1114806.673304 nChanged 6 SP:Iteration 35Q (20392.700000 sec): 3 clusters Score: Raw -1119208.488923 + Penalty 4396.704070 = -1114811.784852 nChanged 5 SP:Iteration 36Q (20392.910000 sec): 3 clusters Score: Raw -1119212.147523 + Penalty 4396.704070 = -1114815.443452 nChanged 2 SP:Iteration 37Q (20393.120000 sec): 3 clusters Score: Raw -1119212.893824 + Penalty 4396.704070 = -1114816.189754 nChanged 2 SP:Iteration 38Q (20393.330000 sec): 3 clusters Score: Raw -1119214.872908 + Penalty 4396.704070 = -1114818.168837 nChanged 1 SP:Iteration 39Q (20393.580000 sec): 3 clusters Score: Raw -1119215.799822 + Penalty 4396.704070 = -1114819.095752 nChanged 0 SP:Iteration 40F (20393.830000 sec): 3 clusters Score: Raw -1119215.799822 + Penalty 4396.704070 = -1114819.095752 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20393.920000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20394.100000 sec): 3 clusters Score: Raw -65018.494476 + Penalty 3077.460650 = -61941.033825 nChanged 123 SP:Iteration 1F (20394.270000 sec): 3 clusters Score: Raw -65244.817659 + Penalty 3077.460650 = -62167.357009 nChanged 36 SP:Iteration 2F (20394.470000 sec): 3 clusters Score: Raw -65362.006318 + Penalty 3077.460650 = -62284.545668 nChanged 22 SP:Iteration 3Q (20394.630000 sec): 3 clusters Score: Raw -65429.241335 + Penalty 3077.460650 = -62351.780684 nChanged 19 SP:Iteration 4Q (20394.780000 sec): 3 clusters Score: Raw -65502.918077 + Penalty 3077.460650 = -62425.457426 nChanged 19 SP:Iteration 5Q (20394.980000 sec): 3 clusters Score: Raw -65559.752742 + Penalty 3077.460650 = -62482.292092 nChanged 16 SP:Iteration 6Q (20395.130000 sec): 3 clusters Score: Raw -65597.322132 + Penalty 3077.460650 = -62519.861482 nChanged 23 SP:Iteration 7Q (20395.330000 sec): 3 clusters Score: Raw -65643.018010 + Penalty 3077.460650 = -62565.557360 nChanged 16 SP:Iteration 8Q (20395.500000 sec): 3 clusters Score: Raw -65698.877935 + Penalty 3077.460650 = -62621.417285 nChanged 15 SP:Iteration 9Q (20395.650000 sec): 3 clusters Score: Raw -65796.145825 + Penalty 3077.460650 = -62718.685175 nChanged 7 SP:Iteration 10Q (20395.790000 sec): 3 clusters Score: Raw -65810.387925 + Penalty 3077.460650 = -62732.927274 nChanged 5 SP:Iteration 11Q (20396.050000 sec): 3 clusters Score: Raw -65835.287801 + Penalty 3077.460650 = -62757.827150 nChanged 4 SP:Iteration 12Q (20396.210000 sec): 3 clusters Score: Raw -65841.442205 + Penalty 3077.460650 = -62763.981555 nChanged 1 SP:Iteration 13Q (20396.380000 sec): 3 clusters Score: Raw -65842.849631 + Penalty 3077.460650 = -62765.388981 nChanged 0 SP:Iteration 14F (20396.550000 sec): 3 clusters Score: Raw -65857.121085 + Penalty 3077.460650 = -62779.660435 nChanged 1 SP:Iteration 15Q (20396.780000 sec): 3 clusters Score: Raw -65922.776495 + Penalty 3077.460650 = -62845.315845 nChanged 5 SP:Iteration 16Q (20396.980000 sec): 3 clusters Score: Raw -65939.798875 + Penalty 3077.460650 = -62862.338224 nChanged 3 SP:Iteration 17Q (20397.180000 sec): 3 clusters Score: Raw -65947.265514 + Penalty 3077.460650 = -62869.804864 nChanged 1 SP:Iteration 18Q (20397.350000 sec): 3 clusters Score: Raw -65948.506225 + Penalty 3077.460650 = -62871.045575 nChanged 0 SP:Iteration 19F (20397.520000 sec): 3 clusters Score: Raw -65948.506225 + Penalty 3077.460650 = -62871.045575 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20397.610000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20397.790000 sec): 3 clusters Score: Raw -61526.457678 + Penalty 2968.032395 = -58558.425283 nChanged 66 SP:Iteration 1F (20397.970000 sec): 3 clusters Score: Raw -61694.314823 + Penalty 2968.032395 = -58726.282427 nChanged 17 SP:Iteration 2Q (20398.160000 sec): 3 clusters Score: Raw -61749.723406 + Penalty 2968.032395 = -58781.691011 nChanged 7 SP:Iteration 3Q (20398.330000 sec): 3 clusters Score: Raw -61770.318352 + Penalty 2968.032395 = -58802.285957 nChanged 2 SP:Iteration 4Q (20398.520000 sec): 3 clusters Score: Raw -61774.473862 + Penalty 2968.032395 = -58806.441466 nChanged 1 SP:Iteration 5Q (20398.700000 sec): 3 clusters Score: Raw -61776.753833 + Penalty 2968.032395 = -58808.721438 nChanged 0 SP:Iteration 6F (20398.860000 sec): 3 clusters Score: Raw -61776.753833 + Penalty 2968.032395 = -58808.721438 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20398.940000 sec): 2 clusters Score: Raw -234904.713838 + Penalty 1826.250548 = -233078.463289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20399.130000 sec): 3 clusters Score: Raw -234380.023550 + Penalty 3652.501097 = -230727.522454 nChanged 463 SP:Iteration 1F (20399.320000 sec): 3 clusters Score: Raw -234772.094357 + Penalty 3652.501097 = -231119.593260 nChanged 136 SP:Iteration 2F (20399.480000 sec): 3 clusters Score: Raw -234934.035445 + Penalty 3652.501097 = -231281.534349 nChanged 87 SP:Iteration 3F (20399.650000 sec): 3 clusters Score: Raw -235027.168652 + Penalty 3652.501097 = -231374.667555 nChanged 61 SP:Iteration 4Q (20399.850000 sec): 3 clusters Score: Raw -235091.494008 + Penalty 3652.501097 = -231438.992912 nChanged 41 SP:Iteration 5Q (20400.050000 sec): 3 clusters Score: Raw -235130.278716 + Penalty 3652.501097 = -231477.777619 nChanged 31 SP:Iteration 6Q (20400.270000 sec): 3 clusters Score: Raw -235154.448474 + Penalty 3652.501097 = -231501.947377 nChanged 25 SP:Iteration 7Q (20400.430000 sec): 3 clusters Score: Raw -235176.264757 + Penalty 3652.501097 = -231523.763661 nChanged 20 SP:Iteration 8Q (20400.610000 sec): 3 clusters Score: Raw -235192.911664 + Penalty 3652.501097 = -231540.410567 nChanged 14 SP:Iteration 9Q (20400.800000 sec): 3 clusters Score: Raw -235213.972018 + Penalty 3652.501097 = -231561.470922 nChanged 20 SP:Iteration 10Q (20401.010000 sec): 3 clusters Score: Raw -235248.294382 + Penalty 3652.501097 = -231595.793285 nChanged 25 SP:Iteration 11Q (20401.200000 sec): 3 clusters Score: Raw -235278.247826 + Penalty 3652.501097 = -231625.746729 nChanged 21 SP:Iteration 12Q (20401.350000 sec): 3 clusters Score: Raw -235300.304344 + Penalty 3652.501097 = -231647.803247 nChanged 19 SP:Iteration 13Q (20401.550000 sec): 3 clusters Score: Raw -235318.042241 + Penalty 3652.501097 = -231665.541145 nChanged 12 SP:Iteration 14Q (20401.760000 sec): 3 clusters Score: Raw -235335.748609 + Penalty 3652.501097 = -231683.247512 nChanged 13 SP:Iteration 15Q (20401.900000 sec): 3 clusters Score: Raw -235349.336205 + Penalty 3652.501097 = -231696.835108 nChanged 13 SP:Iteration 16Q (20402.090000 sec): 3 clusters Score: Raw -235359.579008 + Penalty 3652.501097 = -231707.077911 nChanged 6 SP:Iteration 17Q (20402.300000 sec): 3 clusters Score: Raw -235365.103085 + Penalty 3652.501097 = -231712.601989 nChanged 7 SP:Iteration 18Q (20402.470000 sec): 3 clusters Score: Raw -235371.047815 + Penalty 3652.501097 = -231718.546719 nChanged 4 SP:Iteration 19Q (20402.680000 sec): 3 clusters Score: Raw -235373.056655 + Penalty 3652.501097 = -231720.555558 nChanged 5 SP:Iteration 20F (20402.830000 sec): 3 clusters Score: Raw -235380.121052 + Penalty 3652.501097 = -231727.619955 nChanged 10 SP:Iteration 21Q (20403.060000 sec): 3 clusters Score: Raw -235387.413188 + Penalty 3652.501097 = -231734.912091 nChanged 6 SP:Iteration 22Q (20403.230000 sec): 3 clusters Score: Raw -235394.135157 + Penalty 3652.501097 = -231741.634060 nChanged 4 SP:Iteration 23Q (20403.380000 sec): 3 clusters Score: Raw -235397.577291 + Penalty 3652.501097 = -231745.076194 nChanged 4 SP:Iteration 24Q (20403.550000 sec): 3 clusters Score: Raw -235403.812766 + Penalty 3652.501097 = -231751.311669 nChanged 7 SP:Iteration 25Q (20403.760000 sec): 3 clusters Score: Raw -235411.885969 + Penalty 3652.501097 = -231759.384872 nChanged 6 SP:Iteration 26Q (20403.970000 sec): 3 clusters Score: Raw -235415.934425 + Penalty 3652.501097 = -231763.433328 nChanged 3 SP:Iteration 27Q (20404.140000 sec): 3 clusters Score: Raw -235417.856359 + Penalty 3652.501097 = -231765.355263 nChanged 3 SP:Iteration 28Q (20404.320000 sec): 3 clusters Score: Raw -235419.500479 + Penalty 3652.501097 = -231766.999382 nChanged 2 SP:Iteration 29Q (20404.500000 sec): 3 clusters Score: Raw -235421.793554 + Penalty 3652.501097 = -231769.292457 nChanged 5 SP:Iteration 30Q (20404.680000 sec): 3 clusters Score: Raw -235426.392685 + Penalty 3652.501097 = -231773.891588 nChanged 4 SP:Iteration 31Q (20404.840000 sec): 3 clusters Score: Raw -235428.631454 + Penalty 3652.501097 = -231776.130357 nChanged 4 SP:Iteration 32Q (20404.980000 sec): 3 clusters Score: Raw -235431.678669 + Penalty 3652.501097 = -231779.177573 nChanged 6 SP:Iteration 33Q (20405.200000 sec): 3 clusters Score: Raw -235437.443436 + Penalty 3652.501097 = -231784.942340 nChanged 6 SP:Iteration 34Q (20405.370000 sec): 3 clusters Score: Raw -235444.163974 + Penalty 3652.501097 = -231791.662877 nChanged 6 SP:Iteration 35Q (20405.560000 sec): 3 clusters Score: Raw -235451.000247 + Penalty 3652.501097 = -231798.499150 nChanged 5 SP:Iteration 36Q (20405.710000 sec): 3 clusters Score: Raw -235455.883901 + Penalty 3652.501097 = -231803.382805 nChanged 3 SP:Iteration 37Q (20405.940000 sec): 3 clusters Score: Raw -235457.830701 + Penalty 3652.501097 = -231805.329605 nChanged 4 SP:Iteration 38Q (20406.100000 sec): 3 clusters Score: Raw -235460.541849 + Penalty 3652.501097 = -231808.040752 nChanged 3 SP:Iteration 39Q (20406.290000 sec): 3 clusters Score: Raw -235464.376792 + Penalty 3652.501097 = -231811.875696 nChanged 7 SP:Iteration 40F (20406.460000 sec): 3 clusters Score: Raw -235469.354823 + Penalty 3652.501097 = -231816.853726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20406.590000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20406.750000 sec): 3 clusters Score: Raw -43394.160793 + Penalty 2848.529581 = -40545.631212 nChanged 35 SP:Iteration 1F (20407.000000 sec): 3 clusters Score: Raw -43490.671734 + Penalty 2848.529581 = -40642.142153 nChanged 7 SP:Iteration 2Q (20407.120000 sec): 3 clusters Score: Raw -43522.073552 + Penalty 2848.529581 = -40673.543971 nChanged 2 SP:Iteration 3Q (20407.310000 sec): 3 clusters Score: Raw -43533.211468 + Penalty 2848.529581 = -40684.681887 nChanged 1 SP:Iteration 4Q (20407.460000 sec): 3 clusters Score: Raw -43540.091473 + Penalty 2848.529581 = -40691.561892 nChanged 2 SP:Iteration 5Q (20407.660000 sec): 3 clusters Score: Raw -43548.833939 + Penalty 2848.529581 = -40700.304358 nChanged 1 SP:Iteration 6Q (20407.850000 sec): 3 clusters Score: Raw -43550.781957 + Penalty 2848.529581 = -40702.252376 nChanged 0 SP:Iteration 7F (20408.020000 sec): 3 clusters Score: Raw -43550.781957 + Penalty 2848.529581 = -40702.252376 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20408.160000 sec): 2 clusters Score: Raw -395408.228973 + Penalty 1955.934584 = -393452.294389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20408.310000 sec): 3 clusters Score: Raw -394328.921822 + Penalty 3911.869167 = -390417.052655 nChanged 939 SP:Iteration 1F (20408.530000 sec): 3 clusters Score: Raw -395168.872167 + Penalty 3911.869167 = -391257.002999 nChanged 271 SP:Iteration 2F (20408.720000 sec): 3 clusters Score: Raw -395465.014989 + Penalty 3911.869167 = -391553.145822 nChanged 168 SP:Iteration 3F (20408.880000 sec): 3 clusters Score: Raw -395668.114040 + Penalty 3911.869167 = -391756.244873 nChanged 129 SP:Iteration 4Q (20409.060000 sec): 3 clusters Score: Raw -395812.173028 + Penalty 3911.869167 = -391900.303861 nChanged 90 SP:Iteration 5Q (20409.240000 sec): 3 clusters Score: Raw -395896.459229 + Penalty 3911.869167 = -391984.590061 nChanged 66 SP:Iteration 6Q (20409.420000 sec): 3 clusters Score: Raw -395968.010536 + Penalty 3911.869167 = -392056.141368 nChanged 63 SP:Iteration 7Q (20409.620000 sec): 3 clusters Score: Raw -396028.882514 + Penalty 3911.869167 = -392117.013347 nChanged 49 SP:Iteration 8Q (20409.790000 sec): 3 clusters Score: Raw -396066.881610 + Penalty 3911.869167 = -392155.012443 nChanged 29 SP:Iteration 9Q (20409.990000 sec): 3 clusters Score: Raw -396092.265884 + Penalty 3911.869167 = -392180.396716 nChanged 33 SP:Iteration 10Q (20410.130000 sec): 3 clusters Score: Raw -396116.207918 + Penalty 3911.869167 = -392204.338751 nChanged 27 SP:Iteration 11Q (20410.300000 sec): 3 clusters Score: Raw -396135.629267 + Penalty 3911.869167 = -392223.760100 nChanged 17 SP:Iteration 12Q (20410.510000 sec): 3 clusters Score: Raw -396145.067754 + Penalty 3911.869167 = -392233.198586 nChanged 12 SP:Iteration 13Q (20410.660000 sec): 3 clusters Score: Raw -396150.660361 + Penalty 3911.869167 = -392238.791193 nChanged 9 SP:Iteration 14Q (20410.840000 sec): 3 clusters Score: Raw -396155.882893 + Penalty 3911.869167 = -392244.013725 nChanged 5 SP:Iteration 15Q (20411.020000 sec): 3 clusters Score: Raw -396159.842202 + Penalty 3911.869167 = -392247.973035 nChanged 6 SP:Iteration 16Q (20411.240000 sec): 3 clusters Score: Raw -396164.993138 + Penalty 3911.869167 = -392253.123971 nChanged 10 SP:Iteration 17Q (20411.370000 sec): 3 clusters Score: Raw -396171.762368 + Penalty 3911.869167 = -392259.893201 nChanged 6 SP:Iteration 18Q (20411.550000 sec): 3 clusters Score: Raw -396174.999519 + Penalty 3911.869167 = -392263.130351 nChanged 3 SP:Iteration 19Q (20411.740000 sec): 3 clusters Score: Raw -396176.682521 + Penalty 3911.869167 = -392264.813354 nChanged 3 SP:Iteration 20F (20411.930000 sec): 3 clusters Score: Raw -396178.134706 + Penalty 3911.869167 = -392266.265538 nChanged 5 SP:Iteration 21Q (20412.070000 sec): 3 clusters Score: Raw -396183.811757 + Penalty 3911.869167 = -392271.942589 nChanged 13 SP:Iteration 22Q (20412.240000 sec): 3 clusters Score: Raw -396197.629700 + Penalty 3911.869167 = -392285.760532 nChanged 22 SP:Iteration 23Q (20412.440000 sec): 3 clusters Score: Raw -396215.232349 + Penalty 3911.869167 = -392303.363182 nChanged 18 SP:Iteration 24Q (20412.630000 sec): 3 clusters Score: Raw -396226.372391 + Penalty 3911.869167 = -392314.503224 nChanged 15 SP:Iteration 25Q (20412.810000 sec): 3 clusters Score: Raw -396240.744581 + Penalty 3911.869167 = -392328.875413 nChanged 22 SP:Iteration 26Q (20413.000000 sec): 3 clusters Score: Raw -396272.106116 + Penalty 3911.869167 = -392360.236948 nChanged 33 SP:Iteration 27Q (20413.170000 sec): 3 clusters Score: Raw -396334.910789 + Penalty 3911.869167 = -392423.041621 nChanged 42 SP:Iteration 28Q (20413.350000 sec): 3 clusters Score: Raw -396394.888804 + Penalty 3911.869167 = -392483.019636 nChanged 31 SP:Iteration 29Q (20413.530000 sec): 3 clusters Score: Raw -396430.012575 + Penalty 3911.869167 = -392518.143407 nChanged 26 SP:Iteration 30Q (20413.720000 sec): 3 clusters Score: Raw -396450.618285 + Penalty 3911.869167 = -392538.749118 nChanged 19 SP:Iteration 31Q (20413.890000 sec): 3 clusters Score: Raw -396461.205320 + Penalty 3911.869167 = -392549.336153 nChanged 13 SP:Iteration 32Q (20414.070000 sec): 3 clusters Score: Raw -396469.553405 + Penalty 3911.869167 = -392557.684238 nChanged 6 SP:Iteration 33Q (20414.320000 sec): 3 clusters Score: Raw -396473.721496 + Penalty 3911.869167 = -392561.852328 nChanged 4 SP:Iteration 34Q (20414.510000 sec): 3 clusters Score: Raw -396475.626089 + Penalty 3911.869167 = -392563.756921 nChanged 6 SP:Iteration 35Q (20414.710000 sec): 3 clusters Score: Raw -396478.052337 + Penalty 3911.869167 = -392566.183169 nChanged 4 SP:Iteration 36Q (20414.960000 sec): 3 clusters Score: Raw -396479.417695 + Penalty 3911.869167 = -392567.548527 nChanged 1 SP:Iteration 37Q (20415.130000 sec): 3 clusters Score: Raw -396479.919252 + Penalty 3911.869167 = -392568.050085 nChanged 2 SP:Iteration 38Q (20415.320000 sec): 3 clusters Score: Raw -396480.826737 + Penalty 3911.869167 = -392568.957569 nChanged 1 SP:Iteration 39Q (20415.490000 sec): 3 clusters Score: Raw -396481.774222 + Penalty 3911.869167 = -392569.905055 nChanged 1 SP:Iteration 40F (20415.650000 sec): 3 clusters Score: Raw -396482.335102 + Penalty 3911.869167 = -392570.465935 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20415.800000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20415.960000 sec): 3 clusters Score: Raw -19820.564172 + Penalty 2418.097872 = -17402.466300 nChanged 3 SP:Iteration 1Q (20416.120000 sec): 3 clusters Score: Raw -19843.634354 + Penalty 2418.097872 = -17425.536482 nChanged 0 SP:Iteration 2F (20416.350000 sec): 3 clusters Score: Raw -19843.634354 + Penalty 2418.097872 = -17425.536482 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20416.450000 sec): 2 clusters Score: Raw -110774.692191 + Penalty 1639.452619 = -109135.239572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20416.610000 sec): 3 clusters Score: Raw -110695.337294 + Penalty 3278.905238 = -107416.432056 nChanged 187 SP:Iteration 1F (20416.760000 sec): 3 clusters Score: Raw -110986.051034 + Penalty 3278.905238 = -107707.145796 nChanged 49 SP:Iteration 2F (20416.950000 sec): 3 clusters Score: Raw -111135.174606 + Penalty 3278.905238 = -107856.269368 nChanged 40 SP:Iteration 3F (20417.160000 sec): 3 clusters Score: Raw -111306.658239 + Penalty 3278.905238 = -108027.753001 nChanged 40 SP:Iteration 4F (20417.340000 sec): 3 clusters Score: Raw -111464.103134 + Penalty 3278.905238 = -108185.197896 nChanged 24 SP:Iteration 5Q (20417.540000 sec): 3 clusters Score: Raw -111545.613662 + Penalty 3278.905238 = -108266.708424 nChanged 18 SP:Iteration 6Q (20417.720000 sec): 3 clusters Score: Raw -111589.523320 + Penalty 3278.905238 = -108310.618082 nChanged 13 SP:Iteration 7Q (20417.890000 sec): 3 clusters Score: Raw -111617.977781 + Penalty 3278.905238 = -108339.072543 nChanged 8 SP:Iteration 8Q (20418.080000 sec): 3 clusters Score: Raw -111632.028601 + Penalty 3278.905238 = -108353.123363 nChanged 6 SP:Iteration 9Q (20418.260000 sec): 3 clusters Score: Raw -111642.043575 + Penalty 3278.905238 = -108363.138337 nChanged 3 SP:Iteration 10Q (20418.480000 sec): 3 clusters Score: Raw -111649.312486 + Penalty 3278.905238 = -108370.407248 nChanged 1 SP:Iteration 11Q (20418.670000 sec): 3 clusters Score: Raw -111651.664907 + Penalty 3278.905238 = -108372.759669 nChanged 1 SP:Iteration 12Q (20418.880000 sec): 3 clusters Score: Raw -111653.186177 + Penalty 3278.905238 = -108374.280939 nChanged 0 SP:Iteration 13F (20419.020000 sec): 3 clusters Score: Raw -111653.186177 + Penalty 3278.905238 = -108374.280939 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20419.110000 sec): 2 clusters Score: Raw -16694.610449 + Penalty 1146.993258 = -15547.617191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20419.310000 sec): 3 clusters Score: Raw -17009.491803 + Penalty 2293.986515 = -14715.505287 nChanged 1 SP:Iteration 1Q (20419.490000 sec): 3 clusters Score: Raw -17023.518117 + Penalty 2293.986515 = -14729.531601 nChanged 0 SP:Iteration 2F (20419.650000 sec): 3 clusters Score: Raw -17023.518117 + Penalty 2293.986515 = -14729.531601 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20419.740000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20419.930000 sec): 3 clusters Score: Raw -62429.635562 + Penalty 2992.410766 = -59437.224796 nChanged 63 SP:Iteration 1F (20420.110000 sec): 3 clusters Score: Raw -62562.913158 + Penalty 2992.410766 = -59570.502392 nChanged 15 SP:Iteration 2Q (20420.330000 sec): 3 clusters Score: Raw -62604.104382 + Penalty 2992.410766 = -59611.693616 nChanged 11 SP:Iteration 3Q (20420.520000 sec): 3 clusters Score: Raw -62630.379288 + Penalty 2992.410766 = -59637.968522 nChanged 7 SP:Iteration 4Q (20420.740000 sec): 3 clusters Score: Raw -62645.953810 + Penalty 2992.410766 = -59653.543044 nChanged 1 SP:Iteration 5Q (20420.950000 sec): 3 clusters Score: Raw -62647.247973 + Penalty 2992.410766 = -59654.837207 nChanged 0 SP:Iteration 6F (20421.160000 sec): 3 clusters Score: Raw -62647.247973 + Penalty 2992.410766 = -59654.837207 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20421.310000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20421.560000 sec): 3 clusters Score: Raw -1011498.533906 + Penalty 4352.749128 = -1007145.784778 nChanged 2526 SP:Iteration 1F (20421.780000 sec): 3 clusters Score: Raw -1012830.809171 + Penalty 4352.749128 = -1008478.060044 nChanged 486 SP:Iteration 2F (20421.970000 sec): 3 clusters Score: Raw -1013081.149535 + Penalty 4352.749128 = -1008728.400407 nChanged 314 SP:Iteration 3Q (20422.180000 sec): 3 clusters Score: Raw -1013245.333142 + Penalty 4352.749128 = -1008892.584015 nChanged 242 SP:Iteration 4Q (20422.350000 sec): 3 clusters Score: Raw -1013362.652035 + Penalty 4352.749128 = -1009009.902907 nChanged 203 SP:Iteration 5Q (20422.560000 sec): 3 clusters Score: Raw -1013443.072326 + Penalty 4352.749128 = -1009090.323198 nChanged 181 SP:Iteration 6Q (20422.760000 sec): 3 clusters Score: Raw -1013515.692063 + Penalty 4352.749128 = -1009162.942935 nChanged 152 SP:Iteration 7Q (20422.990000 sec): 3 clusters Score: Raw -1013579.987931 + Penalty 4352.749128 = -1009227.238803 nChanged 144 SP:Iteration 8Q (20423.210000 sec): 3 clusters Score: Raw -1013639.891348 + Penalty 4352.749128 = -1009287.142220 nChanged 132 SP:Iteration 9Q (20423.380000 sec): 3 clusters Score: Raw -1013697.125112 + Penalty 4352.749128 = -1009344.375984 nChanged 136 SP:Iteration 10Q (20423.600000 sec): 3 clusters Score: Raw -1013752.066359 + Penalty 4352.749128 = -1009399.317231 nChanged 124 SP:Iteration 11Q (20423.860000 sec): 3 clusters Score: Raw -1013794.526658 + Penalty 4352.749128 = -1009441.777530 nChanged 103 SP:Iteration 12Q (20424.070000 sec): 3 clusters Score: Raw -1013833.246231 + Penalty 4352.749128 = -1009480.497103 nChanged 97 SP:Iteration 13Q (20424.220000 sec): 3 clusters Score: Raw -1013866.770101 + Penalty 4352.749128 = -1009514.020973 nChanged 111 SP:Iteration 14Q (20424.420000 sec): 3 clusters Score: Raw -1013908.006179 + Penalty 4352.749128 = -1009555.257051 nChanged 118 SP:Iteration 15Q (20424.660000 sec): 3 clusters Score: Raw -1013947.323422 + Penalty 4352.749128 = -1009594.574295 nChanged 101 SP:Iteration 16Q (20424.870000 sec): 3 clusters Score: Raw -1013984.412003 + Penalty 4352.749128 = -1009631.662876 nChanged 99 SP:Iteration 17Q (20425.090000 sec): 3 clusters Score: Raw -1014016.329390 + Penalty 4352.749128 = -1009663.580262 nChanged 90 SP:Iteration 18Q (20425.260000 sec): 3 clusters Score: Raw -1014048.232672 + Penalty 4352.749128 = -1009695.483544 nChanged 98 SP:Iteration 19Q (20425.480000 sec): 3 clusters Score: Raw -1014092.007266 + Penalty 4352.749128 = -1009739.258138 nChanged 123 SP:Iteration 20F (20425.720000 sec): 3 clusters Score: Raw -1014150.702286 + Penalty 4352.749128 = -1009797.953158 nChanged 143 SP:Iteration 21Q (20425.940000 sec): 3 clusters Score: Raw -1014223.076006 + Penalty 4352.749128 = -1009870.326878 nChanged 137 SP:Iteration 22Q (20426.150000 sec): 3 clusters Score: Raw -1014306.517508 + Penalty 4352.749128 = -1009953.768380 nChanged 171 SP:Iteration 23Q (20426.360000 sec): 3 clusters Score: Raw -1014424.096649 + Penalty 4352.749128 = -1010071.347522 nChanged 174 SP:Iteration 24Q (20426.570000 sec): 3 clusters Score: Raw -1014536.539762 + Penalty 4352.749128 = -1010183.790635 nChanged 156 SP:Iteration 25Q (20426.770000 sec): 3 clusters Score: Raw -1014646.012092 + Penalty 4352.749128 = -1010293.262964 nChanged 151 SP:Iteration 26Q (20427.020000 sec): 3 clusters Score: Raw -1014750.481041 + Penalty 4352.749128 = -1010397.731913 nChanged 139 SP:Iteration 27Q (20427.220000 sec): 3 clusters Score: Raw -1014852.629454 + Penalty 4352.749128 = -1010499.880326 nChanged 120 SP:Iteration 28Q (20427.440000 sec): 3 clusters Score: Raw -1014946.922495 + Penalty 4352.749128 = -1010594.173367 nChanged 104 SP:Iteration 29Q (20427.710000 sec): 3 clusters Score: Raw -1015019.019619 + Penalty 4352.749128 = -1010666.270491 nChanged 71 SP:Iteration 30Q (20427.890000 sec): 3 clusters Score: Raw -1015071.979738 + Penalty 4352.749128 = -1010719.230610 nChanged 62 SP:Iteration 31Q (20428.110000 sec): 3 clusters Score: Raw -1015117.570567 + Penalty 4352.749128 = -1010764.821439 nChanged 46 SP:Iteration 32Q (20428.330000 sec): 3 clusters Score: Raw -1015151.911163 + Penalty 4352.749128 = -1010799.162035 nChanged 49 SP:Iteration 33Q (20428.570000 sec): 3 clusters Score: Raw -1015188.966051 + Penalty 4352.749128 = -1010836.216923 nChanged 38 SP:Iteration 34Q (20428.790000 sec): 3 clusters Score: Raw -1015212.414289 + Penalty 4352.749128 = -1010859.665162 nChanged 30 SP:Iteration 35Q (20428.990000 sec): 3 clusters Score: Raw -1015234.379777 + Penalty 4352.749128 = -1010881.630649 nChanged 29 SP:Iteration 36Q (20429.220000 sec): 3 clusters Score: Raw -1015252.122849 + Penalty 4352.749128 = -1010899.373721 nChanged 22 SP:Iteration 37Q (20429.440000 sec): 3 clusters Score: Raw -1015264.501241 + Penalty 4352.749128 = -1010911.752113 nChanged 16 SP:Iteration 38Q (20429.690000 sec): 3 clusters Score: Raw -1015275.393207 + Penalty 4352.749128 = -1010922.644079 nChanged 18 SP:Iteration 39Q (20429.910000 sec): 3 clusters Score: Raw -1015287.499332 + Penalty 4352.749128 = -1010934.750204 nChanged 16 SP:Iteration 40F (20430.170000 sec): 3 clusters Score: Raw -1015295.765408 + Penalty 4352.749128 = -1010943.016281 nChanged 13 SP:Iteration 41Q (20430.380000 sec): 3 clusters Score: Raw -1015304.155963 + Penalty 4352.749128 = -1010951.406835 nChanged 8 SP:Iteration 42Q (20430.560000 sec): 3 clusters Score: Raw -1015309.377677 + Penalty 4352.749128 = -1010956.628549 nChanged 8 SP:Iteration 43Q (20430.750000 sec): 3 clusters Score: Raw -1015313.573639 + Penalty 4352.749128 = -1010960.824511 nChanged 4 SP:Iteration 44Q (20430.950000 sec): 3 clusters Score: Raw -1015315.119094 + Penalty 4352.749128 = -1010962.369966 nChanged 2 SP:Iteration 45Q (20431.130000 sec): 3 clusters Score: Raw -1015316.613395 + Penalty 4352.749128 = -1010963.864267 nChanged 3 SP:Iteration 46Q (20431.350000 sec): 3 clusters Score: Raw -1015317.738607 + Penalty 4352.749128 = -1010964.989479 nChanged 2 SP:Iteration 47Q (20431.530000 sec): 3 clusters Score: Raw -1015319.428341 + Penalty 4352.749128 = -1010966.679213 nChanged 4 SP:Iteration 48Q (20431.730000 sec): 3 clusters Score: Raw -1015322.237928 + Penalty 4352.749128 = -1010969.488800 nChanged 3 SP:Iteration 49Q (20431.970000 sec): 3 clusters Score: Raw -1015323.431854 + Penalty 4352.749128 = -1010970.682726 nChanged 0 SP:Iteration 50F (20432.130000 sec): 3 clusters Score: Raw -1015323.431854 + Penalty 4352.749128 = -1010970.682726 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20432.250000 sec): 2 clusters Score: Raw -38337.574323 + Penalty 1400.070831 = -36937.503492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20432.410000 sec): 3 clusters Score: Raw -38503.493195 + Penalty 2800.141661 = -35703.351533 nChanged 31 SP:Iteration 1F (20432.560000 sec): 3 clusters Score: Raw -38781.950778 + Penalty 2800.141661 = -35981.809117 nChanged 15 SP:Iteration 2F (20432.740000 sec): 3 clusters Score: Raw -38851.610992 + Penalty 2800.141661 = -36051.469331 nChanged 14 SP:Iteration 3Q (20432.990000 sec): 3 clusters Score: Raw -38927.204081 + Penalty 2800.141661 = -36127.062420 nChanged 11 SP:Iteration 4Q (20433.150000 sec): 3 clusters Score: Raw -39011.672853 + Penalty 2800.141661 = -36211.531192 nChanged 5 SP:Iteration 5Q (20433.320000 sec): 3 clusters Score: Raw -39048.704457 + Penalty 2800.141661 = -36248.562796 nChanged 3 SP:Iteration 6Q (20433.500000 sec): 3 clusters Score: Raw -39070.503801 + Penalty 2800.141661 = -36270.362139 nChanged 1 SP:Iteration 7Q (20433.680000 sec): 3 clusters Score: Raw -39080.212231 + Penalty 2800.141661 = -36280.070570 nChanged 2 SP:Iteration 8Q (20433.880000 sec): 3 clusters Score: Raw -39093.327595 + Penalty 2800.141661 = -36293.185934 nChanged 1 SP:Iteration 9Q (20434.060000 sec): 3 clusters Score: Raw -39107.196688 + Penalty 2800.141661 = -36307.055026 nChanged 3 SP:Iteration 10Q (20434.230000 sec): 3 clusters Score: Raw -39136.290158 + Penalty 2800.141661 = -36336.148497 nChanged 5 SP:Iteration 11Q (20434.450000 sec): 3 clusters Score: Raw -39160.108945 + Penalty 2800.141661 = -36359.967283 nChanged 2 SP:Iteration 12Q (20434.620000 sec): 3 clusters Score: Raw -39169.385004 + Penalty 2800.141661 = -36369.243343 nChanged 1 SP:Iteration 13Q (20434.780000 sec): 3 clusters Score: Raw -39175.377455 + Penalty 2800.141661 = -36375.235794 nChanged 2 SP:Iteration 14Q (20434.980000 sec): 3 clusters Score: Raw -39188.841301 + Penalty 2800.141661 = -36388.699639 nChanged 0 SP:Iteration 15F (20435.190000 sec): 3 clusters Score: Raw -39188.841301 + Penalty 2800.141661 = -36388.699639 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20435.270000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20435.470000 sec): 3 clusters Score: Raw -28782.018636 + Penalty 2640.212950 = -26141.805686 nChanged 16 SP:Iteration 1F (20435.640000 sec): 3 clusters Score: Raw -28910.422702 + Penalty 2640.212950 = -26270.209752 nChanged 4 SP:Iteration 2Q (20435.800000 sec): 3 clusters Score: Raw -28930.839729 + Penalty 2640.212950 = -26290.626779 nChanged 1 SP:Iteration 3Q (20436.030000 sec): 3 clusters Score: Raw -28945.350517 + Penalty 2640.212950 = -26305.137568 nChanged 2 SP:Iteration 4Q (20436.200000 sec): 3 clusters Score: Raw -28960.682750 + Penalty 2640.212950 = -26320.469800 nChanged 0 SP:Iteration 5F (20436.360000 sec): 3 clusters Score: Raw -28960.682750 + Penalty 2640.212950 = -26320.469800 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20436.430000 sec): 2 clusters Score: Raw -142499.749936 + Penalty 1707.606398 = -140792.143538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20436.620000 sec): 3 clusters Score: Raw -142330.432447 + Penalty 3415.212796 = -138915.219651 nChanged 246 SP:Iteration 1F (20436.810000 sec): 3 clusters Score: Raw -142761.317183 + Penalty 3415.212796 = -139346.104387 nChanged 115 SP:Iteration 2F (20436.990000 sec): 3 clusters Score: Raw -143092.904068 + Penalty 3415.212796 = -139677.691271 nChanged 83 SP:Iteration 3F (20437.210000 sec): 3 clusters Score: Raw -143369.925347 + Penalty 3415.212796 = -139954.712551 nChanged 61 SP:Iteration 4F (20437.390000 sec): 3 clusters Score: Raw -143556.142471 + Penalty 3415.212796 = -140140.929675 nChanged 36 SP:Iteration 5Q (20437.570000 sec): 3 clusters Score: Raw -143669.169322 + Penalty 3415.212796 = -140253.956526 nChanged 29 SP:Iteration 6Q (20437.750000 sec): 3 clusters Score: Raw -143799.669868 + Penalty 3415.212796 = -140384.457072 nChanged 23 SP:Iteration 7Q (20437.970000 sec): 3 clusters Score: Raw -143892.390004 + Penalty 3415.212796 = -140477.177208 nChanged 16 SP:Iteration 8Q (20438.170000 sec): 3 clusters Score: Raw -143950.679892 + Penalty 3415.212796 = -140535.467096 nChanged 19 SP:Iteration 9Q (20438.330000 sec): 3 clusters Score: Raw -144025.776184 + Penalty 3415.212796 = -140610.563388 nChanged 7 SP:Iteration 10Q (20438.570000 sec): 3 clusters Score: Raw -144057.630125 + Penalty 3415.212796 = -140642.417328 nChanged 4 SP:Iteration 11Q (20438.730000 sec): 3 clusters Score: Raw -144065.231699 + Penalty 3415.212796 = -140650.018903 nChanged 1 SP:Iteration 12Q (20438.950000 sec): 3 clusters Score: Raw -144066.233221 + Penalty 3415.212796 = -140651.020425 nChanged 0 SP:Iteration 13F (20439.110000 sec): 3 clusters Score: Raw -144066.233221 + Penalty 3415.212796 = -140651.020425 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20439.230000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20439.420000 sec): 3 clusters Score: Raw -45109.379125 + Penalty 2785.918464 = -42323.460660 nChanged 34 SP:Iteration 1F (20439.590000 sec): 3 clusters Score: Raw -45237.132619 + Penalty 2785.918464 = -42451.214155 nChanged 11 SP:Iteration 2Q (20439.810000 sec): 3 clusters Score: Raw -45298.178847 + Penalty 2785.918464 = -42512.260382 nChanged 4 SP:Iteration 3Q (20439.940000 sec): 3 clusters Score: Raw -45326.753629 + Penalty 2785.918464 = -42540.835164 nChanged 2 SP:Iteration 4Q (20440.150000 sec): 3 clusters Score: Raw -45329.409078 + Penalty 2785.918464 = -42543.490614 nChanged 0 SP:Iteration 5F (20440.350000 sec): 3 clusters Score: Raw -45329.409078 + Penalty 2785.918464 = -42543.490614 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20440.460000 sec): 2 clusters Score: Raw -28273.193253 + Penalty 1297.314937 = -26975.878316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20440.670000 sec): 3 clusters Score: Raw -28483.586518 + Penalty 2594.629874 = -25888.956644 nChanged 12 SP:Iteration 1F (20440.820000 sec): 3 clusters Score: Raw -28553.570294 + Penalty 2594.629874 = -25958.940420 nChanged 4 SP:Iteration 2Q (20440.980000 sec): 3 clusters Score: Raw -28577.903579 + Penalty 2594.629874 = -25983.273705 nChanged 1 SP:Iteration 3Q (20441.190000 sec): 3 clusters Score: Raw -28581.581445 + Penalty 2594.629874 = -25986.951571 nChanged 1 SP:Iteration 4Q (20441.360000 sec): 3 clusters Score: Raw -28586.549845 + Penalty 2594.629874 = -25991.919971 nChanged 0 SP:Iteration 5F (20441.490000 sec): 3 clusters Score: Raw -28586.549845 + Penalty 2594.629874 = -25991.919971 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20441.630000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20441.830000 sec): 3 clusters Score: Raw -388720.027520 + Penalty 3875.541410 = -384844.486110 nChanged 815 SP:Iteration 1F (20442.030000 sec): 3 clusters Score: Raw -389300.073591 + Penalty 3875.541410 = -385424.532181 nChanged 203 SP:Iteration 2F (20442.250000 sec): 3 clusters Score: Raw -389482.383165 + Penalty 3875.541410 = -385606.841755 nChanged 129 SP:Iteration 3F (20442.440000 sec): 3 clusters Score: Raw -389586.472592 + Penalty 3875.541410 = -385710.931182 nChanged 94 SP:Iteration 4Q (20442.610000 sec): 3 clusters Score: Raw -389659.325806 + Penalty 3875.541410 = -385783.784396 nChanged 62 SP:Iteration 5Q (20442.780000 sec): 3 clusters Score: Raw -389717.818136 + Penalty 3875.541410 = -385842.276726 nChanged 70 SP:Iteration 6Q (20442.960000 sec): 3 clusters Score: Raw -389771.709573 + Penalty 3875.541410 = -385896.168162 nChanged 66 SP:Iteration 7Q (20443.220000 sec): 3 clusters Score: Raw -389822.298865 + Penalty 3875.541410 = -385946.757455 nChanged 65 SP:Iteration 8Q (20443.410000 sec): 3 clusters Score: Raw -389878.198942 + Penalty 3875.541410 = -386002.657532 nChanged 64 SP:Iteration 9Q (20443.600000 sec): 3 clusters Score: Raw -389932.578613 + Penalty 3875.541410 = -386057.037203 nChanged 56 SP:Iteration 10Q (20443.770000 sec): 3 clusters Score: Raw -389986.030438 + Penalty 3875.541410 = -386110.489028 nChanged 49 SP:Iteration 11Q (20443.980000 sec): 3 clusters Score: Raw -390034.822955 + Penalty 3875.541410 = -386159.281544 nChanged 57 SP:Iteration 12Q (20444.200000 sec): 3 clusters Score: Raw -390084.894927 + Penalty 3875.541410 = -386209.353517 nChanged 47 SP:Iteration 13Q (20444.390000 sec): 3 clusters Score: Raw -390123.921589 + Penalty 3875.541410 = -386248.380178 nChanged 37 SP:Iteration 14Q (20444.580000 sec): 3 clusters Score: Raw -390151.883179 + Penalty 3875.541410 = -386276.341769 nChanged 22 SP:Iteration 15Q (20444.740000 sec): 3 clusters Score: Raw -390165.710477 + Penalty 3875.541410 = -386290.169067 nChanged 15 SP:Iteration 16Q (20444.930000 sec): 3 clusters Score: Raw -390176.696762 + Penalty 3875.541410 = -386301.155352 nChanged 15 SP:Iteration 17Q (20445.170000 sec): 3 clusters Score: Raw -390187.502233 + Penalty 3875.541410 = -386311.960822 nChanged 12 SP:Iteration 18Q (20445.390000 sec): 3 clusters Score: Raw -390194.760827 + Penalty 3875.541410 = -386319.219417 nChanged 11 SP:Iteration 19Q (20445.620000 sec): 3 clusters Score: Raw -390202.580090 + Penalty 3875.541410 = -386327.038680 nChanged 17 SP:Iteration 20F (20445.790000 sec): 3 clusters Score: Raw -390216.720017 + Penalty 3875.541410 = -386341.178606 nChanged 15 SP:Iteration 21Q (20446.000000 sec): 3 clusters Score: Raw -390227.312807 + Penalty 3875.541410 = -386351.771397 nChanged 13 SP:Iteration 22Q (20446.220000 sec): 3 clusters Score: Raw -390236.098338 + Penalty 3875.541410 = -386360.556928 nChanged 9 SP:Iteration 23Q (20446.430000 sec): 3 clusters Score: Raw -390242.971769 + Penalty 3875.541410 = -386367.430359 nChanged 10 SP:Iteration 24Q (20446.650000 sec): 3 clusters Score: Raw -390252.908869 + Penalty 3875.541410 = -386377.367459 nChanged 13 SP:Iteration 25Q (20446.860000 sec): 3 clusters Score: Raw -390264.550449 + Penalty 3875.541410 = -386389.009039 nChanged 7 SP:Iteration 26Q (20447.040000 sec): 3 clusters Score: Raw -390269.457910 + Penalty 3875.541410 = -386393.916500 nChanged 7 SP:Iteration 27Q (20447.240000 sec): 3 clusters Score: Raw -390274.965942 + Penalty 3875.541410 = -386399.424532 nChanged 4 SP:Iteration 28Q (20447.450000 sec): 3 clusters Score: Raw -390276.925570 + Penalty 3875.541410 = -386401.384159 nChanged 2 SP:Iteration 29Q (20447.650000 sec): 3 clusters Score: Raw -390277.908803 + Penalty 3875.541410 = -386402.367393 nChanged 1 SP:Iteration 30Q (20447.850000 sec): 3 clusters Score: Raw -390278.243943 + Penalty 3875.541410 = -386402.702533 nChanged 0 SP:Iteration 31F (20448.060000 sec): 3 clusters Score: Raw -390278.243943 + Penalty 3875.541410 = -386402.702533 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20448.110000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20448.290000 sec): 3 clusters Score: Raw -15258.669880 + Penalty 2394.843614 = -12863.826266 nChanged 13 SP:Iteration 1F (20448.480000 sec): 3 clusters Score: Raw -15397.957193 + Penalty 2394.843614 = -13003.113579 nChanged 1 SP:Iteration 2Q (20448.640000 sec): 3 clusters Score: Raw -15417.302239 + Penalty 2394.843614 = -13022.458625 nChanged 1 SP:Iteration 3Q (20448.840000 sec): 3 clusters Score: Raw -15444.310278 + Penalty 2394.843614 = -13049.466665 nChanged 1 SP:Iteration 4Q (20449.040000 sec): 3 clusters Score: Raw -15451.163502 + Penalty 2394.843614 = -13056.319888 nChanged 0 SP:Iteration 5F (20449.220000 sec): 3 clusters Score: Raw -15451.163502 + Penalty 2394.843614 = -13056.319888 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20449.270000 sec): 2 clusters Score: Raw -22061.241217 + Penalty 1264.766874 = -20796.474343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20449.440000 sec): 3 clusters Score: Raw -22334.588640 + Penalty 2529.533748 = -19805.054892 nChanged 6 SP:Iteration 1Q (20449.610000 sec): 3 clusters Score: Raw -22385.417377 + Penalty 2529.533748 = -19855.883629 nChanged 3 SP:Iteration 2Q (20449.780000 sec): 3 clusters Score: Raw -22405.080466 + Penalty 2529.533748 = -19875.546718 nChanged 0 SP:Iteration 3F (20449.950000 sec): 3 clusters Score: Raw -22405.080466 + Penalty 2529.533748 = -19875.546718 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20449.990000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20450.160000 sec): 3 clusters Score: Raw -39792.191316 + Penalty 2767.545994 = -37024.645322 nChanged 32 SP:Iteration 1F (20450.350000 sec): 3 clusters Score: Raw -39905.047360 + Penalty 2767.545994 = -37137.501366 nChanged 10 SP:Iteration 2Q (20450.520000 sec): 3 clusters Score: Raw -39947.959400 + Penalty 2767.545994 = -37180.413406 nChanged 5 SP:Iteration 3Q (20450.710000 sec): 3 clusters Score: Raw -39983.793832 + Penalty 2767.545994 = -37216.247838 nChanged 1 SP:Iteration 4Q (20450.920000 sec): 3 clusters Score: Raw -39992.342147 + Penalty 2767.545994 = -37224.796153 nChanged 3 SP:Iteration 5Q (20451.070000 sec): 3 clusters Score: Raw -40003.976939 + Penalty 2767.545994 = -37236.430945 nChanged 2 SP:Iteration 6Q (20451.230000 sec): 3 clusters Score: Raw -40012.965166 + Penalty 2767.545994 = -37245.419173 nChanged 1 SP:Iteration 7Q (20451.440000 sec): 3 clusters Score: Raw -40018.070261 + Penalty 2767.545994 = -37250.524268 nChanged 0 SP:Iteration 8F (20451.590000 sec): 3 clusters Score: Raw -40018.070261 + Penalty 2767.545994 = -37250.524268 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20451.680000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20451.880000 sec): 3 clusters Score: Raw -55700.767568 + Penalty 2952.808694 = -52747.958874 nChanged 54 SP:Iteration 1F (20452.070000 sec): 3 clusters Score: Raw -55842.751619 + Penalty 2952.808694 = -52889.942925 nChanged 15 SP:Iteration 2Q (20452.300000 sec): 3 clusters Score: Raw -55904.867675 + Penalty 2952.808694 = -52952.058981 nChanged 11 SP:Iteration 3Q (20452.430000 sec): 3 clusters Score: Raw -55931.291487 + Penalty 2952.808694 = -52978.482793 nChanged 5 SP:Iteration 4Q (20452.620000 sec): 3 clusters Score: Raw -55948.710093 + Penalty 2952.808694 = -52995.901399 nChanged 5 SP:Iteration 5Q (20452.810000 sec): 3 clusters Score: Raw -55957.193370 + Penalty 2952.808694 = -53004.384676 nChanged 4 SP:Iteration 6Q (20452.970000 sec): 3 clusters Score: Raw -55973.445637 + Penalty 2952.808694 = -53020.636943 nChanged 8 SP:Iteration 7Q (20453.160000 sec): 3 clusters Score: Raw -55996.594804 + Penalty 2952.808694 = -53043.786110 nChanged 5 SP:Iteration 8Q (20453.350000 sec): 3 clusters Score: Raw -56009.217308 + Penalty 2952.808694 = -53056.408614 nChanged 3 SP:Iteration 9Q (20453.530000 sec): 3 clusters Score: Raw -56018.133942 + Penalty 2952.808694 = -53065.325248 nChanged 7 SP:Iteration 10Q (20453.730000 sec): 3 clusters Score: Raw -56047.718873 + Penalty 2952.808694 = -53094.910179 nChanged 6 SP:Iteration 11Q (20453.860000 sec): 3 clusters Score: Raw -56063.339235 + Penalty 2952.808694 = -53110.530541 nChanged 3 SP:Iteration 12Q (20454.060000 sec): 3 clusters Score: Raw -56069.885811 + Penalty 2952.808694 = -53117.077117 nChanged 5 SP:Iteration 13Q (20454.220000 sec): 3 clusters Score: Raw -56082.864855 + Penalty 2952.808694 = -53130.056161 nChanged 3 SP:Iteration 14Q (20454.390000 sec): 3 clusters Score: Raw -56089.285481 + Penalty 2952.808694 = -53136.476787 nChanged 4 SP:Iteration 15Q (20454.570000 sec): 3 clusters Score: Raw -56100.617832 + Penalty 2952.808694 = -53147.809139 nChanged 2 SP:Iteration 16Q (20454.760000 sec): 3 clusters Score: Raw -56107.953213 + Penalty 2952.808694 = -53155.144519 nChanged 1 SP:Iteration 17Q (20454.930000 sec): 3 clusters Score: Raw -56111.340708 + Penalty 2952.808694 = -53158.532015 nChanged 1 SP:Iteration 18Q (20455.160000 sec): 3 clusters Score: Raw -56113.972049 + Penalty 2952.808694 = -53161.163355 nChanged 0 SP:Iteration 19F (20455.330000 sec): 3 clusters Score: Raw -56113.972049 + Penalty 2952.808694 = -53161.163355 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20455.440000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20455.610000 sec): 3 clusters Score: Raw -38711.918913 + Penalty 2744.561186 = -35967.357726 nChanged 19 SP:Iteration 1F (20455.770000 sec): 3 clusters Score: Raw -38789.190337 + Penalty 2744.561186 = -36044.629151 nChanged 6 SP:Iteration 2Q (20455.940000 sec): 3 clusters Score: Raw -38819.474494 + Penalty 2744.561186 = -36074.913307 nChanged 6 SP:Iteration 3Q (20456.110000 sec): 3 clusters Score: Raw -38848.979316 + Penalty 2744.561186 = -36104.418130 nChanged 1 SP:Iteration 4Q (20456.280000 sec): 3 clusters Score: Raw -38857.938505 + Penalty 2744.561186 = -36113.377318 nChanged 2 SP:Iteration 5Q (20456.450000 sec): 3 clusters Score: Raw -38866.431950 + Penalty 2744.561186 = -36121.870764 nChanged 2 SP:Iteration 6Q (20456.620000 sec): 3 clusters Score: Raw -38876.992026 + Penalty 2744.561186 = -36132.430840 nChanged 2 SP:Iteration 7Q (20456.790000 sec): 3 clusters Score: Raw -38891.643330 + Penalty 2744.561186 = -36147.082144 nChanged 1 SP:Iteration 8Q (20456.990000 sec): 3 clusters Score: Raw -38896.228720 + Penalty 2744.561186 = -36151.667534 nChanged 1 SP:Iteration 9Q (20457.210000 sec): 3 clusters Score: Raw -38901.567005 + Penalty 2744.561186 = -36157.005818 nChanged 0 SP:Iteration 10F (20457.360000 sec): 3 clusters Score: Raw -38901.567005 + Penalty 2744.561186 = -36157.005818 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20457.500000 sec): 2 clusters Score: Raw -42725.078594 + Penalty 1391.149005 = -41333.929588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20457.690000 sec): 3 clusters Score: Raw -42883.182467 + Penalty 2782.298010 = -40100.884457 nChanged 35 SP:Iteration 1F (20457.860000 sec): 3 clusters Score: Raw -43017.184379 + Penalty 2782.298010 = -40234.886369 nChanged 10 SP:Iteration 2Q (20458.050000 sec): 3 clusters Score: Raw -43052.128189 + Penalty 2782.298010 = -40269.830178 nChanged 3 SP:Iteration 3Q (20458.220000 sec): 3 clusters Score: Raw -43072.736797 + Penalty 2782.298010 = -40290.438787 nChanged 2 SP:Iteration 4Q (20458.400000 sec): 3 clusters Score: Raw -43083.327610 + Penalty 2782.298010 = -40301.029599 nChanged 3 SP:Iteration 5Q (20458.580000 sec): 3 clusters Score: Raw -43090.197110 + Penalty 2782.298010 = -40307.899099 nChanged 2 SP:Iteration 6Q (20458.750000 sec): 3 clusters Score: Raw -43095.678440 + Penalty 2782.298010 = -40313.380430 nChanged 3 SP:Iteration 7Q (20458.950000 sec): 3 clusters Score: Raw -43104.231391 + Penalty 2782.298010 = -40321.933380 nChanged 1 SP:Iteration 8Q (20459.150000 sec): 3 clusters Score: Raw -43105.712296 + Penalty 2782.298010 = -40323.414286 nChanged 0 SP:Iteration 9F (20459.300000 sec): 3 clusters Score: Raw -43105.712296 + Penalty 2782.298010 = -40323.414286 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20459.400000 sec): 2 clusters Score: Raw -10255.559522 + Penalty 1060.613198 = -9194.946324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20459.450000 sec): 2 clusters Score: Raw 39945.498106 + Penalty 1060.613198 = 41006.111304 nChanged 29 SP:Iteration 1F (20459.540000 sec): 2 clusters Score: Raw -10255.559522 + Penalty 1060.613198 = -9194.946324 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20459.640000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20459.790000 sec): 3 clusters Score: Raw -66279.065856 + Penalty 3046.450553 = -63232.615302 nChanged 75 SP:Iteration 1F (20459.950000 sec): 3 clusters Score: Raw -66453.789646 + Penalty 3046.450553 = -63407.339093 nChanged 18 SP:Iteration 2Q (20460.160000 sec): 3 clusters Score: Raw -66513.662656 + Penalty 3046.450553 = -63467.212103 nChanged 7 SP:Iteration 3Q (20460.300000 sec): 3 clusters Score: Raw -66525.364560 + Penalty 3046.450553 = -63478.914006 nChanged 2 SP:Iteration 4Q (20460.450000 sec): 3 clusters Score: Raw -66529.864609 + Penalty 3046.450553 = -63483.414056 nChanged 1 SP:Iteration 5Q (20460.680000 sec): 3 clusters Score: Raw -66532.691745 + Penalty 3046.450553 = -63486.241192 nChanged 0 SP:Iteration 6F (20460.830000 sec): 3 clusters Score: Raw -66532.691745 + Penalty 3046.450553 = -63486.241192 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20460.920000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20461.080000 sec): 3 clusters Score: Raw -24545.445077 + Penalty 2553.157260 = -21992.287817 nChanged 8 SP:Iteration 1Q (20461.250000 sec): 3 clusters Score: Raw -24595.385465 + Penalty 2553.157260 = -22042.228204 nChanged 3 SP:Iteration 2Q (20461.440000 sec): 3 clusters Score: Raw -24616.474559 + Penalty 2553.157260 = -22063.317299 nChanged 0 SP:Iteration 3F (20461.610000 sec): 3 clusters Score: Raw -24616.474559 + Penalty 2553.157260 = -22063.317299 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20461.710000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20461.910000 sec): 3 clusters Score: Raw -23772.323542 + Penalty 2465.027397 = -21307.296146 nChanged 7 SP:Iteration 1Q (20462.060000 sec): 3 clusters Score: Raw -23817.374696 + Penalty 2465.027397 = -21352.347300 nChanged 4 SP:Iteration 2Q (20462.300000 sec): 3 clusters Score: Raw -23859.025364 + Penalty 2465.027397 = -21393.997967 nChanged 0 SP:Iteration 3F (20462.460000 sec): 3 clusters Score: Raw -23859.025364 + Penalty 2465.027397 = -21393.997967 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20463.160000 sec): 2 clusters Score: Raw -21819864.638242 + Penalty 2933.264097 = -21816931.374146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20464.080000 sec): 3 clusters Score: Raw -21731170.510554 + Penalty 5866.528193 = -21725303.982361 nChanged 65449 SP:Iteration 1F (20464.980000 sec): 3 clusters Score: Raw -21768306.837007 + Penalty 5866.528193 = -21762440.308814 nChanged 3829 SP:Iteration 2Q (20465.860000 sec): 3 clusters Score: Raw -21769120.392111 + Penalty 5866.528193 = -21763253.863917 nChanged 4019 SP:Iteration 3Q (20466.770000 sec): 3 clusters Score: Raw -21770094.329091 + Penalty 5866.528193 = -21764227.800898 nChanged 4254 SP:Iteration 4Q (20467.710000 sec): 3 clusters Score: Raw -21771330.992310 + Penalty 5866.528193 = -21765464.464116 nChanged 4870 SP:Iteration 5Q (20468.580000 sec): 3 clusters Score: Raw -21773191.352478 + Penalty 5866.528193 = -21767324.824285 nChanged 6185 SP:Iteration 6Q (20469.470000 sec): 3 clusters Score: Raw -21776239.853574 + Penalty 5866.528193 = -21770373.325381 nChanged 8040 SP:Iteration 7F (20470.340000 sec): 3 clusters Score: Raw -21781294.671478 + Penalty 5866.528193 = -21775428.143285 nChanged 10218 SP:Iteration 8F (20471.200000 sec): 3 clusters Score: Raw -21789080.744664 + Penalty 5866.528193 = -21783214.216471 nChanged 11513 SP:Iteration 9F (20472.050000 sec): 3 clusters Score: Raw -21799208.166028 + Penalty 5866.528193 = -21793341.637835 nChanged 10413 SP:Iteration 10F (20472.940000 sec): 3 clusters Score: Raw -21808866.750300 + Penalty 5866.528193 = -21803000.222107 nChanged 6933 SP:Iteration 11F (20473.900000 sec): 3 clusters Score: Raw -21815221.293248 + Penalty 5866.528193 = -21809354.765055 nChanged 3427 SP:Iteration 12Q (20474.690000 sec): 3 clusters Score: Raw -21818258.254139 + Penalty 5866.528193 = -21812391.725946 nChanged 1345 SP:Iteration 13Q (20475.440000 sec): 3 clusters Score: Raw -21819434.780235 + Penalty 5866.528193 = -21813568.252041 nChanged 494 SP:Iteration 14Q (20476.230000 sec): 3 clusters Score: Raw -21819889.308632 + Penalty 5866.528193 = -21814022.780438 nChanged 216 SP:Iteration 15Q (20477.060000 sec): 3 clusters Score: Raw -21820104.644706 + Penalty 5866.528193 = -21814238.116513 nChanged 106 SP:Iteration 16Q (20477.860000 sec): 3 clusters Score: Raw -21820223.108116 + Penalty 5866.528193 = -21814356.579923 nChanged 70 SP:Iteration 17Q (20478.640000 sec): 3 clusters Score: Raw -21820300.170953 + Penalty 5866.528193 = -21814433.642760 nChanged 46 SP:Iteration 18Q (20479.490000 sec): 3 clusters Score: Raw -21820345.362465 + Penalty 5866.528193 = -21814478.834272 nChanged 33 SP:Iteration 19Q (20480.310000 sec): 3 clusters Score: Raw -21820376.924902 + Penalty 5866.528193 = -21814510.396709 nChanged 24 SP:Iteration 20F (20481.230000 sec): 3 clusters Score: Raw -21820397.402687 + Penalty 5866.528193 = -21814530.874494 nChanged 20 SP:Iteration 21Q (20481.990000 sec): 3 clusters Score: Raw -21820414.797401 + Penalty 5866.528193 = -21814548.269207 nChanged 19 SP:Iteration 22Q (20482.730000 sec): 3 clusters Score: Raw -21820431.644304 + Penalty 5866.528193 = -21814565.116111 nChanged 17 SP:Iteration 23Q (20483.440000 sec): 3 clusters Score: Raw -21820448.291768 + Penalty 5866.528193 = -21814581.763574 nChanged 14 SP:Iteration 24Q (20484.140000 sec): 3 clusters Score: Raw -21820460.149893 + Penalty 5866.528193 = -21814593.621699 nChanged 6 SP:Iteration 25Q (20484.820000 sec): 3 clusters Score: Raw -21820464.569975 + Penalty 5866.528193 = -21814598.041782 nChanged 2 SP:Iteration 26Q (20485.530000 sec): 3 clusters Score: Raw -21820465.799959 + Penalty 5866.528193 = -21814599.271765 nChanged 1 SP:Iteration 27Q (20486.190000 sec): 3 clusters Score: Raw -21820466.623627 + Penalty 5866.528193 = -21814600.095433 nChanged 1 SP:Iteration 28Q (20486.900000 sec): 3 clusters Score: Raw -21820467.752197 + Penalty 5866.528193 = -21814601.224003 nChanged 2 SP:Iteration 29Q (20487.610000 sec): 3 clusters Score: Raw -21820469.791044 + Penalty 5866.528193 = -21814603.262850 nChanged 4 SP:Iteration 30Q (20488.320000 sec): 3 clusters Score: Raw -21820472.403419 + Penalty 5866.528193 = -21814605.875226 nChanged 5 SP:Iteration 31Q (20488.990000 sec): 3 clusters Score: Raw -21820476.493986 + Penalty 5866.528193 = -21814609.965793 nChanged 3 SP:Iteration 32Q (20489.760000 sec): 3 clusters Score: Raw -21820478.589424 + Penalty 5866.528193 = -21814612.061231 nChanged 4 SP:Iteration 33Q (20490.490000 sec): 3 clusters Score: Raw -21820481.514594 + Penalty 5866.528193 = -21814614.986401 nChanged 1 SP:Iteration 34Q (20491.220000 sec): 3 clusters Score: Raw -21820482.405474 + Penalty 5866.528193 = -21814615.877281 nChanged 0 SP:Iteration 35F (20492.140000 sec): 3 clusters Score: Raw -21820482.405474 + Penalty 5866.528193 = -21814615.877281 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20492.260000 sec): 2 clusters Score: Raw -24296.512695 + Penalty 1244.285400 = -23052.227296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20492.440000 sec): 3 clusters Score: Raw -24746.642010 + Penalty 2488.570799 = -22258.071211 nChanged 5 SP:Iteration 1Q (20492.610000 sec): 3 clusters Score: Raw -24772.433165 + Penalty 2488.570799 = -22283.862366 nChanged 1 SP:Iteration 2Q (20492.780000 sec): 3 clusters Score: Raw -24776.015454 + Penalty 2488.570799 = -22287.444655 nChanged 0 SP:Iteration 3F (20492.990000 sec): 3 clusters Score: Raw -24776.015454 + Penalty 2488.570799 = -22287.444655 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20493.130000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20493.390000 sec): 3 clusters Score: Raw -1319397.188019 + Penalty 4478.888342 = -1314918.299678 nChanged 3383 SP:Iteration 1F (20493.570000 sec): 3 clusters Score: Raw -1321194.746410 + Penalty 4478.888342 = -1316715.858069 nChanged 584 SP:Iteration 2F (20493.800000 sec): 3 clusters Score: Raw -1321477.683185 + Penalty 4478.888342 = -1316998.794844 nChanged 414 SP:Iteration 3Q (20494.030000 sec): 3 clusters Score: Raw -1321658.385325 + Penalty 4478.888342 = -1317179.496984 nChanged 306 SP:Iteration 4Q (20494.320000 sec): 3 clusters Score: Raw -1321783.303164 + Penalty 4478.888342 = -1317304.414822 nChanged 260 SP:Iteration 5Q (20494.510000 sec): 3 clusters Score: Raw -1321882.148138 + Penalty 4478.888342 = -1317403.259796 nChanged 229 SP:Iteration 6Q (20494.750000 sec): 3 clusters Score: Raw -1321981.796985 + Penalty 4478.888342 = -1317502.908643 nChanged 231 SP:Iteration 7Q (20495.010000 sec): 3 clusters Score: Raw -1322080.536850 + Penalty 4478.888342 = -1317601.648508 nChanged 244 SP:Iteration 8Q (20495.210000 sec): 3 clusters Score: Raw -1322179.933769 + Penalty 4478.888342 = -1317701.045428 nChanged 216 SP:Iteration 9Q (20495.460000 sec): 3 clusters Score: Raw -1322265.020449 + Penalty 4478.888342 = -1317786.132107 nChanged 225 SP:Iteration 10Q (20495.690000 sec): 3 clusters Score: Raw -1322375.177239 + Penalty 4478.888342 = -1317896.288897 nChanged 244 SP:Iteration 11Q (20495.880000 sec): 3 clusters Score: Raw -1322512.057032 + Penalty 4478.888342 = -1318033.168690 nChanged 261 SP:Iteration 12Q (20496.090000 sec): 3 clusters Score: Raw -1322665.596782 + Penalty 4478.888342 = -1318186.708440 nChanged 284 SP:Iteration 13Q (20496.340000 sec): 3 clusters Score: Raw -1322846.650567 + Penalty 4478.888342 = -1318367.762225 nChanged 300 SP:Iteration 14Q (20496.570000 sec): 3 clusters Score: Raw -1323044.483816 + Penalty 4478.888342 = -1318565.595474 nChanged 306 SP:Iteration 15Q (20496.790000 sec): 3 clusters Score: Raw -1323264.828148 + Penalty 4478.888342 = -1318785.939806 nChanged 278 SP:Iteration 16Q (20497.030000 sec): 3 clusters Score: Raw -1323451.154512 + Penalty 4478.888342 = -1318972.266170 nChanged 227 SP:Iteration 17Q (20497.240000 sec): 3 clusters Score: Raw -1323602.210368 + Penalty 4478.888342 = -1319123.322027 nChanged 162 SP:Iteration 18Q (20497.480000 sec): 3 clusters Score: Raw -1323716.983358 + Penalty 4478.888342 = -1319238.095017 nChanged 142 SP:Iteration 19Q (20497.720000 sec): 3 clusters Score: Raw -1323813.755566 + Penalty 4478.888342 = -1319334.867224 nChanged 96 SP:Iteration 20F (20497.930000 sec): 3 clusters Score: Raw -1323877.121389 + Penalty 4478.888342 = -1319398.233047 nChanged 69 SP:Iteration 21Q (20498.210000 sec): 3 clusters Score: Raw -1323925.029616 + Penalty 4478.888342 = -1319446.141274 nChanged 65 SP:Iteration 22Q (20498.430000 sec): 3 clusters Score: Raw -1323969.758345 + Penalty 4478.888342 = -1319490.870004 nChanged 55 SP:Iteration 23Q (20498.700000 sec): 3 clusters Score: Raw -1324006.659637 + Penalty 4478.888342 = -1319527.771296 nChanged 42 SP:Iteration 24Q (20498.950000 sec): 3 clusters Score: Raw -1324033.491465 + Penalty 4478.888342 = -1319554.603123 nChanged 30 SP:Iteration 25Q (20499.200000 sec): 3 clusters Score: Raw -1324053.035796 + Penalty 4478.888342 = -1319574.147454 nChanged 18 SP:Iteration 26Q (20499.430000 sec): 3 clusters Score: Raw -1324064.534811 + Penalty 4478.888342 = -1319585.646470 nChanged 17 SP:Iteration 27Q (20499.730000 sec): 3 clusters Score: Raw -1324074.743710 + Penalty 4478.888342 = -1319595.855368 nChanged 13 SP:Iteration 28Q (20499.940000 sec): 3 clusters Score: Raw -1324081.079665 + Penalty 4478.888342 = -1319602.191323 nChanged 7 SP:Iteration 29Q (20500.170000 sec): 3 clusters Score: Raw -1324086.167336 + Penalty 4478.888342 = -1319607.278994 nChanged 10 SP:Iteration 30Q (20500.410000 sec): 3 clusters Score: Raw -1324092.832475 + Penalty 4478.888342 = -1319613.944133 nChanged 10 SP:Iteration 31Q (20500.700000 sec): 3 clusters Score: Raw -1324098.935956 + Penalty 4478.888342 = -1319620.047614 nChanged 7 SP:Iteration 32Q (20500.920000 sec): 3 clusters Score: Raw -1324104.654726 + Penalty 4478.888342 = -1319625.766385 nChanged 5 SP:Iteration 33Q (20501.170000 sec): 3 clusters Score: Raw -1324108.635172 + Penalty 4478.888342 = -1319629.746831 nChanged 7 SP:Iteration 34Q (20501.420000 sec): 3 clusters Score: Raw -1324111.740593 + Penalty 4478.888342 = -1319632.852252 nChanged 4 SP:Iteration 35Q (20501.680000 sec): 3 clusters Score: Raw -1324114.734965 + Penalty 4478.888342 = -1319635.846624 nChanged 5 SP:Iteration 36Q (20501.900000 sec): 3 clusters Score: Raw -1324117.681095 + Penalty 4478.888342 = -1319638.792754 nChanged 2 SP:Iteration 37Q (20502.140000 sec): 3 clusters Score: Raw -1324118.286739 + Penalty 4478.888342 = -1319639.398397 nChanged 0 SP:Iteration 38F (20502.370000 sec): 3 clusters Score: Raw -1324118.286739 + Penalty 4478.888342 = -1319639.398397 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20502.480000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20502.610000 sec): 3 clusters Score: Raw -45314.214471 + Penalty 2850.116783 = -42464.097688 nChanged 39 SP:Iteration 1F (20502.780000 sec): 3 clusters Score: Raw -45453.039080 + Penalty 2850.116783 = -42602.922298 nChanged 14 SP:Iteration 2Q (20502.980000 sec): 3 clusters Score: Raw -45504.031740 + Penalty 2850.116783 = -42653.914957 nChanged 6 SP:Iteration 3Q (20503.150000 sec): 3 clusters Score: Raw -45529.248620 + Penalty 2850.116783 = -42679.131838 nChanged 1 SP:Iteration 4Q (20503.330000 sec): 3 clusters Score: Raw -45532.258828 + Penalty 2850.116783 = -42682.142046 nChanged 0 SP:Iteration 5F (20503.500000 sec): 3 clusters Score: Raw -45532.258828 + Penalty 2850.116783 = -42682.142046 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20503.600000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20503.780000 sec): 3 clusters Score: Raw -46603.175269 + Penalty 2845.339860 = -43757.835409 nChanged 42 SP:Iteration 1F (20503.940000 sec): 3 clusters Score: Raw -46756.500706 + Penalty 2845.339860 = -43911.160847 nChanged 7 SP:Iteration 2Q (20504.120000 sec): 3 clusters Score: Raw -46780.407654 + Penalty 2845.339860 = -43935.067794 nChanged 3 SP:Iteration 3Q (20504.330000 sec): 3 clusters Score: Raw -46795.343835 + Penalty 2845.339860 = -43950.003975 nChanged 3 SP:Iteration 4Q (20504.520000 sec): 3 clusters Score: Raw -46818.450101 + Penalty 2845.339860 = -43973.110241 nChanged 5 SP:Iteration 5Q (20504.700000 sec): 3 clusters Score: Raw -46847.610000 + Penalty 2845.339860 = -44002.270140 nChanged 2 SP:Iteration 6Q (20504.910000 sec): 3 clusters Score: Raw -46853.206785 + Penalty 2845.339860 = -44007.866926 nChanged 0 SP:Iteration 7F (20505.080000 sec): 3 clusters Score: Raw -46853.206785 + Penalty 2845.339860 = -44007.866926 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20505.210000 sec): 2 clusters Score: Raw -22502.921479 + Penalty 1272.214881 = -21230.706597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20505.430000 sec): 3 clusters Score: Raw -22811.997379 + Penalty 2544.429763 = -20267.567616 nChanged 10 SP:Iteration 1F (20505.620000 sec): 3 clusters Score: Raw -22879.114699 + Penalty 2544.429763 = -20334.684936 nChanged 4 SP:Iteration 2Q (20505.800000 sec): 3 clusters Score: Raw -22905.782293 + Penalty 2544.429763 = -20361.352531 nChanged 1 SP:Iteration 3Q (20505.970000 sec): 3 clusters Score: Raw -22911.587248 + Penalty 2544.429763 = -20367.157486 nChanged 0 SP:Iteration 4F (20506.140000 sec): 3 clusters Score: Raw -22911.587248 + Penalty 2544.429763 = -20367.157486 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20506.220000 sec): 2 clusters Score: Raw -33797.731000 + Penalty 1333.069045 = -32464.661955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20506.390000 sec): 3 clusters Score: Raw -33985.307407 + Penalty 2666.138090 = -31319.169317 nChanged 27 SP:Iteration 1F (20506.550000 sec): 3 clusters Score: Raw -34083.376611 + Penalty 2666.138090 = -31417.238521 nChanged 4 SP:Iteration 2Q (20506.720000 sec): 3 clusters Score: Raw -34097.790139 + Penalty 2666.138090 = -31431.652049 nChanged 0 SP:Iteration 3F (20506.910000 sec): 3 clusters Score: Raw -34097.790139 + Penalty 2666.138090 = -31431.652049 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 65 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20506.960000 sec): 2 clusters Score: Raw -13360.796375 + Penalty 1134.528323 = -12226.268053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20507.130000 sec): 3 clusters Score: Raw -13650.675407 + Penalty 2269.056645 = -11381.618762 nChanged 2 SP:Iteration 1Q (20507.320000 sec): 3 clusters Score: Raw -13670.047374 + Penalty 2269.056645 = -11400.990729 nChanged 0 SP:Iteration 2F (20507.460000 sec): 3 clusters Score: Raw -13670.047374 + Penalty 2269.056645 = -11400.990729 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 66 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20507.550000 sec): 2 clusters Score: Raw -15322.041577 + Penalty 1181.019136 = -14141.022441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20507.720000 sec): 3 clusters Score: Raw -15619.380038 + Penalty 2362.038272 = -13257.341766 nChanged 5 SP:Iteration 1Q (20507.900000 sec): 3 clusters Score: Raw -15708.486311 + Penalty 2362.038272 = -13346.448040 nChanged 0 SP:Iteration 2F (20508.050000 sec): 3 clusters Score: Raw -15708.486311 + Penalty 2362.038272 = -13346.448040 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 67 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20508.140000 sec): 2 clusters Score: Raw -20001.715329 + Penalty 1242.637553 = -18759.077776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20508.320000 sec): 3 clusters Score: Raw -20257.864927 + Penalty 2485.275106 = -17772.589821 nChanged 8 SP:Iteration 1F (20508.510000 sec): 3 clusters Score: Raw -20320.413150 + Penalty 2485.275106 = -17835.138044 nChanged 2 SP:Iteration 2Q (20508.640000 sec): 3 clusters Score: Raw -20335.871686 + Penalty 2485.275106 = -17850.596580 nChanged 0 SP:Iteration 3F (20508.860000 sec): 3 clusters Score: Raw -20335.871686 + Penalty 2485.275106 = -17850.596580 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 68 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20508.950000 sec): 2 clusters Score: Raw -43502.035684 + Penalty 1363.297720 = -42138.737964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20509.080000 sec): 3 clusters Score: Raw -43633.996790 + Penalty 2726.595440 = -40907.401350 nChanged 23 SP:Iteration 1F (20509.260000 sec): 3 clusters Score: Raw -43708.062022 + Penalty 2726.595440 = -40981.466583 nChanged 6 SP:Iteration 2Q (20509.440000 sec): 3 clusters Score: Raw -43736.324079 + Penalty 2726.595440 = -41009.728639 nChanged 4 SP:Iteration 3Q (20509.560000 sec): 3 clusters Score: Raw -43764.093605 + Penalty 2726.595440 = -41037.498166 nChanged 2 SP:Iteration 4Q (20509.750000 sec): 3 clusters Score: Raw -43769.602454 + Penalty 2726.595440 = -41043.007014 nChanged 2 SP:Iteration 5Q (20509.880000 sec): 3 clusters Score: Raw -43782.047189 + Penalty 2726.595440 = -41055.451749 nChanged 2 SP:Iteration 6Q (20510.040000 sec): 3 clusters Score: Raw -43789.896898 + Penalty 2726.595440 = -41063.301458 nChanged 1 SP:Iteration 7Q (20510.210000 sec): 3 clusters Score: Raw -43795.554045 + Penalty 2726.595440 = -41068.958605 nChanged 1 SP:Iteration 8Q (20510.370000 sec): 3 clusters Score: Raw -43802.122329 + Penalty 2726.595440 = -41075.526889 nChanged 0 SP:Iteration 9F (20510.620000 sec): 3 clusters Score: Raw -43802.122329 + Penalty 2726.595440 = -41075.526889 nChanged 0 Iteration 344F (20616.430000 sec): 70 clusters Score: Raw -120294322.721622 + Penalty 232080.779680 = -120062241.941942 nChanged 49 Iteration 345F (20724.110000 sec): 70 clusters Score: Raw -120294375.617716 + Penalty 232080.779680 = -120062294.838036 nChanged 23 Iteration 346Q (20765.120000 sec): 70 clusters Score: Raw -120294391.539154 + Penalty 232080.779680 = -120062310.759474 nChanged 7 Iteration 347Q (20807.770000 sec): 70 clusters Score: Raw -120294395.061997 + Penalty 232080.779680 = -120062314.282317 nChanged 1 Iteration 348Q (20850.630000 sec): 70 clusters Score: Raw -120294395.618907 + Penalty 232080.779680 = -120062314.839227 nChanged 0 Iteration 349F (20955.630000 sec): 70 clusters Score: Raw -120294395.618907 + Penalty 232080.779680 = -120062314.839227 nChanged 0 Compute initial score before splitting: Score: Raw -120294395.618907 + Penalty 232080.779680 = -120062314.839227 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 1 (247507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20956.800000 sec): 2 clusters Score: Raw -39099163.674107 + Penalty 3079.960148 = -39096083.713959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20958.210000 sec): 3 clusters Score: Raw -38935458.447604 + Penalty 6159.920295 = -38929298.527309 nChanged 120038 SP:Iteration 1F (20959.550000 sec): 3 clusters Score: Raw -39005478.605858 + Penalty 6159.920295 = -38999318.685563 nChanged 5607 SP:Iteration 2Q (20960.900000 sec): 3 clusters Score: Raw -39006328.127798 + Penalty 6159.920295 = -39000168.207503 nChanged 5662 SP:Iteration 3Q (20962.310000 sec): 3 clusters Score: Raw -39007248.239498 + Penalty 6159.920295 = -39001088.319203 nChanged 5982 SP:Iteration 4Q (20963.680000 sec): 3 clusters Score: Raw -39008321.290812 + Penalty 6159.920295 = -39002161.370517 nChanged 6505 SP:Iteration 5Q (20965.120000 sec): 3 clusters Score: Raw -39009658.083062 + Penalty 6159.920295 = -39003498.162767 nChanged 7457 SP:Iteration 6Q (20966.520000 sec): 3 clusters Score: Raw -39011498.117761 + Penalty 6159.920295 = -39005338.197466 nChanged 9005 SP:Iteration 7Q (20967.900000 sec): 3 clusters Score: Raw -39014214.032111 + Penalty 6159.920295 = -39008054.111816 nChanged 10773 SP:Iteration 8Q (20969.260000 sec): 3 clusters Score: Raw -39018232.372120 + Penalty 6159.920295 = -39012072.451825 nChanged 12763 SP:Iteration 9F (20970.600000 sec): 3 clusters Score: Raw -39024031.208469 + Penalty 6159.920295 = -39017871.288174 nChanged 14835 SP:Iteration 10F (20971.970000 sec): 3 clusters Score: Raw -39032371.909381 + Penalty 6159.920295 = -39026211.989086 nChanged 16433 SP:Iteration 11F (20973.380000 sec): 3 clusters Score: Raw -39043338.809210 + Penalty 6159.920295 = -39037178.888915 nChanged 16959 SP:Iteration 12F (20974.750000 sec): 3 clusters Score: Raw -39056086.710661 + Penalty 6159.920295 = -39049926.790366 nChanged 15958 SP:Iteration 13F (20976.190000 sec): 3 clusters Score: Raw -39069491.514457 + Penalty 6159.920295 = -39063331.594162 nChanged 13808 SP:Iteration 14F (20977.610000 sec): 3 clusters Score: Raw -39082157.697446 + Penalty 6159.920295 = -39075997.777151 nChanged 9856 SP:Iteration 15Q (20979.070000 sec): 3 clusters Score: Raw -39091737.679738 + Penalty 6159.920295 = -39085577.759443 nChanged 5332 SP:Iteration 16Q (20980.390000 sec): 3 clusters Score: Raw -39096833.531946 + Penalty 6159.920295 = -39090673.611650 nChanged 1995 SP:Iteration 17Q (20981.700000 sec): 3 clusters Score: Raw -39098662.552933 + Penalty 6159.920295 = -39092502.632637 nChanged 623 SP:Iteration 18Q (20982.930000 sec): 3 clusters Score: Raw -39099286.982531 + Penalty 6159.920295 = -39093127.062236 nChanged 224 SP:Iteration 19Q (20984.050000 sec): 3 clusters Score: Raw -39099556.711350 + Penalty 6159.920295 = -39093396.791054 nChanged 82 SP:Iteration 20F (20985.390000 sec): 3 clusters Score: Raw -39099648.893640 + Penalty 6159.920295 = -39093488.973345 nChanged 35 SP:Iteration 21Q (20986.500000 sec): 3 clusters Score: Raw -39099694.161437 + Penalty 6159.920295 = -39093534.241142 nChanged 22 SP:Iteration 22Q (20987.700000 sec): 3 clusters Score: Raw -39099724.341537 + Penalty 6159.920295 = -39093564.421242 nChanged 13 SP:Iteration 23Q (20988.790000 sec): 3 clusters Score: Raw -39099738.702837 + Penalty 6159.920295 = -39093578.782542 nChanged 21 SP:Iteration 24Q (20989.940000 sec): 3 clusters Score: Raw -39099761.822802 + Penalty 6159.920295 = -39093601.902506 nChanged 8 SP:Iteration 25Q (20991.070000 sec): 3 clusters Score: Raw -39099770.568957 + Penalty 6159.920295 = -39093610.648661 nChanged 5 SP:Iteration 26Q (20992.250000 sec): 3 clusters Score: Raw -39099776.158981 + Penalty 6159.920295 = -39093616.238686 nChanged 3 SP:Iteration 27Q (20993.370000 sec): 3 clusters Score: Raw -39099778.887232 + Penalty 6159.920295 = -39093618.966937 nChanged 3 SP:Iteration 28Q (20994.460000 sec): 3 clusters Score: Raw -39099783.449997 + Penalty 6159.920295 = -39093623.529702 nChanged 3 SP:Iteration 29Q (20995.710000 sec): 3 clusters Score: Raw -39099789.751238 + Penalty 6159.920295 = -39093629.830943 nChanged 3 SP:Iteration 30Q (20996.920000 sec): 3 clusters Score: Raw -39099792.663430 + Penalty 6159.920295 = -39093632.743135 nChanged 3 SP:Iteration 31Q (20998.020000 sec): 3 clusters Score: Raw -39099794.395509 + Penalty 6159.920295 = -39093634.475214 nChanged 1 SP:Iteration 32Q (20999.130000 sec): 3 clusters Score: Raw -39099794.707215 + Penalty 6159.920295 = -39093634.786920 nChanged 1 SP:Iteration 33Q (21000.240000 sec): 3 clusters Score: Raw -39099795.818835 + Penalty 6159.920295 = -39093635.898540 nChanged 0 SP:Iteration 34F (21001.590000 sec): 3 clusters Score: Raw -39099795.818835 + Penalty 6159.920295 = -39093635.898540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 2 (12864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21001.810000 sec): 2 clusters Score: Raw -1952782.391346 + Penalty 2346.622622 = -1950435.768724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21002.100000 sec): 3 clusters Score: Raw -1945633.950652 + Penalty 4693.245244 = -1940940.705408 nChanged 5430 SP:Iteration 1F (21002.320000 sec): 3 clusters Score: Raw -1948523.954231 + Penalty 4693.245244 = -1943830.708987 nChanged 901 SP:Iteration 2F (21002.620000 sec): 3 clusters Score: Raw -1949065.734187 + Penalty 4693.245244 = -1944372.488943 nChanged 832 SP:Iteration 3F (21002.920000 sec): 3 clusters Score: Raw -1949685.912689 + Penalty 4693.245244 = -1944992.667445 nChanged 830 SP:Iteration 4F (21003.210000 sec): 3 clusters Score: Raw -1950499.015326 + Penalty 4693.245244 = -1945805.770082 nChanged 821 SP:Iteration 5F (21003.480000 sec): 3 clusters Score: Raw -1951290.094908 + Penalty 4693.245244 = -1946596.849664 nChanged 854 SP:Iteration 6F (21003.740000 sec): 3 clusters Score: Raw -1951957.336854 + Penalty 4693.245244 = -1947264.091610 nChanged 757 SP:Iteration 7F (21003.980000 sec): 3 clusters Score: Raw -1952499.853931 + Penalty 4693.245244 = -1947806.608687 nChanged 644 SP:Iteration 8F (21004.250000 sec): 3 clusters Score: Raw -1952927.390074 + Penalty 4693.245244 = -1948234.144830 nChanged 530 SP:Iteration 9Q (21004.450000 sec): 3 clusters Score: Raw -1953246.088328 + Penalty 4693.245244 = -1948552.843084 nChanged 408 SP:Iteration 10Q (21004.680000 sec): 3 clusters Score: Raw -1953478.142656 + Penalty 4693.245244 = -1948784.897413 nChanged 355 SP:Iteration 11Q (21004.930000 sec): 3 clusters Score: Raw -1953657.711831 + Penalty 4693.245244 = -1948964.466587 nChanged 311 SP:Iteration 12Q (21005.160000 sec): 3 clusters Score: Raw -1953813.149347 + Penalty 4693.245244 = -1949119.904104 nChanged 251 SP:Iteration 13Q (21005.430000 sec): 3 clusters Score: Raw -1953946.646744 + Penalty 4693.245244 = -1949253.401500 nChanged 238 SP:Iteration 14Q (21005.620000 sec): 3 clusters Score: Raw -1954076.614889 + Penalty 4693.245244 = -1949383.369645 nChanged 212 SP:Iteration 15Q (21005.880000 sec): 3 clusters Score: Raw -1954181.704118 + Penalty 4693.245244 = -1949488.458874 nChanged 184 SP:Iteration 16Q (21006.180000 sec): 3 clusters Score: Raw -1954252.011862 + Penalty 4693.245244 = -1949558.766619 nChanged 154 SP:Iteration 17Q (21006.430000 sec): 3 clusters Score: Raw -1954309.872966 + Penalty 4693.245244 = -1949616.627723 nChanged 134 SP:Iteration 18Q (21006.690000 sec): 3 clusters Score: Raw -1954353.524189 + Penalty 4693.245244 = -1949660.278945 nChanged 120 SP:Iteration 19Q (21006.920000 sec): 3 clusters Score: Raw -1954388.116513 + Penalty 4693.245244 = -1949694.871270 nChanged 95 SP:Iteration 20F (21007.140000 sec): 3 clusters Score: Raw -1954414.324020 + Penalty 4693.245244 = -1949721.078776 nChanged 83 SP:Iteration 21Q (21007.340000 sec): 3 clusters Score: Raw -1954435.674034 + Penalty 4693.245244 = -1949742.428790 nChanged 70 SP:Iteration 22Q (21007.600000 sec): 3 clusters Score: Raw -1954453.041237 + Penalty 4693.245244 = -1949759.795993 nChanged 70 SP:Iteration 23Q (21007.840000 sec): 3 clusters Score: Raw -1954467.694521 + Penalty 4693.245244 = -1949774.449277 nChanged 60 SP:Iteration 24Q (21008.110000 sec): 3 clusters Score: Raw -1954479.092133 + Penalty 4693.245244 = -1949785.846889 nChanged 37 SP:Iteration 25Q (21008.340000 sec): 3 clusters Score: Raw -1954485.752404 + Penalty 4693.245244 = -1949792.507161 nChanged 37 SP:Iteration 26Q (21008.540000 sec): 3 clusters Score: Raw -1954491.485292 + Penalty 4693.245244 = -1949798.240049 nChanged 31 SP:Iteration 27Q (21008.780000 sec): 3 clusters Score: Raw -1954495.707963 + Penalty 4693.245244 = -1949802.462719 nChanged 30 SP:Iteration 28Q (21009.020000 sec): 3 clusters Score: Raw -1954500.043062 + Penalty 4693.245244 = -1949806.797818 nChanged 28 SP:Iteration 29Q (21009.260000 sec): 3 clusters Score: Raw -1954503.761236 + Penalty 4693.245244 = -1949810.515992 nChanged 14 SP:Iteration 30Q (21009.460000 sec): 3 clusters Score: Raw -1954505.385475 + Penalty 4693.245244 = -1949812.140232 nChanged 11 SP:Iteration 31Q (21009.700000 sec): 3 clusters Score: Raw -1954506.578082 + Penalty 4693.245244 = -1949813.332839 nChanged 15 SP:Iteration 32Q (21009.930000 sec): 3 clusters Score: Raw -1954507.887457 + Penalty 4693.245244 = -1949814.642213 nChanged 7 SP:Iteration 33Q (21010.210000 sec): 3 clusters Score: Raw -1954508.796670 + Penalty 4693.245244 = -1949815.551426 nChanged 8 SP:Iteration 34Q (21010.430000 sec): 3 clusters Score: Raw -1954509.747163 + Penalty 4693.245244 = -1949816.501919 nChanged 8 SP:Iteration 35Q (21010.680000 sec): 3 clusters Score: Raw -1954510.487234 + Penalty 4693.245244 = -1949817.241991 nChanged 3 SP:Iteration 36Q (21010.960000 sec): 3 clusters Score: Raw -1954510.744180 + Penalty 4693.245244 = -1949817.498936 nChanged 5 SP:Iteration 37Q (21011.170000 sec): 3 clusters Score: Raw -1954511.260740 + Penalty 4693.245244 = -1949818.015497 nChanged 1 SP:Iteration 38Q (21011.370000 sec): 3 clusters Score: Raw -1954511.309417 + Penalty 4693.245244 = -1949818.064173 nChanged 2 SP:Iteration 39Q (21011.620000 sec): 3 clusters Score: Raw -1954511.543119 + Penalty 4693.245244 = -1949818.297876 nChanged 4 SP:Iteration 40F (21011.880000 sec): 3 clusters Score: Raw -1954511.959789 + Penalty 4693.245244 = -1949818.714545 nChanged 3 SP:Iteration 41Q (21012.080000 sec): 3 clusters Score: Raw -1954512.210220 + Penalty 4693.245244 = -1949818.964976 nChanged 1 SP:Iteration 42Q (21012.350000 sec): 3 clusters Score: Raw -1954512.361595 + Penalty 4693.245244 = -1949819.116352 nChanged 1 SP:Iteration 43Q (21012.620000 sec): 3 clusters Score: Raw -1954512.441673 + Penalty 4693.245244 = -1949819.196429 nChanged 0 SP:Iteration 44F (21012.820000 sec): 3 clusters Score: Raw -1954512.441673 + Penalty 4693.245244 = -1949819.196429 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 3 (4983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21012.960000 sec): 2 clusters Score: Raw -749102.539549 + Penalty 2111.419275 = -746991.120275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21013.170000 sec): 3 clusters Score: Raw -746746.220339 + Penalty 4222.838550 = -742523.381789 nChanged 1873 SP:Iteration 1F (21013.370000 sec): 3 clusters Score: Raw -747904.091217 + Penalty 4222.838550 = -743681.252668 nChanged 390 SP:Iteration 2F (21013.590000 sec): 3 clusters Score: Raw -748152.287259 + Penalty 4222.838550 = -743929.448709 nChanged 271 SP:Iteration 3F (21013.750000 sec): 3 clusters Score: Raw -748346.457599 + Penalty 4222.838550 = -744123.619050 nChanged 247 SP:Iteration 4Q (21013.960000 sec): 3 clusters Score: Raw -748539.497462 + Penalty 4222.838550 = -744316.658913 nChanged 214 SP:Iteration 5Q (21014.190000 sec): 3 clusters Score: Raw -748717.259666 + Penalty 4222.838550 = -744494.421117 nChanged 214 SP:Iteration 6Q (21014.390000 sec): 3 clusters Score: Raw -748939.355460 + Penalty 4222.838550 = -744716.516911 nChanged 208 SP:Iteration 7Q (21014.610000 sec): 3 clusters Score: Raw -749148.159221 + Penalty 4222.838550 = -744925.320671 nChanged 207 SP:Iteration 8Q (21014.800000 sec): 3 clusters Score: Raw -749343.209073 + Penalty 4222.838550 = -745120.370524 nChanged 192 SP:Iteration 9Q (21015.020000 sec): 3 clusters Score: Raw -749499.182922 + Penalty 4222.838550 = -745276.344373 nChanged 157 SP:Iteration 10Q (21015.210000 sec): 3 clusters Score: Raw -749594.507831 + Penalty 4222.838550 = -745371.669282 nChanged 124 SP:Iteration 11Q (21015.400000 sec): 3 clusters Score: Raw -749667.288907 + Penalty 4222.838550 = -745444.450358 nChanged 100 SP:Iteration 12Q (21015.590000 sec): 3 clusters Score: Raw -749727.525261 + Penalty 4222.838550 = -745504.686712 nChanged 87 SP:Iteration 13Q (21015.740000 sec): 3 clusters Score: Raw -749770.653690 + Penalty 4222.838550 = -745547.815140 nChanged 75 SP:Iteration 14Q (21015.940000 sec): 3 clusters Score: Raw -749805.655822 + Penalty 4222.838550 = -745582.817273 nChanged 57 SP:Iteration 15Q (21016.150000 sec): 3 clusters Score: Raw -749832.641425 + Penalty 4222.838550 = -745609.802875 nChanged 54 SP:Iteration 16Q (21016.330000 sec): 3 clusters Score: Raw -749855.555019 + Penalty 4222.838550 = -745632.716469 nChanged 40 SP:Iteration 17Q (21016.550000 sec): 3 clusters Score: Raw -749873.052187 + Penalty 4222.838550 = -745650.213638 nChanged 41 SP:Iteration 18Q (21016.730000 sec): 3 clusters Score: Raw -749888.531347 + Penalty 4222.838550 = -745665.692797 nChanged 34 SP:Iteration 19Q (21016.930000 sec): 3 clusters Score: Raw -749901.437524 + Penalty 4222.838550 = -745678.598975 nChanged 32 SP:Iteration 20F (21017.110000 sec): 3 clusters Score: Raw -749913.103442 + Penalty 4222.838550 = -745690.264892 nChanged 22 SP:Iteration 21Q (21017.310000 sec): 3 clusters Score: Raw -749919.755337 + Penalty 4222.838550 = -745696.916787 nChanged 14 SP:Iteration 22Q (21017.520000 sec): 3 clusters Score: Raw -749923.819285 + Penalty 4222.838550 = -745700.980736 nChanged 15 SP:Iteration 23Q (21017.730000 sec): 3 clusters Score: Raw -749928.156009 + Penalty 4222.838550 = -745705.317460 nChanged 15 SP:Iteration 24Q (21017.920000 sec): 3 clusters Score: Raw -749933.529323 + Penalty 4222.838550 = -745710.690773 nChanged 16 SP:Iteration 25Q (21018.110000 sec): 3 clusters Score: Raw -749938.715260 + Penalty 4222.838550 = -745715.876710 nChanged 16 SP:Iteration 26Q (21018.350000 sec): 3 clusters Score: Raw -749944.481952 + Penalty 4222.838550 = -745721.643402 nChanged 11 SP:Iteration 27Q (21018.580000 sec): 3 clusters Score: Raw -749948.264806 + Penalty 4222.838550 = -745725.426256 nChanged 13 SP:Iteration 28Q (21018.770000 sec): 3 clusters Score: Raw -749952.842778 + Penalty 4222.838550 = -745730.004228 nChanged 11 SP:Iteration 29Q (21018.990000 sec): 3 clusters Score: Raw -749955.747508 + Penalty 4222.838550 = -745732.908958 nChanged 6 SP:Iteration 30Q (21019.230000 sec): 3 clusters Score: Raw -749957.366516 + Penalty 4222.838550 = -745734.527967 nChanged 6 SP:Iteration 31Q (21019.430000 sec): 3 clusters Score: Raw -749959.487607 + Penalty 4222.838550 = -745736.649057 nChanged 5 SP:Iteration 32Q (21019.670000 sec): 3 clusters Score: Raw -749960.538380 + Penalty 4222.838550 = -745737.699830 nChanged 5 SP:Iteration 33Q (21019.870000 sec): 3 clusters Score: Raw -749961.719512 + Penalty 4222.838550 = -745738.880963 nChanged 2 SP:Iteration 34Q (21020.080000 sec): 3 clusters Score: Raw -749962.201475 + Penalty 4222.838550 = -745739.362925 nChanged 2 SP:Iteration 35Q (21020.270000 sec): 3 clusters Score: Raw -749963.167283 + Penalty 4222.838550 = -745740.328734 nChanged 3 SP:Iteration 36Q (21020.540000 sec): 3 clusters Score: Raw -749963.876757 + Penalty 4222.838550 = -745741.038207 nChanged 3 SP:Iteration 37Q (21020.700000 sec): 3 clusters Score: Raw -749964.334990 + Penalty 4222.838550 = -745741.496440 nChanged 3 SP:Iteration 38Q (21020.950000 sec): 3 clusters Score: Raw -749965.068593 + Penalty 4222.838550 = -745742.230043 nChanged 3 SP:Iteration 39Q (21021.130000 sec): 3 clusters Score: Raw -749965.656571 + Penalty 4222.838550 = -745742.818022 nChanged 3 SP:Iteration 40F (21021.340000 sec): 3 clusters Score: Raw -749966.240505 + Penalty 4222.838550 = -745743.401955 nChanged 3 SP:Iteration 41Q (21021.520000 sec): 3 clusters Score: Raw -749966.670821 + Penalty 4222.838550 = -745743.832272 nChanged 0 SP:Iteration 42F (21021.750000 sec): 3 clusters Score: Raw -749966.670821 + Penalty 4222.838550 = -745743.832272 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 4 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21021.800000 sec): 2 clusters Score: Raw -41953.114334 + Penalty 1415.363346 = -40537.750988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21021.990000 sec): 3 clusters Score: Raw -42094.546296 + Penalty 2830.726691 = -39263.819605 nChanged 24 SP:Iteration 1F (21022.140000 sec): 3 clusters Score: Raw -42168.659065 + Penalty 2830.726691 = -39337.932374 nChanged 5 SP:Iteration 2Q (21022.340000 sec): 3 clusters Score: Raw -42185.103805 + Penalty 2830.726691 = -39354.377114 nChanged 0 SP:Iteration 3F (21022.470000 sec): 3 clusters Score: Raw -42185.103805 + Penalty 2830.726691 = -39354.377114 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 5 (5771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21022.570000 sec): 2 clusters Score: Raw -914586.950659 + Penalty 2147.828962 = -912439.121696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21022.800000 sec): 3 clusters Score: Raw -911761.007771 + Penalty 4295.657925 = -907465.349846 nChanged 2212 SP:Iteration 1F (21023.020000 sec): 3 clusters Score: Raw -913030.975700 + Penalty 4295.657925 = -908735.317775 nChanged 413 SP:Iteration 2F (21023.250000 sec): 3 clusters Score: Raw -913264.816896 + Penalty 4295.657925 = -908969.158972 nChanged 284 SP:Iteration 3Q (21023.440000 sec): 3 clusters Score: Raw -913435.367473 + Penalty 4295.657925 = -909139.709548 nChanged 238 SP:Iteration 4Q (21023.650000 sec): 3 clusters Score: Raw -913574.110410 + Penalty 4295.657925 = -909278.452485 nChanged 188 SP:Iteration 5Q (21023.930000 sec): 3 clusters Score: Raw -913670.450218 + Penalty 4295.657925 = -909374.792293 nChanged 156 SP:Iteration 6Q (21024.110000 sec): 3 clusters Score: Raw -913756.116954 + Penalty 4295.657925 = -909460.459029 nChanged 148 SP:Iteration 7Q (21024.350000 sec): 3 clusters Score: Raw -913835.138508 + Penalty 4295.657925 = -909539.480583 nChanged 127 SP:Iteration 8Q (21024.560000 sec): 3 clusters Score: Raw -913906.518543 + Penalty 4295.657925 = -909610.860618 nChanged 116 SP:Iteration 9Q (21024.820000 sec): 3 clusters Score: Raw -913971.969415 + Penalty 4295.657925 = -909676.311490 nChanged 120 SP:Iteration 10Q (21025.030000 sec): 3 clusters Score: Raw -914041.868987 + Penalty 4295.657925 = -909746.211062 nChanged 126 SP:Iteration 11Q (21025.230000 sec): 3 clusters Score: Raw -914106.479104 + Penalty 4295.657925 = -909810.821179 nChanged 119 SP:Iteration 12Q (21025.420000 sec): 3 clusters Score: Raw -914156.564132 + Penalty 4295.657925 = -909860.906207 nChanged 93 SP:Iteration 13Q (21025.680000 sec): 3 clusters Score: Raw -914194.387723 + Penalty 4295.657925 = -909898.729798 nChanged 67 SP:Iteration 14Q (21025.900000 sec): 3 clusters Score: Raw -914219.047872 + Penalty 4295.657925 = -909923.389947 nChanged 57 SP:Iteration 15Q (21026.080000 sec): 3 clusters Score: Raw -914238.940205 + Penalty 4295.657925 = -909943.282281 nChanged 54 SP:Iteration 16Q (21026.280000 sec): 3 clusters Score: Raw -914258.103951 + Penalty 4295.657925 = -909962.446026 nChanged 54 SP:Iteration 17Q (21026.490000 sec): 3 clusters Score: Raw -914280.470679 + Penalty 4295.657925 = -909984.812755 nChanged 59 SP:Iteration 18Q (21026.700000 sec): 3 clusters Score: Raw -914304.517581 + Penalty 4295.657925 = -910008.859656 nChanged 57 SP:Iteration 19Q (21026.920000 sec): 3 clusters Score: Raw -914327.846852 + Penalty 4295.657925 = -910032.188928 nChanged 48 SP:Iteration 20F (21027.070000 sec): 3 clusters Score: Raw -914343.865254 + Penalty 4295.657925 = -910048.207329 nChanged 43 SP:Iteration 21Q (21027.290000 sec): 3 clusters Score: Raw -914361.787226 + Penalty 4295.657925 = -910066.129302 nChanged 51 SP:Iteration 22Q (21027.460000 sec): 3 clusters Score: Raw -914381.366262 + Penalty 4295.657925 = -910085.708338 nChanged 50 SP:Iteration 23Q (21027.670000 sec): 3 clusters Score: Raw -914404.367213 + Penalty 4295.657925 = -910108.709289 nChanged 45 SP:Iteration 24Q (21027.920000 sec): 3 clusters Score: Raw -914423.325542 + Penalty 4295.657925 = -910127.667617 nChanged 57 SP:Iteration 25Q (21028.160000 sec): 3 clusters Score: Raw -914448.378871 + Penalty 4295.657925 = -910152.720946 nChanged 46 SP:Iteration 26Q (21028.320000 sec): 3 clusters Score: Raw -914471.166898 + Penalty 4295.657925 = -910175.508973 nChanged 52 SP:Iteration 27Q (21028.520000 sec): 3 clusters Score: Raw -914494.607105 + Penalty 4295.657925 = -910198.949181 nChanged 53 SP:Iteration 28Q (21028.730000 sec): 3 clusters Score: Raw -914520.245808 + Penalty 4295.657925 = -910224.587883 nChanged 52 SP:Iteration 29Q (21028.980000 sec): 3 clusters Score: Raw -914547.727209 + Penalty 4295.657925 = -910252.069284 nChanged 54 SP:Iteration 30Q (21029.190000 sec): 3 clusters Score: Raw -914583.890596 + Penalty 4295.657925 = -910288.232671 nChanged 62 SP:Iteration 31Q (21029.400000 sec): 3 clusters Score: Raw -914621.832984 + Penalty 4295.657925 = -910326.175060 nChanged 53 SP:Iteration 32Q (21029.640000 sec): 3 clusters Score: Raw -914653.074243 + Penalty 4295.657925 = -910357.416318 nChanged 47 SP:Iteration 33Q (21029.830000 sec): 3 clusters Score: Raw -914680.210411 + Penalty 4295.657925 = -910384.552486 nChanged 43 SP:Iteration 34Q (21030.050000 sec): 3 clusters Score: Raw -914700.046129 + Penalty 4295.657925 = -910404.388204 nChanged 38 SP:Iteration 35Q (21030.300000 sec): 3 clusters Score: Raw -914719.713822 + Penalty 4295.657925 = -910424.055897 nChanged 39 SP:Iteration 36Q (21030.490000 sec): 3 clusters Score: Raw -914737.010299 + Penalty 4295.657925 = -910441.352374 nChanged 41 SP:Iteration 37Q (21030.680000 sec): 3 clusters Score: Raw -914755.612231 + Penalty 4295.657925 = -910459.954307 nChanged 31 SP:Iteration 38Q (21030.890000 sec): 3 clusters Score: Raw -914768.368955 + Penalty 4295.657925 = -910472.711030 nChanged 24 SP:Iteration 39Q (21031.100000 sec): 3 clusters Score: Raw -914778.953373 + Penalty 4295.657925 = -910483.295448 nChanged 18 SP:Iteration 40F (21031.290000 sec): 3 clusters Score: Raw -914786.086606 + Penalty 4295.657925 = -910490.428681 nChanged 16 SP:Iteration 41Q (21031.490000 sec): 3 clusters Score: Raw -914793.355986 + Penalty 4295.657925 = -910497.698062 nChanged 14 SP:Iteration 42Q (21031.670000 sec): 3 clusters Score: Raw -914800.400253 + Penalty 4295.657925 = -910504.742328 nChanged 14 SP:Iteration 43Q (21031.870000 sec): 3 clusters Score: Raw -914806.199515 + Penalty 4295.657925 = -910510.541591 nChanged 8 SP:Iteration 44Q (21032.110000 sec): 3 clusters Score: Raw -914809.931343 + Penalty 4295.657925 = -910514.273418 nChanged 9 SP:Iteration 45Q (21032.340000 sec): 3 clusters Score: Raw -914813.108084 + Penalty 4295.657925 = -910517.450159 nChanged 10 SP:Iteration 46Q (21032.520000 sec): 3 clusters Score: Raw -914816.963204 + Penalty 4295.657925 = -910521.305280 nChanged 8 SP:Iteration 47Q (21032.730000 sec): 3 clusters Score: Raw -914820.248461 + Penalty 4295.657925 = -910524.590537 nChanged 9 SP:Iteration 48Q (21032.950000 sec): 3 clusters Score: Raw -914823.947454 + Penalty 4295.657925 = -910528.289529 nChanged 7 SP:Iteration 49Q (21033.120000 sec): 3 clusters Score: Raw -914826.842841 + Penalty 4295.657925 = -910531.184916 nChanged 6 SP:Iteration 50Q (21033.360000 sec): 3 clusters Score: Raw -914829.349093 + Penalty 4295.657925 = -910533.691169 nChanged 5 SP:Iteration 51Q (21033.590000 sec): 3 clusters Score: Raw -914831.566254 + Penalty 4295.657925 = -910535.908330 nChanged 2 SP:Iteration 52Q (21033.820000 sec): 3 clusters Score: Raw -914832.271088 + Penalty 4295.657925 = -910536.613163 nChanged 3 SP:Iteration 53Q (21034.030000 sec): 3 clusters Score: Raw -914833.331664 + Penalty 4295.657925 = -910537.673739 nChanged 2 SP:Iteration 54Q (21034.240000 sec): 3 clusters Score: Raw -914835.711781 + Penalty 4295.657925 = -910540.053856 nChanged 4 SP:Iteration 55Q (21034.520000 sec): 3 clusters Score: Raw -914837.395141 + Penalty 4295.657925 = -910541.737216 nChanged 9 SP:Iteration 56Q (21034.730000 sec): 3 clusters Score: Raw -914840.891669 + Penalty 4295.657925 = -910545.233744 nChanged 6 SP:Iteration 57Q (21034.990000 sec): 3 clusters Score: Raw -914842.844907 + Penalty 4295.657925 = -910547.186982 nChanged 2 SP:Iteration 58Q (21035.180000 sec): 3 clusters Score: Raw -914843.411159 + Penalty 4295.657925 = -910547.753234 nChanged 2 SP:Iteration 59Q (21035.420000 sec): 3 clusters Score: Raw -914844.033268 + Penalty 4295.657925 = -910548.375343 nChanged 2 SP:Iteration 60F (21035.650000 sec): 3 clusters Score: Raw -914844.902729 + Penalty 4295.657925 = -910549.244804 nChanged 1 SP:Iteration 61Q (21035.870000 sec): 3 clusters Score: Raw -914845.186569 + Penalty 4295.657925 = -910549.528644 nChanged 2 SP:Iteration 62Q (21036.080000 sec): 3 clusters Score: Raw -914845.652125 + Penalty 4295.657925 = -910549.994200 nChanged 0 SP:Iteration 63F (21036.280000 sec): 3 clusters Score: Raw -914845.652125 + Penalty 4295.657925 = -910549.994200 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 6 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21036.390000 sec): 2 clusters Score: Raw -171320.600278 + Penalty 1741.892221 = -169578.708057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21036.580000 sec): 3 clusters Score: Raw -171018.993572 + Penalty 3483.784442 = -167535.209130 nChanged 300 SP:Iteration 1F (21036.800000 sec): 3 clusters Score: Raw -171316.147592 + Penalty 3483.784442 = -167832.363150 nChanged 86 SP:Iteration 2F (21036.980000 sec): 3 clusters Score: Raw -171423.211984 + Penalty 3483.784442 = -167939.427542 nChanged 37 SP:Iteration 3Q (21037.190000 sec): 3 clusters Score: Raw -171476.099434 + Penalty 3483.784442 = -167992.314992 nChanged 16 SP:Iteration 4Q (21037.390000 sec): 3 clusters Score: Raw -171501.959307 + Penalty 3483.784442 = -168018.174865 nChanged 15 SP:Iteration 5Q (21037.590000 sec): 3 clusters Score: Raw -171519.577543 + Penalty 3483.784442 = -168035.793102 nChanged 15 SP:Iteration 6Q (21037.770000 sec): 3 clusters Score: Raw -171534.062474 + Penalty 3483.784442 = -168050.278032 nChanged 4 SP:Iteration 7Q (21037.970000 sec): 3 clusters Score: Raw -171537.578972 + Penalty 3483.784442 = -168053.794531 nChanged 3 SP:Iteration 8Q (21038.190000 sec): 3 clusters Score: Raw -171540.707897 + Penalty 3483.784442 = -168056.923456 nChanged 3 SP:Iteration 9Q (21038.440000 sec): 3 clusters Score: Raw -171543.825392 + Penalty 3483.784442 = -168060.040950 nChanged 3 SP:Iteration 10Q (21038.590000 sec): 3 clusters Score: Raw -171547.548501 + Penalty 3483.784442 = -168063.764060 nChanged 2 SP:Iteration 11Q (21038.800000 sec): 3 clusters Score: Raw -171549.233345 + Penalty 3483.784442 = -168065.448904 nChanged 3 SP:Iteration 12Q (21038.950000 sec): 3 clusters Score: Raw -171551.319757 + Penalty 3483.784442 = -168067.535316 nChanged 4 SP:Iteration 13Q (21039.100000 sec): 3 clusters Score: Raw -171555.413466 + Penalty 3483.784442 = -168071.629025 nChanged 3 SP:Iteration 14Q (21039.250000 sec): 3 clusters Score: Raw -171558.983515 + Penalty 3483.784442 = -168075.199073 nChanged 2 SP:Iteration 15Q (21039.430000 sec): 3 clusters Score: Raw -171560.556764 + Penalty 3483.784442 = -168076.772323 nChanged 0 SP:Iteration 16F (21039.570000 sec): 3 clusters Score: Raw -171560.556764 + Penalty 3483.784442 = -168076.772323 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 7 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21039.620000 sec): 2 clusters Score: Raw -41402.252209 + Penalty 1384.707085 = -40017.545125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21039.810000 sec): 3 clusters Score: Raw -41599.120804 + Penalty 2769.414169 = -38829.706635 nChanged 24 SP:Iteration 1F (21039.950000 sec): 3 clusters Score: Raw -41712.050779 + Penalty 2769.414169 = -38942.636609 nChanged 11 SP:Iteration 2Q (21040.090000 sec): 3 clusters Score: Raw -41761.284162 + Penalty 2769.414169 = -38991.869993 nChanged 4 SP:Iteration 3Q (21040.270000 sec): 3 clusters Score: Raw -41777.247456 + Penalty 2769.414169 = -39007.833286 nChanged 3 SP:Iteration 4Q (21040.440000 sec): 3 clusters Score: Raw -41789.477310 + Penalty 2769.414169 = -39020.063141 nChanged 2 SP:Iteration 5Q (21040.610000 sec): 3 clusters Score: Raw -41798.366243 + Penalty 2769.414169 = -39028.952074 nChanged 0 SP:Iteration 6F (21040.750000 sec): 3 clusters Score: Raw -41798.366243 + Penalty 2769.414169 = -39028.952074 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 8 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21040.890000 sec): 2 clusters Score: Raw -991338.397112 + Penalty 2176.259634 = -989162.137478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21041.130000 sec): 3 clusters Score: Raw -988042.774251 + Penalty 4352.519268 = -983690.254984 nChanged 2540 SP:Iteration 1F (21041.420000 sec): 3 clusters Score: Raw -989453.440583 + Penalty 4352.519268 = -985100.921316 nChanged 421 SP:Iteration 2F (21041.630000 sec): 3 clusters Score: Raw -989674.667287 + Penalty 4352.519268 = -985322.148019 nChanged 299 SP:Iteration 3Q (21041.870000 sec): 3 clusters Score: Raw -989813.712661 + Penalty 4352.519268 = -985461.193393 nChanged 235 SP:Iteration 4Q (21042.100000 sec): 3 clusters Score: Raw -989919.752882 + Penalty 4352.519268 = -985567.233614 nChanged 203 SP:Iteration 5Q (21042.390000 sec): 3 clusters Score: Raw -990010.330803 + Penalty 4352.519268 = -985657.811536 nChanged 189 SP:Iteration 6Q (21042.620000 sec): 3 clusters Score: Raw -990107.756323 + Penalty 4352.519268 = -985755.237055 nChanged 218 SP:Iteration 7Q (21042.820000 sec): 3 clusters Score: Raw -990235.426018 + Penalty 4352.519268 = -985882.906751 nChanged 240 SP:Iteration 8Q (21043.060000 sec): 3 clusters Score: Raw -990369.667129 + Penalty 4352.519268 = -986017.147861 nChanged 238 SP:Iteration 9Q (21043.290000 sec): 3 clusters Score: Raw -990505.188400 + Penalty 4352.519268 = -986152.669133 nChanged 218 SP:Iteration 10Q (21043.520000 sec): 3 clusters Score: Raw -990640.185203 + Penalty 4352.519268 = -986287.665935 nChanged 210 SP:Iteration 11Q (21043.760000 sec): 3 clusters Score: Raw -990774.339989 + Penalty 4352.519268 = -986421.820722 nChanged 194 SP:Iteration 12Q (21043.970000 sec): 3 clusters Score: Raw -990912.879556 + Penalty 4352.519268 = -986560.360288 nChanged 173 SP:Iteration 13Q (21044.160000 sec): 3 clusters Score: Raw -991045.255701 + Penalty 4352.519268 = -986692.736433 nChanged 181 SP:Iteration 14Q (21044.370000 sec): 3 clusters Score: Raw -991188.751490 + Penalty 4352.519268 = -986836.232222 nChanged 144 SP:Iteration 15Q (21044.580000 sec): 3 clusters Score: Raw -991312.059895 + Penalty 4352.519268 = -986959.540628 nChanged 111 SP:Iteration 16Q (21044.790000 sec): 3 clusters Score: Raw -991409.901505 + Penalty 4352.519268 = -987057.382238 nChanged 82 SP:Iteration 17Q (21045.000000 sec): 3 clusters Score: Raw -991489.334471 + Penalty 4352.519268 = -987136.815203 nChanged 69 SP:Iteration 18Q (21045.200000 sec): 3 clusters Score: Raw -991561.636837 + Penalty 4352.519268 = -987209.117570 nChanged 63 SP:Iteration 19Q (21045.430000 sec): 3 clusters Score: Raw -991621.814751 + Penalty 4352.519268 = -987269.295484 nChanged 50 SP:Iteration 20F (21045.700000 sec): 3 clusters Score: Raw -991677.773089 + Penalty 4352.519268 = -987325.253822 nChanged 33 SP:Iteration 21Q (21045.890000 sec): 3 clusters Score: Raw -991711.788690 + Penalty 4352.519268 = -987359.269423 nChanged 15 SP:Iteration 22Q (21046.100000 sec): 3 clusters Score: Raw -991725.652264 + Penalty 4352.519268 = -987373.132997 nChanged 12 SP:Iteration 23Q (21046.340000 sec): 3 clusters Score: Raw -991737.839425 + Penalty 4352.519268 = -987385.320157 nChanged 14 SP:Iteration 24Q (21046.550000 sec): 3 clusters Score: Raw -991756.191002 + Penalty 4352.519268 = -987403.671735 nChanged 12 SP:Iteration 25Q (21046.790000 sec): 3 clusters Score: Raw -991770.354705 + Penalty 4352.519268 = -987417.835437 nChanged 14 SP:Iteration 26Q (21046.960000 sec): 3 clusters Score: Raw -991790.861234 + Penalty 4352.519268 = -987438.341967 nChanged 8 SP:Iteration 27Q (21047.190000 sec): 3 clusters Score: Raw -991799.801322 + Penalty 4352.519268 = -987447.282054 nChanged 10 SP:Iteration 28Q (21047.390000 sec): 3 clusters Score: Raw -991812.769950 + Penalty 4352.519268 = -987460.250682 nChanged 10 SP:Iteration 29Q (21047.620000 sec): 3 clusters Score: Raw -991829.703338 + Penalty 4352.519268 = -987477.184070 nChanged 21 SP:Iteration 30Q (21047.820000 sec): 3 clusters Score: Raw -991869.647802 + Penalty 4352.519268 = -987517.128534 nChanged 26 SP:Iteration 31Q (21048.070000 sec): 3 clusters Score: Raw -991914.989150 + Penalty 4352.519268 = -987562.469883 nChanged 26 SP:Iteration 32Q (21048.340000 sec): 3 clusters Score: Raw -991940.384405 + Penalty 4352.519268 = -987587.865138 nChanged 21 SP:Iteration 33Q (21048.610000 sec): 3 clusters Score: Raw -991969.346291 + Penalty 4352.519268 = -987616.827023 nChanged 19 SP:Iteration 34Q (21048.800000 sec): 3 clusters Score: Raw -991995.899428 + Penalty 4352.519268 = -987643.380160 nChanged 11 SP:Iteration 35Q (21049.000000 sec): 3 clusters Score: Raw -992007.554796 + Penalty 4352.519268 = -987655.035529 nChanged 7 SP:Iteration 36Q (21049.280000 sec): 3 clusters Score: Raw -992018.723102 + Penalty 4352.519268 = -987666.203835 nChanged 11 SP:Iteration 37Q (21049.480000 sec): 3 clusters Score: Raw -992038.656436 + Penalty 4352.519268 = -987686.137168 nChanged 11 SP:Iteration 38Q (21049.730000 sec): 3 clusters Score: Raw -992050.206114 + Penalty 4352.519268 = -987697.686847 nChanged 13 SP:Iteration 39Q (21049.940000 sec): 3 clusters Score: Raw -992067.780230 + Penalty 4352.519268 = -987715.260963 nChanged 13 SP:Iteration 40F (21050.100000 sec): 3 clusters Score: Raw -992104.074428 + Penalty 4352.519268 = -987751.555160 nChanged 15 SP:Iteration 41Q (21050.270000 sec): 3 clusters Score: Raw -992131.973614 + Penalty 4352.519268 = -987779.454346 nChanged 22 SP:Iteration 42Q (21050.460000 sec): 3 clusters Score: Raw -992152.265246 + Penalty 4352.519268 = -987799.745979 nChanged 15 SP:Iteration 43Q (21050.690000 sec): 3 clusters Score: Raw -992170.237777 + Penalty 4352.519268 = -987817.718509 nChanged 18 SP:Iteration 44Q (21050.890000 sec): 3 clusters Score: Raw -992188.217647 + Penalty 4352.519268 = -987835.698379 nChanged 12 SP:Iteration 45Q (21051.090000 sec): 3 clusters Score: Raw -992203.626406 + Penalty 4352.519268 = -987851.107139 nChanged 13 SP:Iteration 46Q (21051.290000 sec): 3 clusters Score: Raw -992221.065003 + Penalty 4352.519268 = -987868.545736 nChanged 13 SP:Iteration 47Q (21051.450000 sec): 3 clusters Score: Raw -992232.686295 + Penalty 4352.519268 = -987880.167028 nChanged 8 SP:Iteration 48Q (21051.700000 sec): 3 clusters Score: Raw -992239.949166 + Penalty 4352.519268 = -987887.429898 nChanged 6 SP:Iteration 49Q (21051.930000 sec): 3 clusters Score: Raw -992246.699883 + Penalty 4352.519268 = -987894.180616 nChanged 7 SP:Iteration 50Q (21052.120000 sec): 3 clusters Score: Raw -992252.538160 + Penalty 4352.519268 = -987900.018892 nChanged 5 SP:Iteration 51Q (21052.300000 sec): 3 clusters Score: Raw -992256.223169 + Penalty 4352.519268 = -987903.703901 nChanged 5 SP:Iteration 52Q (21052.500000 sec): 3 clusters Score: Raw -992259.692239 + Penalty 4352.519268 = -987907.172971 nChanged 5 SP:Iteration 53Q (21052.680000 sec): 3 clusters Score: Raw -992263.034931 + Penalty 4352.519268 = -987910.515663 nChanged 1 SP:Iteration 54Q (21052.920000 sec): 3 clusters Score: Raw -992263.641087 + Penalty 4352.519268 = -987911.121819 nChanged 1 SP:Iteration 55Q (21053.160000 sec): 3 clusters Score: Raw -992263.991406 + Penalty 4352.519268 = -987911.472139 nChanged 0 SP:Iteration 56F (21053.380000 sec): 3 clusters Score: Raw -992263.991406 + Penalty 4352.519268 = -987911.472139 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 9 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21053.490000 sec): 2 clusters Score: Raw -30128.976893 + Penalty 1362.279238 = -28766.697655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21053.700000 sec): 3 clusters Score: Raw -30328.123449 + Penalty 2724.558476 = -27603.564973 nChanged 44 SP:Iteration 1F (21053.890000 sec): 3 clusters Score: Raw -30513.409728 + Penalty 2724.558476 = -27788.851253 nChanged 15 SP:Iteration 2F (21054.030000 sec): 3 clusters Score: Raw -30600.850314 + Penalty 2724.558476 = -27876.291838 nChanged 5 SP:Iteration 3Q (21054.200000 sec): 3 clusters Score: Raw -30633.662467 + Penalty 2724.558476 = -27909.103991 nChanged 6 SP:Iteration 4Q (21054.410000 sec): 3 clusters Score: Raw -30684.477829 + Penalty 2724.558476 = -27959.919353 nChanged 4 SP:Iteration 5Q (21054.540000 sec): 3 clusters Score: Raw -30717.855445 + Penalty 2724.558476 = -27993.296969 nChanged 4 SP:Iteration 6Q (21054.780000 sec): 3 clusters Score: Raw -30737.687277 + Penalty 2724.558476 = -28013.128801 nChanged 1 SP:Iteration 7Q (21054.960000 sec): 3 clusters Score: Raw -30743.303594 + Penalty 2724.558476 = -28018.745118 nChanged 1 SP:Iteration 8Q (21055.120000 sec): 3 clusters Score: Raw -30750.339260 + Penalty 2724.558476 = -28025.780784 nChanged 1 SP:Iteration 9Q (21055.290000 sec): 3 clusters Score: Raw -30752.945425 + Penalty 2724.558476 = -28028.386949 nChanged 0 SP:Iteration 10F (21055.500000 sec): 3 clusters Score: Raw -30752.945425 + Penalty 2724.558476 = -28028.386949 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21055.570000 sec): 2 clusters Score: Raw -43797.022671 + Penalty 1430.543607 = -42366.479065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21055.780000 sec): 3 clusters Score: Raw -43985.191005 + Penalty 2861.087214 = -41124.103791 nChanged 47 SP:Iteration 1F (21055.940000 sec): 3 clusters Score: Raw -44091.694252 + Penalty 2861.087214 = -41230.607038 nChanged 10 SP:Iteration 2Q (21056.160000 sec): 3 clusters Score: Raw -44125.994472 + Penalty 2861.087214 = -41264.907258 nChanged 2 SP:Iteration 3Q (21056.300000 sec): 3 clusters Score: Raw -44135.156028 + Penalty 2861.087214 = -41274.068814 nChanged 1 SP:Iteration 4Q (21056.520000 sec): 3 clusters Score: Raw -44138.302892 + Penalty 2861.087214 = -41277.215678 nChanged 0 SP:Iteration 5F (21056.680000 sec): 3 clusters Score: Raw -44138.302892 + Penalty 2861.087214 = -41277.215678 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 11 (594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21056.770000 sec): 2 clusters Score: Raw -89142.780337 + Penalty 1583.946071 = -87558.834265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21056.950000 sec): 3 clusters Score: Raw -89095.813329 + Penalty 3167.892142 = -85927.921186 nChanged 132 SP:Iteration 1F (21057.150000 sec): 3 clusters Score: Raw -89330.991796 + Penalty 3167.892142 = -86163.099654 nChanged 34 SP:Iteration 2F (21057.360000 sec): 3 clusters Score: Raw -89425.144951 + Penalty 3167.892142 = -86257.252809 nChanged 20 SP:Iteration 3Q (21057.560000 sec): 3 clusters Score: Raw -89496.943944 + Penalty 3167.892142 = -86329.051802 nChanged 20 SP:Iteration 4Q (21057.760000 sec): 3 clusters Score: Raw -89588.616005 + Penalty 3167.892142 = -86420.723862 nChanged 15 SP:Iteration 5Q (21057.950000 sec): 3 clusters Score: Raw -89630.614016 + Penalty 3167.892142 = -86462.721874 nChanged 15 SP:Iteration 6Q (21058.140000 sec): 3 clusters Score: Raw -89695.933933 + Penalty 3167.892142 = -86528.041791 nChanged 8 SP:Iteration 7Q (21058.300000 sec): 3 clusters Score: Raw -89734.209498 + Penalty 3167.892142 = -86566.317356 nChanged 12 SP:Iteration 8Q (21058.440000 sec): 3 clusters Score: Raw -89775.417377 + Penalty 3167.892142 = -86607.525234 nChanged 13 SP:Iteration 9Q (21058.650000 sec): 3 clusters Score: Raw -89809.184315 + Penalty 3167.892142 = -86641.292173 nChanged 13 SP:Iteration 10Q (21058.800000 sec): 3 clusters Score: Raw -89860.542297 + Penalty 3167.892142 = -86692.650154 nChanged 9 SP:Iteration 11Q (21059.010000 sec): 3 clusters Score: Raw -89898.092543 + Penalty 3167.892142 = -86730.200400 nChanged 7 SP:Iteration 12Q (21059.180000 sec): 3 clusters Score: Raw -89917.408063 + Penalty 3167.892142 = -86749.515921 nChanged 7 SP:Iteration 13Q (21059.340000 sec): 3 clusters Score: Raw -89936.432897 + Penalty 3167.892142 = -86768.540755 nChanged 6 SP:Iteration 14Q (21059.520000 sec): 3 clusters Score: Raw -89952.568298 + Penalty 3167.892142 = -86784.676156 nChanged 3 SP:Iteration 15Q (21059.690000 sec): 3 clusters Score: Raw -89955.776847 + Penalty 3167.892142 = -86787.884705 nChanged 0 SP:Iteration 16F (21059.860000 sec): 3 clusters Score: Raw -89955.776847 + Penalty 3167.892142 = -86787.884705 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 12 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21059.990000 sec): 2 clusters Score: Raw -99014.453102 + Penalty 1616.748527 = -97397.704574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21060.160000 sec): 3 clusters Score: Raw -98935.170003 + Penalty 3233.497055 = -95701.672949 nChanged 145 SP:Iteration 1F (21060.340000 sec): 3 clusters Score: Raw -99150.735324 + Penalty 3233.497055 = -95917.238269 nChanged 39 SP:Iteration 2F (21060.520000 sec): 3 clusters Score: Raw -99239.544767 + Penalty 3233.497055 = -96006.047713 nChanged 19 SP:Iteration 3Q (21060.660000 sec): 3 clusters Score: Raw -99287.431197 + Penalty 3233.497055 = -96053.934142 nChanged 16 SP:Iteration 4Q (21060.810000 sec): 3 clusters Score: Raw -99331.420193 + Penalty 3233.497055 = -96097.923138 nChanged 17 SP:Iteration 5Q (21060.980000 sec): 3 clusters Score: Raw -99368.530425 + Penalty 3233.497055 = -96135.033370 nChanged 8 SP:Iteration 6Q (21061.170000 sec): 3 clusters Score: Raw -99388.184227 + Penalty 3233.497055 = -96154.687172 nChanged 8 SP:Iteration 7Q (21061.330000 sec): 3 clusters Score: Raw -99416.030146 + Penalty 3233.497055 = -96182.533091 nChanged 10 SP:Iteration 8Q (21061.500000 sec): 3 clusters Score: Raw -99440.146514 + Penalty 3233.497055 = -96206.649459 nChanged 6 SP:Iteration 9Q (21061.680000 sec): 3 clusters Score: Raw -99452.182786 + Penalty 3233.497055 = -96218.685731 nChanged 8 SP:Iteration 10Q (21061.890000 sec): 3 clusters Score: Raw -99467.849023 + Penalty 3233.497055 = -96234.351968 nChanged 8 SP:Iteration 11Q (21062.060000 sec): 3 clusters Score: Raw -99484.074375 + Penalty 3233.497055 = -96250.577321 nChanged 8 SP:Iteration 12Q (21062.260000 sec): 3 clusters Score: Raw -99502.444561 + Penalty 3233.497055 = -96268.947506 nChanged 8 SP:Iteration 13Q (21062.420000 sec): 3 clusters Score: Raw -99524.479588 + Penalty 3233.497055 = -96290.982533 nChanged 8 SP:Iteration 14Q (21062.590000 sec): 3 clusters Score: Raw -99549.187632 + Penalty 3233.497055 = -96315.690577 nChanged 9 SP:Iteration 15Q (21062.790000 sec): 3 clusters Score: Raw -99564.419125 + Penalty 3233.497055 = -96330.922070 nChanged 5 SP:Iteration 16Q (21062.960000 sec): 3 clusters Score: Raw -99579.450018 + Penalty 3233.497055 = -96345.952963 nChanged 7 SP:Iteration 17Q (21063.100000 sec): 3 clusters Score: Raw -99594.162369 + Penalty 3233.497055 = -96360.665314 nChanged 8 SP:Iteration 18Q (21063.310000 sec): 3 clusters Score: Raw -99608.210936 + Penalty 3233.497055 = -96374.713882 nChanged 5 SP:Iteration 19Q (21063.460000 sec): 3 clusters Score: Raw -99619.063538 + Penalty 3233.497055 = -96385.566483 nChanged 4 SP:Iteration 20F (21063.660000 sec): 3 clusters Score: Raw -99627.843429 + Penalty 3233.497055 = -96394.346374 nChanged 5 SP:Iteration 21Q (21063.800000 sec): 3 clusters Score: Raw -99637.809652 + Penalty 3233.497055 = -96404.312597 nChanged 2 SP:Iteration 22Q (21064.000000 sec): 3 clusters Score: Raw -99641.257643 + Penalty 3233.497055 = -96407.760588 nChanged 2 SP:Iteration 23Q (21064.200000 sec): 3 clusters Score: Raw -99645.319917 + Penalty 3233.497055 = -96411.822862 nChanged 3 SP:Iteration 24Q (21064.340000 sec): 3 clusters Score: Raw -99653.532468 + Penalty 3233.497055 = -96420.035414 nChanged 4 SP:Iteration 25Q (21064.560000 sec): 3 clusters Score: Raw -99665.929032 + Penalty 3233.497055 = -96432.431978 nChanged 7 SP:Iteration 26Q (21064.700000 sec): 3 clusters Score: Raw -99694.759921 + Penalty 3233.497055 = -96461.262866 nChanged 10 SP:Iteration 27Q (21064.870000 sec): 3 clusters Score: Raw -99726.246354 + Penalty 3233.497055 = -96492.749299 nChanged 10 SP:Iteration 28Q (21065.080000 sec): 3 clusters Score: Raw -99767.430467 + Penalty 3233.497055 = -96533.933412 nChanged 11 SP:Iteration 29Q (21065.260000 sec): 3 clusters Score: Raw -99809.856131 + Penalty 3233.497055 = -96576.359077 nChanged 16 SP:Iteration 30Q (21065.480000 sec): 3 clusters Score: Raw -99886.154096 + Penalty 3233.497055 = -96652.657041 nChanged 17 SP:Iteration 31Q (21065.680000 sec): 3 clusters Score: Raw -99963.018551 + Penalty 3233.497055 = -96729.521496 nChanged 19 SP:Iteration 32Q (21065.860000 sec): 3 clusters Score: Raw -100048.151834 + Penalty 3233.497055 = -96814.654779 nChanged 16 SP:Iteration 33Q (21066.080000 sec): 3 clusters Score: Raw -100116.307238 + Penalty 3233.497055 = -96882.810183 nChanged 10 SP:Iteration 34Q (21066.220000 sec): 3 clusters Score: Raw -100148.387311 + Penalty 3233.497055 = -96914.890256 nChanged 12 SP:Iteration 35Q (21066.440000 sec): 3 clusters Score: Raw -100195.703332 + Penalty 3233.497055 = -96962.206277 nChanged 9 SP:Iteration 36Q (21066.590000 sec): 3 clusters Score: Raw -100226.623513 + Penalty 3233.497055 = -96993.126458 nChanged 5 SP:Iteration 37Q (21066.820000 sec): 3 clusters Score: Raw -100242.474768 + Penalty 3233.497055 = -97008.977713 nChanged 3 SP:Iteration 38Q (21067.040000 sec): 3 clusters Score: Raw -100251.231482 + Penalty 3233.497055 = -97017.734427 nChanged 4 SP:Iteration 39Q (21067.230000 sec): 3 clusters Score: Raw -100264.323336 + Penalty 3233.497055 = -97030.826282 nChanged 2 SP:Iteration 40F (21067.400000 sec): 3 clusters Score: Raw -100270.207146 + Penalty 3233.497055 = -97036.710091 nChanged 1 SP:Iteration 41Q (21067.600000 sec): 3 clusters Score: Raw -100279.013189 + Penalty 3233.497055 = -97045.516134 nChanged 0 SP:Iteration 42F (21067.730000 sec): 3 clusters Score: Raw -100279.013189 + Penalty 3233.497055 = -97045.516134 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 13 (4768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21067.860000 sec): 2 clusters Score: Raw -723444.983848 + Penalty 2100.481188 = -721344.502661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21068.110000 sec): 3 clusters Score: Raw -721183.200821 + Penalty 4200.962376 = -716982.238446 nChanged 1839 SP:Iteration 1F (21068.290000 sec): 3 clusters Score: Raw -722265.156826 + Penalty 4200.962376 = -718064.194450 nChanged 355 SP:Iteration 2F (21068.480000 sec): 3 clusters Score: Raw -722453.286269 + Penalty 4200.962376 = -718252.323893 nChanged 203 SP:Iteration 3Q (21068.670000 sec): 3 clusters Score: Raw -722568.205251 + Penalty 4200.962376 = -718367.242876 nChanged 164 SP:Iteration 4Q (21068.840000 sec): 3 clusters Score: Raw -722658.537740 + Penalty 4200.962376 = -718457.575365 nChanged 110 SP:Iteration 5Q (21069.050000 sec): 3 clusters Score: Raw -722712.192303 + Penalty 4200.962376 = -718511.229928 nChanged 108 SP:Iteration 6Q (21069.240000 sec): 3 clusters Score: Raw -722768.869042 + Penalty 4200.962376 = -718567.906666 nChanged 101 SP:Iteration 7Q (21069.430000 sec): 3 clusters Score: Raw -722813.997251 + Penalty 4200.962376 = -718613.034876 nChanged 85 SP:Iteration 8Q (21069.630000 sec): 3 clusters Score: Raw -722855.046694 + Penalty 4200.962376 = -718654.084318 nChanged 75 SP:Iteration 9Q (21069.850000 sec): 3 clusters Score: Raw -722896.856959 + Penalty 4200.962376 = -718695.894583 nChanged 83 SP:Iteration 10Q (21070.090000 sec): 3 clusters Score: Raw -722943.098177 + Penalty 4200.962376 = -718742.135802 nChanged 90 SP:Iteration 11Q (21070.260000 sec): 3 clusters Score: Raw -722998.294000 + Penalty 4200.962376 = -718797.331625 nChanged 96 SP:Iteration 12Q (21070.460000 sec): 3 clusters Score: Raw -723045.253749 + Penalty 4200.962376 = -718844.291373 nChanged 89 SP:Iteration 13Q (21070.650000 sec): 3 clusters Score: Raw -723085.048438 + Penalty 4200.962376 = -718884.086062 nChanged 80 SP:Iteration 14Q (21070.830000 sec): 3 clusters Score: Raw -723120.906129 + Penalty 4200.962376 = -718919.943753 nChanged 79 SP:Iteration 15Q (21071.010000 sec): 3 clusters Score: Raw -723173.870366 + Penalty 4200.962376 = -718972.907991 nChanged 103 SP:Iteration 16Q (21071.230000 sec): 3 clusters Score: Raw -723231.127543 + Penalty 4200.962376 = -719030.165167 nChanged 116 SP:Iteration 17Q (21071.470000 sec): 3 clusters Score: Raw -723297.667117 + Penalty 4200.962376 = -719096.704742 nChanged 102 SP:Iteration 18Q (21071.710000 sec): 3 clusters Score: Raw -723355.220115 + Penalty 4200.962376 = -719154.257740 nChanged 105 SP:Iteration 19Q (21071.940000 sec): 3 clusters Score: Raw -723420.825434 + Penalty 4200.962376 = -719219.863059 nChanged 106 SP:Iteration 20F (21072.170000 sec): 3 clusters Score: Raw -723490.175309 + Penalty 4200.962376 = -719289.212933 nChanged 105 SP:Iteration 21Q (21072.360000 sec): 3 clusters Score: Raw -723559.499281 + Penalty 4200.962376 = -719358.536905 nChanged 102 SP:Iteration 22Q (21072.570000 sec): 3 clusters Score: Raw -723628.267535 + Penalty 4200.962376 = -719427.305159 nChanged 98 SP:Iteration 23Q (21072.820000 sec): 3 clusters Score: Raw -723693.399988 + Penalty 4200.962376 = -719492.437612 nChanged 74 SP:Iteration 24Q (21073.020000 sec): 3 clusters Score: Raw -723743.681448 + Penalty 4200.962376 = -719542.719072 nChanged 60 SP:Iteration 25Q (21073.250000 sec): 3 clusters Score: Raw -723784.235809 + Penalty 4200.962376 = -719583.273433 nChanged 40 SP:Iteration 26Q (21073.470000 sec): 3 clusters Score: Raw -723808.620111 + Penalty 4200.962376 = -719607.657736 nChanged 42 SP:Iteration 27Q (21073.690000 sec): 3 clusters Score: Raw -723834.389633 + Penalty 4200.962376 = -719633.427257 nChanged 33 SP:Iteration 28Q (21073.930000 sec): 3 clusters Score: Raw -723850.835874 + Penalty 4200.962376 = -719649.873499 nChanged 20 SP:Iteration 29Q (21074.130000 sec): 3 clusters Score: Raw -723862.883912 + Penalty 4200.962376 = -719661.921536 nChanged 20 SP:Iteration 30Q (21074.310000 sec): 3 clusters Score: Raw -723871.443444 + Penalty 4200.962376 = -719670.481068 nChanged 11 SP:Iteration 31Q (21074.510000 sec): 3 clusters Score: Raw -723875.961775 + Penalty 4200.962376 = -719674.999400 nChanged 12 SP:Iteration 32Q (21074.710000 sec): 3 clusters Score: Raw -723881.206451 + Penalty 4200.962376 = -719680.244076 nChanged 9 SP:Iteration 33Q (21074.900000 sec): 3 clusters Score: Raw -723886.438559 + Penalty 4200.962376 = -719685.476184 nChanged 13 SP:Iteration 34Q (21075.090000 sec): 3 clusters Score: Raw -723894.226964 + Penalty 4200.962376 = -719693.264589 nChanged 11 SP:Iteration 35Q (21075.290000 sec): 3 clusters Score: Raw -723898.539440 + Penalty 4200.962376 = -719697.577064 nChanged 5 SP:Iteration 36Q (21075.470000 sec): 3 clusters Score: Raw -723900.734248 + Penalty 4200.962376 = -719699.771873 nChanged 11 SP:Iteration 37Q (21075.660000 sec): 3 clusters Score: Raw -723907.260033 + Penalty 4200.962376 = -719706.297657 nChanged 9 SP:Iteration 38Q (21075.880000 sec): 3 clusters Score: Raw -723912.858357 + Penalty 4200.962376 = -719711.895981 nChanged 6 SP:Iteration 39Q (21076.070000 sec): 3 clusters Score: Raw -723916.631886 + Penalty 4200.962376 = -719715.669510 nChanged 10 SP:Iteration 40F (21076.300000 sec): 3 clusters Score: Raw -723922.437414 + Penalty 4200.962376 = -719721.475039 nChanged 7 SP:Iteration 41Q (21076.480000 sec): 3 clusters Score: Raw -723927.123236 + Penalty 4200.962376 = -719726.160861 nChanged 6 SP:Iteration 42Q (21076.700000 sec): 3 clusters Score: Raw -723930.024712 + Penalty 4200.962376 = -719729.062336 nChanged 4 SP:Iteration 43Q (21076.930000 sec): 3 clusters Score: Raw -723931.682601 + Penalty 4200.962376 = -719730.720225 nChanged 3 SP:Iteration 44Q (21077.150000 sec): 3 clusters Score: Raw -723932.269636 + Penalty 4200.962376 = -719731.307261 nChanged 2 SP:Iteration 45Q (21077.390000 sec): 3 clusters Score: Raw -723933.310455 + Penalty 4200.962376 = -719732.348080 nChanged 3 SP:Iteration 46Q (21077.590000 sec): 3 clusters Score: Raw -723935.001833 + Penalty 4200.962376 = -719734.039457 nChanged 2 SP:Iteration 47Q (21077.830000 sec): 3 clusters Score: Raw -723936.966937 + Penalty 4200.962376 = -719736.004561 nChanged 4 SP:Iteration 48Q (21078.080000 sec): 3 clusters Score: Raw -723939.339209 + Penalty 4200.962376 = -719738.376833 nChanged 5 SP:Iteration 49Q (21078.320000 sec): 3 clusters Score: Raw -723941.946572 + Penalty 4200.962376 = -719740.984196 nChanged 1 SP:Iteration 50Q (21078.530000 sec): 3 clusters Score: Raw -723942.723922 + Penalty 4200.962376 = -719741.761547 nChanged 1 SP:Iteration 51Q (21078.720000 sec): 3 clusters Score: Raw -723943.257638 + Penalty 4200.962376 = -719742.295262 nChanged 0 SP:Iteration 52F (21078.930000 sec): 3 clusters Score: Raw -723943.257638 + Penalty 4200.962376 = -719742.295262 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 14 (43668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21079.250000 sec): 2 clusters Score: Raw -6934425.863299 + Penalty 2649.723970 = -6931776.139329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21079.670000 sec): 3 clusters Score: Raw -6907539.080937 + Penalty 5299.447940 = -6902239.632996 nChanged 19962 SP:Iteration 1F (21080.110000 sec): 3 clusters Score: Raw -6918821.249011 + Penalty 5299.447940 = -6913521.801071 nChanged 1971 SP:Iteration 2Q (21080.540000 sec): 3 clusters Score: Raw -6919529.787712 + Penalty 5299.447940 = -6914230.339772 nChanged 1906 SP:Iteration 3Q (21080.920000 sec): 3 clusters Score: Raw -6920251.247555 + Penalty 5299.447940 = -6914951.799614 nChanged 1969 SP:Iteration 4Q (21081.320000 sec): 3 clusters Score: Raw -6921097.828350 + Penalty 5299.447940 = -6915798.380410 nChanged 2022 SP:Iteration 5Q (21081.750000 sec): 3 clusters Score: Raw -6922059.962446 + Penalty 5299.447940 = -6916760.514506 nChanged 2167 SP:Iteration 6Q (21082.110000 sec): 3 clusters Score: Raw -6923185.049101 + Penalty 5299.447940 = -6917885.601161 nChanged 2338 SP:Iteration 7F (21082.500000 sec): 3 clusters Score: Raw -6924620.468787 + Penalty 5299.447940 = -6919321.020847 nChanged 2528 SP:Iteration 8F (21082.870000 sec): 3 clusters Score: Raw -6926388.563474 + Penalty 5299.447940 = -6921089.115533 nChanged 2456 SP:Iteration 9F (21083.250000 sec): 3 clusters Score: Raw -6928305.547071 + Penalty 5299.447940 = -6923006.099131 nChanged 2210 SP:Iteration 10F (21083.680000 sec): 3 clusters Score: Raw -6930164.255448 + Penalty 5299.447940 = -6924864.807508 nChanged 1773 SP:Iteration 11Q (21084.130000 sec): 3 clusters Score: Raw -6931637.630820 + Penalty 5299.447940 = -6926338.182879 nChanged 1257 SP:Iteration 12Q (21084.570000 sec): 3 clusters Score: Raw -6932553.259933 + Penalty 5299.447940 = -6927253.811993 nChanged 892 SP:Iteration 13Q (21085.010000 sec): 3 clusters Score: Raw -6933115.966624 + Penalty 5299.447940 = -6927816.518683 nChanged 685 SP:Iteration 14Q (21085.450000 sec): 3 clusters Score: Raw -6933536.796373 + Penalty 5299.447940 = -6928237.348432 nChanged 543 SP:Iteration 15Q (21085.810000 sec): 3 clusters Score: Raw -6933857.205924 + Penalty 5299.447940 = -6928557.757983 nChanged 473 SP:Iteration 16Q (21086.250000 sec): 3 clusters Score: Raw -6934156.465581 + Penalty 5299.447940 = -6928857.017641 nChanged 402 SP:Iteration 17Q (21086.650000 sec): 3 clusters Score: Raw -6934384.939173 + Penalty 5299.447940 = -6929085.491232 nChanged 292 SP:Iteration 18Q (21087.100000 sec): 3 clusters Score: Raw -6934541.113714 + Penalty 5299.447940 = -6929241.665774 nChanged 244 SP:Iteration 19Q (21087.490000 sec): 3 clusters Score: Raw -6934659.100380 + Penalty 5299.447940 = -6929359.652439 nChanged 206 SP:Iteration 20F (21088.000000 sec): 3 clusters Score: Raw -6934754.931386 + Penalty 5299.447940 = -6929455.483446 nChanged 167 SP:Iteration 21Q (21088.380000 sec): 3 clusters Score: Raw -6934827.245934 + Penalty 5299.447940 = -6929527.797994 nChanged 142 SP:Iteration 22Q (21088.850000 sec): 3 clusters Score: Raw -6934896.082760 + Penalty 5299.447940 = -6929596.634820 nChanged 111 SP:Iteration 23Q (21089.240000 sec): 3 clusters Score: Raw -6934949.075224 + Penalty 5299.447940 = -6929649.627284 nChanged 93 SP:Iteration 24Q (21089.650000 sec): 3 clusters Score: Raw -6934990.015406 + Penalty 5299.447940 = -6929690.567465 nChanged 85 SP:Iteration 25Q (21090.050000 sec): 3 clusters Score: Raw -6935025.320777 + Penalty 5299.447940 = -6929725.872836 nChanged 89 SP:Iteration 26Q (21090.480000 sec): 3 clusters Score: Raw -6935055.951451 + Penalty 5299.447940 = -6929756.503511 nChanged 64 SP:Iteration 27Q (21090.820000 sec): 3 clusters Score: Raw -6935075.909797 + Penalty 5299.447940 = -6929776.461856 nChanged 43 SP:Iteration 28Q (21091.160000 sec): 3 clusters Score: Raw -6935086.932234 + Penalty 5299.447940 = -6929787.484294 nChanged 32 SP:Iteration 29Q (21091.500000 sec): 3 clusters Score: Raw -6935095.733190 + Penalty 5299.447940 = -6929796.285250 nChanged 22 SP:Iteration 30Q (21091.860000 sec): 3 clusters Score: Raw -6935101.151416 + Penalty 5299.447940 = -6929801.703476 nChanged 18 SP:Iteration 31Q (21092.210000 sec): 3 clusters Score: Raw -6935105.901740 + Penalty 5299.447940 = -6929806.453800 nChanged 23 SP:Iteration 32Q (21092.560000 sec): 3 clusters Score: Raw -6935111.170868 + Penalty 5299.447940 = -6929811.722928 nChanged 18 SP:Iteration 33Q (21092.930000 sec): 3 clusters Score: Raw -6935116.806719 + Penalty 5299.447940 = -6929817.358778 nChanged 18 SP:Iteration 34Q (21093.280000 sec): 3 clusters Score: Raw -6935121.459676 + Penalty 5299.447940 = -6929822.011736 nChanged 11 SP:Iteration 35Q (21093.640000 sec): 3 clusters Score: Raw -6935124.218141 + Penalty 5299.447940 = -6929824.770200 nChanged 11 SP:Iteration 36Q (21094.050000 sec): 3 clusters Score: Raw -6935126.496036 + Penalty 5299.447940 = -6929827.048096 nChanged 8 SP:Iteration 37Q (21094.410000 sec): 3 clusters Score: Raw -6935128.180141 + Penalty 5299.447940 = -6929828.732201 nChanged 12 SP:Iteration 38Q (21094.820000 sec): 3 clusters Score: Raw -6935131.118907 + Penalty 5299.447940 = -6929831.670966 nChanged 14 SP:Iteration 39Q (21095.250000 sec): 3 clusters Score: Raw -6935135.592455 + Penalty 5299.447940 = -6929836.144515 nChanged 14 SP:Iteration 40F (21095.680000 sec): 3 clusters Score: Raw -6935140.058380 + Penalty 5299.447940 = -6929840.610439 nChanged 15 SP:Iteration 41Q (21096.070000 sec): 3 clusters Score: Raw -6935143.745827 + Penalty 5299.447940 = -6929844.297887 nChanged 10 SP:Iteration 42Q (21096.370000 sec): 3 clusters Score: Raw -6935145.835850 + Penalty 5299.447940 = -6929846.387910 nChanged 8 SP:Iteration 43Q (21096.770000 sec): 3 clusters Score: Raw -6935147.473212 + Penalty 5299.447940 = -6929848.025271 nChanged 10 SP:Iteration 44Q (21097.170000 sec): 3 clusters Score: Raw -6935149.116704 + Penalty 5299.447940 = -6929849.668764 nChanged 5 SP:Iteration 45Q (21097.560000 sec): 3 clusters Score: Raw -6935150.025941 + Penalty 5299.447940 = -6929850.578001 nChanged 3 SP:Iteration 46Q (21097.930000 sec): 3 clusters Score: Raw -6935151.253998 + Penalty 5299.447940 = -6929851.806057 nChanged 4 SP:Iteration 47Q (21098.330000 sec): 3 clusters Score: Raw -6935151.931706 + Penalty 5299.447940 = -6929852.483765 nChanged 5 SP:Iteration 48Q (21098.690000 sec): 3 clusters Score: Raw -6935153.036706 + Penalty 5299.447940 = -6929853.588766 nChanged 5 SP:Iteration 49Q (21099.100000 sec): 3 clusters Score: Raw -6935154.177967 + Penalty 5299.447940 = -6929854.730026 nChanged 3 SP:Iteration 50Q (21099.530000 sec): 3 clusters Score: Raw -6935154.522797 + Penalty 5299.447940 = -6929855.074857 nChanged 0 SP:Iteration 51F (21099.940000 sec): 3 clusters Score: Raw -6935154.522797 + Penalty 5299.447940 = -6929855.074857 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 15 (9073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21100.100000 sec): 2 clusters Score: Raw -1452028.324876 + Penalty 2260.038446 = -1449768.286431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21100.350000 sec): 3 clusters Score: Raw -1447224.968235 + Penalty 4520.076892 = -1442704.891343 nChanged 3743 SP:Iteration 1F (21100.630000 sec): 3 clusters Score: Raw -1449234.004187 + Penalty 4520.076892 = -1444713.927295 nChanged 633 SP:Iteration 2F (21100.810000 sec): 3 clusters Score: Raw -1449560.820356 + Penalty 4520.076892 = -1445040.743465 nChanged 496 SP:Iteration 3F (21101.050000 sec): 3 clusters Score: Raw -1449813.358765 + Penalty 4520.076892 = -1445293.281874 nChanged 408 SP:Iteration 4Q (21101.280000 sec): 3 clusters Score: Raw -1449995.983840 + Penalty 4520.076892 = -1445475.906948 nChanged 316 SP:Iteration 5Q (21101.510000 sec): 3 clusters Score: Raw -1450132.429926 + Penalty 4520.076892 = -1445612.353035 nChanged 269 SP:Iteration 6Q (21101.750000 sec): 3 clusters Score: Raw -1450233.878331 + Penalty 4520.076892 = -1445713.801439 nChanged 233 SP:Iteration 7Q (21101.990000 sec): 3 clusters Score: Raw -1450303.944851 + Penalty 4520.076892 = -1445783.867960 nChanged 186 SP:Iteration 8Q (21102.230000 sec): 3 clusters Score: Raw -1450358.014524 + Penalty 4520.076892 = -1445837.937632 nChanged 157 SP:Iteration 9Q (21102.410000 sec): 3 clusters Score: Raw -1450403.895486 + Penalty 4520.076892 = -1445883.818595 nChanged 124 SP:Iteration 10Q (21102.670000 sec): 3 clusters Score: Raw -1450442.232958 + Penalty 4520.076892 = -1445922.156066 nChanged 135 SP:Iteration 11Q (21102.860000 sec): 3 clusters Score: Raw -1450491.941472 + Penalty 4520.076892 = -1445971.864580 nChanged 152 SP:Iteration 12Q (21103.110000 sec): 3 clusters Score: Raw -1450543.346377 + Penalty 4520.076892 = -1446023.269485 nChanged 127 SP:Iteration 13Q (21103.350000 sec): 3 clusters Score: Raw -1450581.610173 + Penalty 4520.076892 = -1446061.533282 nChanged 118 SP:Iteration 14Q (21103.590000 sec): 3 clusters Score: Raw -1450607.900425 + Penalty 4520.076892 = -1446087.823534 nChanged 79 SP:Iteration 15Q (21103.850000 sec): 3 clusters Score: Raw -1450624.717258 + Penalty 4520.076892 = -1446104.640366 nChanged 67 SP:Iteration 16Q (21104.070000 sec): 3 clusters Score: Raw -1450638.862751 + Penalty 4520.076892 = -1446118.785860 nChanged 54 SP:Iteration 17Q (21104.330000 sec): 3 clusters Score: Raw -1450651.215909 + Penalty 4520.076892 = -1446131.139017 nChanged 55 SP:Iteration 18Q (21104.540000 sec): 3 clusters Score: Raw -1450664.704386 + Penalty 4520.076892 = -1446144.627494 nChanged 51 SP:Iteration 19Q (21104.780000 sec): 3 clusters Score: Raw -1450676.329027 + Penalty 4520.076892 = -1446156.252135 nChanged 51 SP:Iteration 20F (21105.030000 sec): 3 clusters Score: Raw -1450686.466864 + Penalty 4520.076892 = -1446166.389972 nChanged 40 SP:Iteration 21Q (21105.230000 sec): 3 clusters Score: Raw -1450696.082135 + Penalty 4520.076892 = -1446176.005244 nChanged 56 SP:Iteration 22Q (21105.490000 sec): 3 clusters Score: Raw -1450708.896429 + Penalty 4520.076892 = -1446188.819538 nChanged 56 SP:Iteration 23Q (21105.760000 sec): 3 clusters Score: Raw -1450724.420865 + Penalty 4520.076892 = -1446204.343974 nChanged 65 SP:Iteration 24Q (21106.000000 sec): 3 clusters Score: Raw -1450738.020377 + Penalty 4520.076892 = -1446217.943485 nChanged 55 SP:Iteration 25Q (21106.240000 sec): 3 clusters Score: Raw -1450748.594161 + Penalty 4520.076892 = -1446228.517269 nChanged 48 SP:Iteration 26Q (21106.490000 sec): 3 clusters Score: Raw -1450757.919804 + Penalty 4520.076892 = -1446237.842912 nChanged 39 SP:Iteration 27Q (21106.760000 sec): 3 clusters Score: Raw -1450767.610830 + Penalty 4520.076892 = -1446247.533938 nChanged 47 SP:Iteration 28Q (21107.000000 sec): 3 clusters Score: Raw -1450778.407453 + Penalty 4520.076892 = -1446258.330561 nChanged 35 SP:Iteration 29Q (21107.290000 sec): 3 clusters Score: Raw -1450786.460237 + Penalty 4520.076892 = -1446266.383345 nChanged 32 SP:Iteration 30Q (21107.550000 sec): 3 clusters Score: Raw -1450792.228597 + Penalty 4520.076892 = -1446272.151705 nChanged 31 SP:Iteration 31Q (21107.780000 sec): 3 clusters Score: Raw -1450798.640473 + Penalty 4520.076892 = -1446278.563581 nChanged 38 SP:Iteration 32Q (21108.010000 sec): 3 clusters Score: Raw -1450807.549874 + Penalty 4520.076892 = -1446287.472982 nChanged 41 SP:Iteration 33Q (21108.250000 sec): 3 clusters Score: Raw -1450816.148377 + Penalty 4520.076892 = -1446296.071485 nChanged 37 SP:Iteration 34Q (21108.510000 sec): 3 clusters Score: Raw -1450824.584537 + Penalty 4520.076892 = -1446304.507646 nChanged 44 SP:Iteration 35Q (21108.760000 sec): 3 clusters Score: Raw -1450835.802058 + Penalty 4520.076892 = -1446315.725166 nChanged 44 SP:Iteration 36Q (21108.980000 sec): 3 clusters Score: Raw -1450846.769734 + Penalty 4520.076892 = -1446326.692842 nChanged 47 SP:Iteration 37Q (21109.230000 sec): 3 clusters Score: Raw -1450856.053413 + Penalty 4520.076892 = -1446335.976521 nChanged 36 SP:Iteration 38Q (21109.410000 sec): 3 clusters Score: Raw -1450863.606168 + Penalty 4520.076892 = -1446343.529277 nChanged 39 SP:Iteration 39Q (21109.670000 sec): 3 clusters Score: Raw -1450870.772416 + Penalty 4520.076892 = -1446350.695524 nChanged 40 SP:Iteration 40F (21109.900000 sec): 3 clusters Score: Raw -1450879.446075 + Penalty 4520.076892 = -1446359.369183 nChanged 40 SP:Iteration 41Q (21110.160000 sec): 3 clusters Score: Raw -1450887.510281 + Penalty 4520.076892 = -1446367.433390 nChanged 42 SP:Iteration 42Q (21110.400000 sec): 3 clusters Score: Raw -1450895.383110 + Penalty 4520.076892 = -1446375.306219 nChanged 35 SP:Iteration 43Q (21110.650000 sec): 3 clusters Score: Raw -1450901.970851 + Penalty 4520.076892 = -1446381.893959 nChanged 28 SP:Iteration 44Q (21110.880000 sec): 3 clusters Score: Raw -1450906.530574 + Penalty 4520.076892 = -1446386.453682 nChanged 28 SP:Iteration 45Q (21111.080000 sec): 3 clusters Score: Raw -1450910.513953 + Penalty 4520.076892 = -1446390.437061 nChanged 23 SP:Iteration 46Q (21111.340000 sec): 3 clusters Score: Raw -1450914.116519 + Penalty 4520.076892 = -1446394.039627 nChanged 20 SP:Iteration 47Q (21111.560000 sec): 3 clusters Score: Raw -1450918.422106 + Penalty 4520.076892 = -1446398.345214 nChanged 21 SP:Iteration 48Q (21111.810000 sec): 3 clusters Score: Raw -1450921.840374 + Penalty 4520.076892 = -1446401.763482 nChanged 7 SP:Iteration 49Q (21112.060000 sec): 3 clusters Score: Raw -1450922.948277 + Penalty 4520.076892 = -1446402.871385 nChanged 6 SP:Iteration 50Q (21112.320000 sec): 3 clusters Score: Raw -1450923.831775 + Penalty 4520.076892 = -1446403.754883 nChanged 7 SP:Iteration 51Q (21112.580000 sec): 3 clusters Score: Raw -1450924.736945 + Penalty 4520.076892 = -1446404.660053 nChanged 6 SP:Iteration 52Q (21112.790000 sec): 3 clusters Score: Raw -1450925.736023 + Penalty 4520.076892 = -1446405.659131 nChanged 8 SP:Iteration 53Q (21113.000000 sec): 3 clusters Score: Raw -1450926.990313 + Penalty 4520.076892 = -1446406.913422 nChanged 7 SP:Iteration 54Q (21113.280000 sec): 3 clusters Score: Raw -1450927.944647 + Penalty 4520.076892 = -1446407.867756 nChanged 4 SP:Iteration 55Q (21113.490000 sec): 3 clusters Score: Raw -1450928.380929 + Penalty 4520.076892 = -1446408.304037 nChanged 8 SP:Iteration 56Q (21113.760000 sec): 3 clusters Score: Raw -1450929.857672 + Penalty 4520.076892 = -1446409.780781 nChanged 12 SP:Iteration 57Q (21114.020000 sec): 3 clusters Score: Raw -1450931.697967 + Penalty 4520.076892 = -1446411.621075 nChanged 11 SP:Iteration 58Q (21114.250000 sec): 3 clusters Score: Raw -1450933.191230 + Penalty 4520.076892 = -1446413.114338 nChanged 7 SP:Iteration 59Q (21114.480000 sec): 3 clusters Score: Raw -1450934.055785 + Penalty 4520.076892 = -1446413.978893 nChanged 3 SP:Iteration 60F (21114.720000 sec): 3 clusters Score: Raw -1450934.373336 + Penalty 4520.076892 = -1446414.296445 nChanged 2 SP:Iteration 61Q (21114.960000 sec): 3 clusters Score: Raw -1450934.608373 + Penalty 4520.076892 = -1446414.531482 nChanged 2 SP:Iteration 62Q (21115.160000 sec): 3 clusters Score: Raw -1450934.876618 + Penalty 4520.076892 = -1446414.799726 nChanged 4 SP:Iteration 63Q (21115.420000 sec): 3 clusters Score: Raw -1450935.602060 + Penalty 4520.076892 = -1446415.525169 nChanged 4 SP:Iteration 64Q (21115.680000 sec): 3 clusters Score: Raw -1450935.903053 + Penalty 4520.076892 = -1446415.826161 nChanged 2 SP:Iteration 65Q (21115.890000 sec): 3 clusters Score: Raw -1450936.106554 + Penalty 4520.076892 = -1446416.029662 nChanged 2 SP:Iteration 66Q (21116.120000 sec): 3 clusters Score: Raw -1450936.386344 + Penalty 4520.076892 = -1446416.309453 nChanged 1 SP:Iteration 67Q (21116.360000 sec): 3 clusters Score: Raw -1450936.514886 + Penalty 4520.076892 = -1446416.437995 nChanged 1 SP:Iteration 68Q (21116.590000 sec): 3 clusters Score: Raw -1450936.763984 + Penalty 4520.076892 = -1446416.687092 nChanged 2 SP:Iteration 69Q (21116.780000 sec): 3 clusters Score: Raw -1450937.411404 + Penalty 4520.076892 = -1446417.334512 nChanged 9 SP:Iteration 70Q (21116.930000 sec): 3 clusters Score: Raw -1450940.045553 + Penalty 4520.076892 = -1446419.968661 nChanged 10 SP:Iteration 71Q (21117.170000 sec): 3 clusters Score: Raw -1450941.572201 + Penalty 4520.076892 = -1446421.495309 nChanged 6 SP:Iteration 72Q (21117.360000 sec): 3 clusters Score: Raw -1450942.622381 + Penalty 4520.076892 = -1446422.545489 nChanged 8 SP:Iteration 73Q (21117.580000 sec): 3 clusters Score: Raw -1450943.730320 + Penalty 4520.076892 = -1446423.653429 nChanged 5 SP:Iteration 74Q (21117.800000 sec): 3 clusters Score: Raw -1450944.616851 + Penalty 4520.076892 = -1446424.539960 nChanged 7 SP:Iteration 75Q (21118.030000 sec): 3 clusters Score: Raw -1450945.901685 + Penalty 4520.076892 = -1446425.824793 nChanged 14 SP:Iteration 76Q (21118.240000 sec): 3 clusters Score: Raw -1450948.449863 + Penalty 4520.076892 = -1446428.372971 nChanged 10 SP:Iteration 77Q (21118.450000 sec): 3 clusters Score: Raw -1450950.585669 + Penalty 4520.076892 = -1446430.508778 nChanged 14 SP:Iteration 78Q (21118.650000 sec): 3 clusters Score: Raw -1450952.687697 + Penalty 4520.076892 = -1446432.610806 nChanged 9 SP:Iteration 79Q (21118.870000 sec): 3 clusters Score: Raw -1450954.227185 + Penalty 4520.076892 = -1446434.150293 nChanged 10 SP:Iteration 80F (21119.070000 sec): 3 clusters Score: Raw -1450955.539392 + Penalty 4520.076892 = -1446435.462500 nChanged 7 SP:Iteration 81Q (21119.270000 sec): 3 clusters Score: Raw -1450956.517029 + Penalty 4520.076892 = -1446436.440137 nChanged 9 SP:Iteration 82Q (21119.470000 sec): 3 clusters Score: Raw -1450957.651598 + Penalty 4520.076892 = -1446437.574706 nChanged 13 SP:Iteration 83Q (21119.740000 sec): 3 clusters Score: Raw -1450959.999721 + Penalty 4520.076892 = -1446439.922829 nChanged 16 SP:Iteration 84Q (21119.960000 sec): 3 clusters Score: Raw -1450963.378187 + Penalty 4520.076892 = -1446443.301295 nChanged 16 SP:Iteration 85Q (21120.200000 sec): 3 clusters Score: Raw -1450966.891283 + Penalty 4520.076892 = -1446446.814391 nChanged 14 SP:Iteration 86Q (21120.460000 sec): 3 clusters Score: Raw -1450969.606772 + Penalty 4520.076892 = -1446449.529880 nChanged 17 SP:Iteration 87Q (21120.680000 sec): 3 clusters Score: Raw -1450973.347398 + Penalty 4520.076892 = -1446453.270506 nChanged 26 SP:Iteration 88Q (21120.900000 sec): 3 clusters Score: Raw -1450980.044084 + Penalty 4520.076892 = -1446459.967192 nChanged 35 SP:Iteration 89Q (21121.160000 sec): 3 clusters Score: Raw -1450988.061070 + Penalty 4520.076892 = -1446467.984178 nChanged 25 SP:Iteration 90Q (21121.400000 sec): 3 clusters Score: Raw -1450992.986271 + Penalty 4520.076892 = -1446472.909379 nChanged 31 SP:Iteration 91Q (21121.580000 sec): 3 clusters Score: Raw -1450999.511033 + Penalty 4520.076892 = -1446479.434141 nChanged 24 SP:Iteration 92Q (21121.840000 sec): 3 clusters Score: Raw -1451003.556349 + Penalty 4520.076892 = -1446483.479458 nChanged 22 SP:Iteration 93Q (21122.030000 sec): 3 clusters Score: Raw -1451007.524910 + Penalty 4520.076892 = -1446487.448018 nChanged 18 SP:Iteration 94Q (21122.250000 sec): 3 clusters Score: Raw -1451009.482168 + Penalty 4520.076892 = -1446489.405276 nChanged 13 SP:Iteration 95Q (21122.430000 sec): 3 clusters Score: Raw -1451011.861928 + Penalty 4520.076892 = -1446491.785036 nChanged 16 SP:Iteration 96Q (21122.660000 sec): 3 clusters Score: Raw -1451014.400759 + Penalty 4520.076892 = -1446494.323868 nChanged 14 SP:Iteration 97Q (21122.850000 sec): 3 clusters Score: Raw -1451016.606851 + Penalty 4520.076892 = -1446496.529960 nChanged 17 SP:Iteration 98Q (21123.070000 sec): 3 clusters Score: Raw -1451019.987831 + Penalty 4520.076892 = -1446499.910939 nChanged 15 SP:Iteration 99Q (21123.300000 sec): 3 clusters Score: Raw -1451022.901949 + Penalty 4520.076892 = -1446502.825058 nChanged 16 SP:Iteration 100F (21123.550000 sec): 3 clusters Score: Raw -1451025.667098 + Penalty 4520.076892 = -1446505.590207 nChanged 26 SP:Iteration 101Q (21123.740000 sec): 3 clusters Score: Raw -1451030.156893 + Penalty 4520.076892 = -1446510.080002 nChanged 21 SP:Iteration 102Q (21123.960000 sec): 3 clusters Score: Raw -1451033.890653 + Penalty 4520.076892 = -1446513.813761 nChanged 26 SP:Iteration 103Q (21124.160000 sec): 3 clusters Score: Raw -1451038.281140 + Penalty 4520.076892 = -1446518.204248 nChanged 21 SP:Iteration 104Q (21124.430000 sec): 3 clusters Score: Raw -1451041.527357 + Penalty 4520.076892 = -1446521.450466 nChanged 17 SP:Iteration 105Q (21124.630000 sec): 3 clusters Score: Raw -1451044.838743 + Penalty 4520.076892 = -1446524.761851 nChanged 23 SP:Iteration 106Q (21124.850000 sec): 3 clusters Score: Raw -1451048.698113 + Penalty 4520.076892 = -1446528.621221 nChanged 21 SP:Iteration 107Q (21125.040000 sec): 3 clusters Score: Raw -1451052.999581 + Penalty 4520.076892 = -1446532.922690 nChanged 23 SP:Iteration 108Q (21125.280000 sec): 3 clusters Score: Raw -1451056.921000 + Penalty 4520.076892 = -1446536.844109 nChanged 27 SP:Iteration 109Q (21125.520000 sec): 3 clusters Score: Raw -1451062.521729 + Penalty 4520.076892 = -1446542.444838 nChanged 24 SP:Iteration 110Q (21125.720000 sec): 3 clusters Score: Raw -1451066.227483 + Penalty 4520.076892 = -1446546.150591 nChanged 14 SP:Iteration 111Q (21125.940000 sec): 3 clusters Score: Raw -1451068.299028 + Penalty 4520.076892 = -1446548.222136 nChanged 13 SP:Iteration 112Q (21126.160000 sec): 3 clusters Score: Raw -1451070.024471 + Penalty 4520.076892 = -1446549.947579 nChanged 13 SP:Iteration 113Q (21126.380000 sec): 3 clusters Score: Raw -1451072.378674 + Penalty 4520.076892 = -1446552.301782 nChanged 15 SP:Iteration 114Q (21126.610000 sec): 3 clusters Score: Raw -1451074.772172 + Penalty 4520.076892 = -1446554.695280 nChanged 11 SP:Iteration 115Q (21126.830000 sec): 3 clusters Score: Raw -1451076.318349 + Penalty 4520.076892 = -1446556.241458 nChanged 12 SP:Iteration 116Q (21127.080000 sec): 3 clusters Score: Raw -1451077.622218 + Penalty 4520.076892 = -1446557.545326 nChanged 5 SP:Iteration 117Q (21127.280000 sec): 3 clusters Score: Raw -1451078.172376 + Penalty 4520.076892 = -1446558.095485 nChanged 8 SP:Iteration 118Q (21127.480000 sec): 3 clusters Score: Raw -1451079.093368 + Penalty 4520.076892 = -1446559.016477 nChanged 6 SP:Iteration 119Q (21127.700000 sec): 3 clusters Score: Raw -1451080.021318 + Penalty 4520.076892 = -1446559.944427 nChanged 9 SP:Iteration 120F (21127.920000 sec): 3 clusters Score: Raw -1451081.488504 + Penalty 4520.076892 = -1446561.411613 nChanged 10 SP:Iteration 121Q (21128.140000 sec): 3 clusters Score: Raw -1451082.746692 + Penalty 4520.076892 = -1446562.669800 nChanged 7 SP:Iteration 122Q (21128.400000 sec): 3 clusters Score: Raw -1451083.625188 + Penalty 4520.076892 = -1446563.548297 nChanged 6 SP:Iteration 123Q (21128.600000 sec): 3 clusters Score: Raw -1451084.212935 + Penalty 4520.076892 = -1446564.136043 nChanged 5 SP:Iteration 124Q (21128.790000 sec): 3 clusters Score: Raw -1451085.031316 + Penalty 4520.076892 = -1446564.954424 nChanged 4 SP:Iteration 125Q (21129.020000 sec): 3 clusters Score: Raw -1451085.496087 + Penalty 4520.076892 = -1446565.419195 nChanged 2 SP:Iteration 126Q (21129.210000 sec): 3 clusters Score: Raw -1451085.634600 + Penalty 4520.076892 = -1446565.557708 nChanged 0 SP:Iteration 127F (21129.440000 sec): 3 clusters Score: Raw -1451085.634600 + Penalty 4520.076892 = -1446565.557708 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 16 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21129.510000 sec): 2 clusters Score: Raw -110412.512529 + Penalty 1630.618808 = -108781.893721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21129.710000 sec): 3 clusters Score: Raw -110387.731092 + Penalty 3261.237617 = -107126.493475 nChanged 168 SP:Iteration 1F (21129.860000 sec): 3 clusters Score: Raw -110728.582648 + Penalty 3261.237617 = -107467.345031 nChanged 62 SP:Iteration 2F (21130.020000 sec): 3 clusters Score: Raw -110858.069892 + Penalty 3261.237617 = -107596.832275 nChanged 34 SP:Iteration 3Q (21130.190000 sec): 3 clusters Score: Raw -110926.735471 + Penalty 3261.237617 = -107665.497854 nChanged 23 SP:Iteration 4Q (21130.320000 sec): 3 clusters Score: Raw -110972.066244 + Penalty 3261.237617 = -107710.828627 nChanged 21 SP:Iteration 5Q (21130.520000 sec): 3 clusters Score: Raw -111019.671800 + Penalty 3261.237617 = -107758.434183 nChanged 12 SP:Iteration 6Q (21130.720000 sec): 3 clusters Score: Raw -111050.757753 + Penalty 3261.237617 = -107789.520136 nChanged 8 SP:Iteration 7Q (21130.900000 sec): 3 clusters Score: Raw -111082.773783 + Penalty 3261.237617 = -107821.536167 nChanged 9 SP:Iteration 8Q (21131.070000 sec): 3 clusters Score: Raw -111106.011989 + Penalty 3261.237617 = -107844.774372 nChanged 10 SP:Iteration 9Q (21131.240000 sec): 3 clusters Score: Raw -111139.176574 + Penalty 3261.237617 = -107877.938957 nChanged 8 SP:Iteration 10Q (21131.420000 sec): 3 clusters Score: Raw -111155.425821 + Penalty 3261.237617 = -107894.188204 nChanged 5 SP:Iteration 11Q (21131.590000 sec): 3 clusters Score: Raw -111168.080933 + Penalty 3261.237617 = -107906.843316 nChanged 4 SP:Iteration 12Q (21131.780000 sec): 3 clusters Score: Raw -111175.153795 + Penalty 3261.237617 = -107913.916178 nChanged 2 SP:Iteration 13Q (21131.960000 sec): 3 clusters Score: Raw -111180.945596 + Penalty 3261.237617 = -107919.707979 nChanged 3 SP:Iteration 14Q (21132.160000 sec): 3 clusters Score: Raw -111185.562006 + Penalty 3261.237617 = -107924.324389 nChanged 3 SP:Iteration 15Q (21132.360000 sec): 3 clusters Score: Raw -111196.013701 + Penalty 3261.237617 = -107934.776084 nChanged 4 SP:Iteration 16Q (21132.510000 sec): 3 clusters Score: Raw -111207.183655 + Penalty 3261.237617 = -107945.946038 nChanged 2 SP:Iteration 17Q (21132.700000 sec): 3 clusters Score: Raw -111213.571982 + Penalty 3261.237617 = -107952.334365 nChanged 2 SP:Iteration 18Q (21132.900000 sec): 3 clusters Score: Raw -111216.255022 + Penalty 3261.237617 = -107955.017405 nChanged 3 SP:Iteration 19Q (21133.060000 sec): 3 clusters Score: Raw -111219.996382 + Penalty 3261.237617 = -107958.758765 nChanged 1 SP:Iteration 20F (21133.250000 sec): 3 clusters Score: Raw -111221.801581 + Penalty 3261.237617 = -107960.563964 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 17 (9266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21133.370000 sec): 2 clusters Score: Raw -1482608.582833 + Penalty 2265.258552 = -1480343.324280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21133.580000 sec): 3 clusters Score: Raw -1477648.863698 + Penalty 4530.517105 = -1473118.346594 nChanged 3874 SP:Iteration 1F (21133.800000 sec): 3 clusters Score: Raw -1479679.022758 + Penalty 4530.517105 = -1475148.505653 nChanged 608 SP:Iteration 2F (21134.060000 sec): 3 clusters Score: Raw -1479964.939002 + Penalty 4530.517105 = -1475434.421897 nChanged 482 SP:Iteration 3F (21134.250000 sec): 3 clusters Score: Raw -1480160.164974 + Penalty 4530.517105 = -1475629.647869 nChanged 353 SP:Iteration 4Q (21134.500000 sec): 3 clusters Score: Raw -1480292.906647 + Penalty 4530.517105 = -1475762.389542 nChanged 277 SP:Iteration 5Q (21134.730000 sec): 3 clusters Score: Raw -1480387.440887 + Penalty 4530.517105 = -1475856.923782 nChanged 233 SP:Iteration 6Q (21134.970000 sec): 3 clusters Score: Raw -1480478.816624 + Penalty 4530.517105 = -1475948.299519 nChanged 234 SP:Iteration 7Q (21135.190000 sec): 3 clusters Score: Raw -1480573.912641 + Penalty 4530.517105 = -1476043.395536 nChanged 238 SP:Iteration 8Q (21135.390000 sec): 3 clusters Score: Raw -1480672.766765 + Penalty 4530.517105 = -1476142.249660 nChanged 228 SP:Iteration 9Q (21135.630000 sec): 3 clusters Score: Raw -1480753.081846 + Penalty 4530.517105 = -1476222.564741 nChanged 211 SP:Iteration 10Q (21135.850000 sec): 3 clusters Score: Raw -1480827.450115 + Penalty 4530.517105 = -1476296.933010 nChanged 182 SP:Iteration 11Q (21136.050000 sec): 3 clusters Score: Raw -1480898.239245 + Penalty 4530.517105 = -1476367.722140 nChanged 189 SP:Iteration 12Q (21136.270000 sec): 3 clusters Score: Raw -1480980.141691 + Penalty 4530.517105 = -1476449.624586 nChanged 209 SP:Iteration 13Q (21136.470000 sec): 3 clusters Score: Raw -1481082.311668 + Penalty 4530.517105 = -1476551.794564 nChanged 223 SP:Iteration 14Q (21136.680000 sec): 3 clusters Score: Raw -1481198.105698 + Penalty 4530.517105 = -1476667.588594 nChanged 238 SP:Iteration 15Q (21136.910000 sec): 3 clusters Score: Raw -1481316.942794 + Penalty 4530.517105 = -1476786.425689 nChanged 217 SP:Iteration 16Q (21137.120000 sec): 3 clusters Score: Raw -1481427.025758 + Penalty 4530.517105 = -1476896.508653 nChanged 227 SP:Iteration 17Q (21137.300000 sec): 3 clusters Score: Raw -1481545.540379 + Penalty 4530.517105 = -1477015.023274 nChanged 227 SP:Iteration 18Q (21137.500000 sec): 3 clusters Score: Raw -1481656.159574 + Penalty 4530.517105 = -1477125.642469 nChanged 220 SP:Iteration 19Q (21137.720000 sec): 3 clusters Score: Raw -1481792.712536 + Penalty 4530.517105 = -1477262.195432 nChanged 242 SP:Iteration 20F (21137.970000 sec): 3 clusters Score: Raw -1481951.811504 + Penalty 4530.517105 = -1477421.294399 nChanged 236 SP:Iteration 21Q (21138.180000 sec): 3 clusters Score: Raw -1482094.142428 + Penalty 4530.517105 = -1477563.625323 nChanged 205 SP:Iteration 22Q (21138.430000 sec): 3 clusters Score: Raw -1482213.710813 + Penalty 4530.517105 = -1477683.193708 nChanged 183 SP:Iteration 23Q (21138.690000 sec): 3 clusters Score: Raw -1482319.622616 + Penalty 4530.517105 = -1477789.105512 nChanged 154 SP:Iteration 24Q (21138.870000 sec): 3 clusters Score: Raw -1482387.887211 + Penalty 4530.517105 = -1477857.370106 nChanged 125 SP:Iteration 25Q (21139.140000 sec): 3 clusters Score: Raw -1482444.980333 + Penalty 4530.517105 = -1477914.463229 nChanged 114 SP:Iteration 26Q (21139.370000 sec): 3 clusters Score: Raw -1482499.205192 + Penalty 4530.517105 = -1477968.688088 nChanged 94 SP:Iteration 27Q (21139.590000 sec): 3 clusters Score: Raw -1482546.308845 + Penalty 4530.517105 = -1478015.791741 nChanged 87 SP:Iteration 28Q (21139.830000 sec): 3 clusters Score: Raw -1482583.422751 + Penalty 4530.517105 = -1478052.905646 nChanged 80 SP:Iteration 29Q (21140.040000 sec): 3 clusters Score: Raw -1482616.797617 + Penalty 4530.517105 = -1478086.280513 nChanged 70 SP:Iteration 30Q (21140.240000 sec): 3 clusters Score: Raw -1482643.841347 + Penalty 4530.517105 = -1478113.324242 nChanged 69 SP:Iteration 31Q (21140.460000 sec): 3 clusters Score: Raw -1482668.918026 + Penalty 4530.517105 = -1478138.400922 nChanged 48 SP:Iteration 32Q (21140.670000 sec): 3 clusters Score: Raw -1482689.710867 + Penalty 4530.517105 = -1478159.193762 nChanged 59 SP:Iteration 33Q (21140.930000 sec): 3 clusters Score: Raw -1482717.823836 + Penalty 4530.517105 = -1478187.306731 nChanged 62 SP:Iteration 34Q (21141.150000 sec): 3 clusters Score: Raw -1482747.846964 + Penalty 4530.517105 = -1478217.329860 nChanged 67 SP:Iteration 35Q (21141.320000 sec): 3 clusters Score: Raw -1482776.953126 + Penalty 4530.517105 = -1478246.436021 nChanged 48 SP:Iteration 36Q (21141.570000 sec): 3 clusters Score: Raw -1482798.412888 + Penalty 4530.517105 = -1478267.895783 nChanged 42 SP:Iteration 37Q (21141.780000 sec): 3 clusters Score: Raw -1482815.006097 + Penalty 4530.517105 = -1478284.488992 nChanged 36 SP:Iteration 38Q (21142.000000 sec): 3 clusters Score: Raw -1482830.072569 + Penalty 4530.517105 = -1478299.555464 nChanged 28 SP:Iteration 39Q (21142.210000 sec): 3 clusters Score: Raw -1482842.440263 + Penalty 4530.517105 = -1478311.923158 nChanged 27 SP:Iteration 40F (21142.440000 sec): 3 clusters Score: Raw -1482856.695692 + Penalty 4530.517105 = -1478326.178588 nChanged 31 SP:Iteration 41Q (21142.650000 sec): 3 clusters Score: Raw -1482872.496471 + Penalty 4530.517105 = -1478341.979366 nChanged 25 SP:Iteration 42Q (21142.870000 sec): 3 clusters Score: Raw -1482884.739514 + Penalty 4530.517105 = -1478354.222409 nChanged 23 SP:Iteration 43Q (21143.100000 sec): 3 clusters Score: Raw -1482895.597709 + Penalty 4530.517105 = -1478365.080604 nChanged 30 SP:Iteration 44Q (21143.280000 sec): 3 clusters Score: Raw -1482912.424292 + Penalty 4530.517105 = -1478381.907187 nChanged 28 SP:Iteration 45Q (21143.520000 sec): 3 clusters Score: Raw -1482924.201726 + Penalty 4530.517105 = -1478393.684621 nChanged 24 SP:Iteration 46Q (21143.720000 sec): 3 clusters Score: Raw -1482934.633979 + Penalty 4530.517105 = -1478404.116874 nChanged 21 SP:Iteration 47Q (21143.980000 sec): 3 clusters Score: Raw -1482945.298765 + Penalty 4530.517105 = -1478414.781660 nChanged 18 SP:Iteration 48Q (21144.180000 sec): 3 clusters Score: Raw -1482958.079695 + Penalty 4530.517105 = -1478427.562591 nChanged 18 SP:Iteration 49Q (21144.390000 sec): 3 clusters Score: Raw -1482966.392425 + Penalty 4530.517105 = -1478435.875320 nChanged 12 SP:Iteration 50Q (21144.590000 sec): 3 clusters Score: Raw -1482972.860294 + Penalty 4530.517105 = -1478442.343189 nChanged 7 SP:Iteration 51Q (21144.840000 sec): 3 clusters Score: Raw -1482975.890288 + Penalty 4530.517105 = -1478445.373183 nChanged 8 SP:Iteration 52Q (21145.050000 sec): 3 clusters Score: Raw -1482979.781192 + Penalty 4530.517105 = -1478449.264088 nChanged 10 SP:Iteration 53Q (21145.250000 sec): 3 clusters Score: Raw -1482983.968900 + Penalty 4530.517105 = -1478453.451795 nChanged 9 SP:Iteration 54Q (21145.480000 sec): 3 clusters Score: Raw -1482987.206201 + Penalty 4530.517105 = -1478456.689096 nChanged 6 SP:Iteration 55Q (21145.670000 sec): 3 clusters Score: Raw -1482989.185888 + Penalty 4530.517105 = -1478458.668783 nChanged 7 SP:Iteration 56Q (21145.890000 sec): 3 clusters Score: Raw -1482992.146457 + Penalty 4530.517105 = -1478461.629352 nChanged 5 SP:Iteration 57Q (21146.080000 sec): 3 clusters Score: Raw -1482995.270753 + Penalty 4530.517105 = -1478464.753648 nChanged 7 SP:Iteration 58Q (21146.310000 sec): 3 clusters Score: Raw -1482998.701105 + Penalty 4530.517105 = -1478468.184001 nChanged 10 SP:Iteration 59Q (21146.500000 sec): 3 clusters Score: Raw -1483002.647162 + Penalty 4530.517105 = -1478472.130058 nChanged 6 SP:Iteration 60F (21146.730000 sec): 3 clusters Score: Raw -1483005.995702 + Penalty 4530.517105 = -1478475.478597 nChanged 4 SP:Iteration 61Q (21146.930000 sec): 3 clusters Score: Raw -1483007.760336 + Penalty 4530.517105 = -1478477.243231 nChanged 5 SP:Iteration 62Q (21147.160000 sec): 3 clusters Score: Raw -1483010.038846 + Penalty 4530.517105 = -1478479.521741 nChanged 3 SP:Iteration 63Q (21147.370000 sec): 3 clusters Score: Raw -1483010.914507 + Penalty 4530.517105 = -1478480.397403 nChanged 4 SP:Iteration 64Q (21147.590000 sec): 3 clusters Score: Raw -1483012.846187 + Penalty 4530.517105 = -1478482.329083 nChanged 3 SP:Iteration 65Q (21147.790000 sec): 3 clusters Score: Raw -1483013.888736 + Penalty 4530.517105 = -1478483.371631 nChanged 1 SP:Iteration 66Q (21148.010000 sec): 3 clusters Score: Raw -1483014.286630 + Penalty 4530.517105 = -1478483.769525 nChanged 2 SP:Iteration 67Q (21148.240000 sec): 3 clusters Score: Raw -1483015.010442 + Penalty 4530.517105 = -1478484.493337 nChanged 1 SP:Iteration 68Q (21148.450000 sec): 3 clusters Score: Raw -1483015.327109 + Penalty 4530.517105 = -1478484.810005 nChanged 1 SP:Iteration 69Q (21148.670000 sec): 3 clusters Score: Raw -1483015.642859 + Penalty 4530.517105 = -1478485.125755 nChanged 2 SP:Iteration 70Q (21148.830000 sec): 3 clusters Score: Raw -1483016.486939 + Penalty 4530.517105 = -1478485.969834 nChanged 2 SP:Iteration 71Q (21149.030000 sec): 3 clusters Score: Raw -1483017.270732 + Penalty 4530.517105 = -1478486.753628 nChanged 1 SP:Iteration 72Q (21149.280000 sec): 3 clusters Score: Raw -1483017.586758 + Penalty 4530.517105 = -1478487.069653 nChanged 0 SP:Iteration 73F (21149.470000 sec): 3 clusters Score: Raw -1483017.586758 + Penalty 4530.517105 = -1478487.069653 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 18 (75467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21149.900000 sec): 2 clusters Score: Raw -12227815.637909 + Penalty 2785.399787 = -12225030.238122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21150.460000 sec): 3 clusters Score: Raw -12180132.584392 + Penalty 5570.799574 = -12174561.784818 nChanged 35379 SP:Iteration 1F (21150.980000 sec): 3 clusters Score: Raw -12200001.447388 + Penalty 5570.799574 = -12194430.647814 nChanged 2706 SP:Iteration 2Q (21151.550000 sec): 3 clusters Score: Raw -12200777.956136 + Penalty 5570.799574 = -12195207.156562 nChanged 2737 SP:Iteration 3Q (21152.110000 sec): 3 clusters Score: Raw -12201714.572606 + Penalty 5570.799574 = -12196143.773033 nChanged 2984 SP:Iteration 4Q (21152.720000 sec): 3 clusters Score: Raw -12202923.842936 + Penalty 5570.799574 = -12197353.043363 nChanged 3205 SP:Iteration 5Q (21153.370000 sec): 3 clusters Score: Raw -12204417.815356 + Penalty 5570.799574 = -12198847.015782 nChanged 3475 SP:Iteration 6Q (21153.970000 sec): 3 clusters Score: Raw -12206372.601213 + Penalty 5570.799574 = -12200801.801639 nChanged 3963 SP:Iteration 7F (21154.550000 sec): 3 clusters Score: Raw -12208899.740447 + Penalty 5570.799574 = -12203328.940873 nChanged 4242 SP:Iteration 8F (21155.130000 sec): 3 clusters Score: Raw -12211945.994009 + Penalty 5570.799574 = -12206375.194435 nChanged 4689 SP:Iteration 9F (21155.710000 sec): 3 clusters Score: Raw -12215586.721706 + Penalty 5570.799574 = -12210015.922133 nChanged 4496 SP:Iteration 10F (21156.270000 sec): 3 clusters Score: Raw -12219163.979148 + Penalty 5570.799574 = -12213593.179574 nChanged 3906 SP:Iteration 11F (21156.820000 sec): 3 clusters Score: Raw -12222243.359480 + Penalty 5570.799574 = -12216672.559906 nChanged 2991 SP:Iteration 12Q (21157.350000 sec): 3 clusters Score: Raw -12224525.529856 + Penalty 5570.799574 = -12218954.730282 nChanged 2032 SP:Iteration 13Q (21157.870000 sec): 3 clusters Score: Raw -12226036.690013 + Penalty 5570.799574 = -12220465.890440 nChanged 1241 SP:Iteration 14Q (21158.370000 sec): 3 clusters Score: Raw -12226962.945115 + Penalty 5570.799574 = -12221392.145541 nChanged 689 SP:Iteration 15Q (21158.890000 sec): 3 clusters Score: Raw -12227455.782680 + Penalty 5570.799574 = -12221884.983107 nChanged 385 SP:Iteration 16Q (21159.370000 sec): 3 clusters Score: Raw -12227744.936530 + Penalty 5570.799574 = -12222174.136956 nChanged 239 SP:Iteration 17Q (21159.890000 sec): 3 clusters Score: Raw -12227927.669177 + Penalty 5570.799574 = -12222356.869603 nChanged 140 SP:Iteration 18Q (21160.360000 sec): 3 clusters Score: Raw -12228033.862398 + Penalty 5570.799574 = -12222463.062824 nChanged 96 SP:Iteration 19Q (21160.850000 sec): 3 clusters Score: Raw -12228103.225046 + Penalty 5570.799574 = -12222532.425472 nChanged 58 SP:Iteration 20F (21161.370000 sec): 3 clusters Score: Raw -12228141.787961 + Penalty 5570.799574 = -12222570.988387 nChanged 40 SP:Iteration 21Q (21161.870000 sec): 3 clusters Score: Raw -12228179.635732 + Penalty 5570.799574 = -12222608.836159 nChanged 26 SP:Iteration 22Q (21162.360000 sec): 3 clusters Score: Raw -12228197.139318 + Penalty 5570.799574 = -12222626.339744 nChanged 15 SP:Iteration 23Q (21162.860000 sec): 3 clusters Score: Raw -12228206.578343 + Penalty 5570.799574 = -12222635.778769 nChanged 8 SP:Iteration 24Q (21163.350000 sec): 3 clusters Score: Raw -12228210.424526 + Penalty 5570.799574 = -12222639.624953 nChanged 6 SP:Iteration 25Q (21163.860000 sec): 3 clusters Score: Raw -12228213.668141 + Penalty 5570.799574 = -12222642.868567 nChanged 5 SP:Iteration 26Q (21164.340000 sec): 3 clusters Score: Raw -12228216.836172 + Penalty 5570.799574 = -12222646.036598 nChanged 6 SP:Iteration 27Q (21164.840000 sec): 3 clusters Score: Raw -12228220.606163 + Penalty 5570.799574 = -12222649.806589 nChanged 6 SP:Iteration 28Q (21165.310000 sec): 3 clusters Score: Raw -12228223.480868 + Penalty 5570.799574 = -12222652.681294 nChanged 6 SP:Iteration 29Q (21165.810000 sec): 3 clusters Score: Raw -12228226.164111 + Penalty 5570.799574 = -12222655.364538 nChanged 3 SP:Iteration 30Q (21166.310000 sec): 3 clusters Score: Raw -12228227.819880 + Penalty 5570.799574 = -12222657.020306 nChanged 2 SP:Iteration 31Q (21166.760000 sec): 3 clusters Score: Raw -12228228.758710 + Penalty 5570.799574 = -12222657.959136 nChanged 2 SP:Iteration 32Q (21167.230000 sec): 3 clusters Score: Raw -12228229.663774 + Penalty 5570.799574 = -12222658.864200 nChanged 2 SP:Iteration 33Q (21167.720000 sec): 3 clusters Score: Raw -12228230.986894 + Penalty 5570.799574 = -12222660.187320 nChanged 1 SP:Iteration 34Q (21168.150000 sec): 3 clusters Score: Raw -12228231.448907 + Penalty 5570.799574 = -12222660.649333 nChanged 0 SP:Iteration 35F (21168.670000 sec): 3 clusters Score: Raw -12228231.448907 + Penalty 5570.799574 = -12222660.649333 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 19 (15052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21168.800000 sec): 2 clusters Score: Raw -2295579.513276 + Penalty 2385.578006 = -2293193.935270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21169.020000 sec): 3 clusters Score: Raw -2287049.042684 + Penalty 4771.156011 = -2282277.886673 nChanged 6477 SP:Iteration 1F (21169.280000 sec): 3 clusters Score: Raw -2290531.247799 + Penalty 4771.156011 = -2285760.091788 nChanged 900 SP:Iteration 2F (21169.550000 sec): 3 clusters Score: Raw -2290968.923005 + Penalty 4771.156011 = -2286197.766994 nChanged 817 SP:Iteration 3F (21169.790000 sec): 3 clusters Score: Raw -2291360.230652 + Penalty 4771.156011 = -2286589.074641 nChanged 711 SP:Iteration 4Q (21170.060000 sec): 3 clusters Score: Raw -2291699.741613 + Penalty 4771.156011 = -2286928.585602 nChanged 650 SP:Iteration 5Q (21170.320000 sec): 3 clusters Score: Raw -2292012.499924 + Penalty 4771.156011 = -2287241.343913 nChanged 655 SP:Iteration 6Q (21170.560000 sec): 3 clusters Score: Raw -2292324.889257 + Penalty 4771.156011 = -2287553.733245 nChanged 654 SP:Iteration 7Q (21170.850000 sec): 3 clusters Score: Raw -2292658.543025 + Penalty 4771.156011 = -2287887.387013 nChanged 708 SP:Iteration 8Q (21171.110000 sec): 3 clusters Score: Raw -2293075.415337 + Penalty 4771.156011 = -2288304.259326 nChanged 820 SP:Iteration 9F (21171.340000 sec): 3 clusters Score: Raw -2293658.468739 + Penalty 4771.156011 = -2288887.312727 nChanged 855 SP:Iteration 10F (21171.620000 sec): 3 clusters Score: Raw -2294356.607428 + Penalty 4771.156011 = -2289585.451417 nChanged 866 SP:Iteration 11F (21171.880000 sec): 3 clusters Score: Raw -2295114.921650 + Penalty 4771.156011 = -2290343.765638 nChanged 747 SP:Iteration 12Q (21172.130000 sec): 3 clusters Score: Raw -2295772.676862 + Penalty 4771.156011 = -2291001.520850 nChanged 545 SP:Iteration 13Q (21172.350000 sec): 3 clusters Score: Raw -2296228.115663 + Penalty 4771.156011 = -2291456.959651 nChanged 409 SP:Iteration 14Q (21172.620000 sec): 3 clusters Score: Raw -2296546.934787 + Penalty 4771.156011 = -2291775.778776 nChanged 274 SP:Iteration 15Q (21172.900000 sec): 3 clusters Score: Raw -2296705.946810 + Penalty 4771.156011 = -2291934.790799 nChanged 161 SP:Iteration 16Q (21173.130000 sec): 3 clusters Score: Raw -2296796.587007 + Penalty 4771.156011 = -2292025.430995 nChanged 136 SP:Iteration 17Q (21173.400000 sec): 3 clusters Score: Raw -2296875.865425 + Penalty 4771.156011 = -2292104.709414 nChanged 101 SP:Iteration 18Q (21173.660000 sec): 3 clusters Score: Raw -2296930.713206 + Penalty 4771.156011 = -2292159.557195 nChanged 98 SP:Iteration 19Q (21173.900000 sec): 3 clusters Score: Raw -2296978.631470 + Penalty 4771.156011 = -2292207.475459 nChanged 95 SP:Iteration 20F (21174.140000 sec): 3 clusters Score: Raw -2297031.040355 + Penalty 4771.156011 = -2292259.884344 nChanged 76 SP:Iteration 21Q (21174.400000 sec): 3 clusters Score: Raw -2297063.464363 + Penalty 4771.156011 = -2292292.308352 nChanged 72 SP:Iteration 22Q (21174.670000 sec): 3 clusters Score: Raw -2297092.895596 + Penalty 4771.156011 = -2292321.739585 nChanged 62 SP:Iteration 23Q (21174.880000 sec): 3 clusters Score: Raw -2297110.830826 + Penalty 4771.156011 = -2292339.674815 nChanged 31 SP:Iteration 24Q (21175.140000 sec): 3 clusters Score: Raw -2297120.669446 + Penalty 4771.156011 = -2292349.513435 nChanged 25 SP:Iteration 25Q (21175.460000 sec): 3 clusters Score: Raw -2297130.111391 + Penalty 4771.156011 = -2292358.955380 nChanged 30 SP:Iteration 26Q (21175.730000 sec): 3 clusters Score: Raw -2297149.886570 + Penalty 4771.156011 = -2292378.730559 nChanged 41 SP:Iteration 27Q (21176.000000 sec): 3 clusters Score: Raw -2297178.519060 + Penalty 4771.156011 = -2292407.363049 nChanged 47 SP:Iteration 28Q (21176.240000 sec): 3 clusters Score: Raw -2297205.474523 + Penalty 4771.156011 = -2292434.318512 nChanged 36 SP:Iteration 29Q (21176.480000 sec): 3 clusters Score: Raw -2297227.664093 + Penalty 4771.156011 = -2292456.508082 nChanged 35 SP:Iteration 30Q (21176.740000 sec): 3 clusters Score: Raw -2297245.273247 + Penalty 4771.156011 = -2292474.117235 nChanged 37 SP:Iteration 31Q (21176.990000 sec): 3 clusters Score: Raw -2297266.458257 + Penalty 4771.156011 = -2292495.302246 nChanged 35 SP:Iteration 32Q (21177.240000 sec): 3 clusters Score: Raw -2297285.812554 + Penalty 4771.156011 = -2292514.656542 nChanged 39 SP:Iteration 33Q (21177.480000 sec): 3 clusters Score: Raw -2297304.279830 + Penalty 4771.156011 = -2292533.123818 nChanged 31 SP:Iteration 34Q (21177.740000 sec): 3 clusters Score: Raw -2297319.445384 + Penalty 4771.156011 = -2292548.289373 nChanged 22 SP:Iteration 35Q (21177.990000 sec): 3 clusters Score: Raw -2297330.024500 + Penalty 4771.156011 = -2292558.868489 nChanged 21 SP:Iteration 36Q (21178.220000 sec): 3 clusters Score: Raw -2297338.835726 + Penalty 4771.156011 = -2292567.679715 nChanged 17 SP:Iteration 37Q (21178.480000 sec): 3 clusters Score: Raw -2297347.296221 + Penalty 4771.156011 = -2292576.140210 nChanged 18 SP:Iteration 38Q (21178.730000 sec): 3 clusters Score: Raw -2297358.178098 + Penalty 4771.156011 = -2292587.022087 nChanged 21 SP:Iteration 39Q (21178.930000 sec): 3 clusters Score: Raw -2297371.213819 + Penalty 4771.156011 = -2292600.057808 nChanged 21 SP:Iteration 40F (21179.200000 sec): 3 clusters Score: Raw -2297381.281179 + Penalty 4771.156011 = -2292610.125168 nChanged 18 SP:Iteration 41Q (21179.450000 sec): 3 clusters Score: Raw -2297393.400503 + Penalty 4771.156011 = -2292622.244492 nChanged 16 SP:Iteration 42Q (21179.660000 sec): 3 clusters Score: Raw -2297400.994509 + Penalty 4771.156011 = -2292629.838498 nChanged 14 SP:Iteration 43Q (21179.920000 sec): 3 clusters Score: Raw -2297407.789496 + Penalty 4771.156011 = -2292636.633485 nChanged 15 SP:Iteration 44Q (21180.170000 sec): 3 clusters Score: Raw -2297418.642080 + Penalty 4771.156011 = -2292647.486069 nChanged 22 SP:Iteration 45Q (21180.450000 sec): 3 clusters Score: Raw -2297431.123865 + Penalty 4771.156011 = -2292659.967854 nChanged 18 SP:Iteration 46Q (21180.690000 sec): 3 clusters Score: Raw -2297441.308790 + Penalty 4771.156011 = -2292670.152779 nChanged 17 SP:Iteration 47Q (21180.980000 sec): 3 clusters Score: Raw -2297446.892989 + Penalty 4771.156011 = -2292675.736977 nChanged 13 SP:Iteration 48Q (21181.190000 sec): 3 clusters Score: Raw -2297452.444098 + Penalty 4771.156011 = -2292681.288086 nChanged 8 SP:Iteration 49Q (21181.450000 sec): 3 clusters Score: Raw -2297454.286358 + Penalty 4771.156011 = -2292683.130347 nChanged 6 SP:Iteration 50Q (21181.690000 sec): 3 clusters Score: Raw -2297455.451938 + Penalty 4771.156011 = -2292684.295927 nChanged 4 SP:Iteration 51Q (21181.960000 sec): 3 clusters Score: Raw -2297456.539733 + Penalty 4771.156011 = -2292685.383722 nChanged 4 SP:Iteration 52Q (21182.160000 sec): 3 clusters Score: Raw -2297458.937622 + Penalty 4771.156011 = -2292687.781611 nChanged 5 SP:Iteration 53Q (21182.390000 sec): 3 clusters Score: Raw -2297461.782612 + Penalty 4771.156011 = -2292690.626601 nChanged 7 SP:Iteration 54Q (21182.630000 sec): 3 clusters Score: Raw -2297465.870815 + Penalty 4771.156011 = -2292694.714804 nChanged 9 SP:Iteration 55Q (21182.890000 sec): 3 clusters Score: Raw -2297469.665181 + Penalty 4771.156011 = -2292698.509170 nChanged 3 SP:Iteration 56Q (21183.140000 sec): 3 clusters Score: Raw -2297470.573796 + Penalty 4771.156011 = -2292699.417785 nChanged 6 SP:Iteration 57Q (21183.390000 sec): 3 clusters Score: Raw -2297473.570893 + Penalty 4771.156011 = -2292702.414882 nChanged 6 SP:Iteration 58Q (21183.610000 sec): 3 clusters Score: Raw -2297482.163887 + Penalty 4771.156011 = -2292711.007876 nChanged 13 SP:Iteration 59Q (21183.830000 sec): 3 clusters Score: Raw -2297492.667701 + Penalty 4771.156011 = -2292721.511689 nChanged 11 SP:Iteration 60F (21184.110000 sec): 3 clusters Score: Raw -2297496.628930 + Penalty 4771.156011 = -2292725.472919 nChanged 7 SP:Iteration 61Q (21184.330000 sec): 3 clusters Score: Raw -2297501.202043 + Penalty 4771.156011 = -2292730.046032 nChanged 7 SP:Iteration 62Q (21184.600000 sec): 3 clusters Score: Raw -2297503.669487 + Penalty 4771.156011 = -2292732.513476 nChanged 2 SP:Iteration 63Q (21184.820000 sec): 3 clusters Score: Raw -2297503.922068 + Penalty 4771.156011 = -2292732.766057 nChanged 1 SP:Iteration 64Q (21185.060000 sec): 3 clusters Score: Raw -2297504.219045 + Penalty 4771.156011 = -2292733.063033 nChanged 0 SP:Iteration 65F (21185.310000 sec): 3 clusters Score: Raw -2297504.219045 + Penalty 4771.156011 = -2292733.063033 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 20 (933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21185.400000 sec): 2 clusters Score: Raw -135306.006374 + Penalty 1695.924490 = -133610.081884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21185.630000 sec): 3 clusters Score: Raw -135160.669065 + Penalty 3391.848980 = -131768.820085 nChanged 241 SP:Iteration 1F (21185.790000 sec): 3 clusters Score: Raw -135522.854680 + Penalty 3391.848980 = -132131.005700 nChanged 84 SP:Iteration 2F (21186.010000 sec): 3 clusters Score: Raw -135694.714786 + Penalty 3391.848980 = -132302.865806 nChanged 62 SP:Iteration 3F (21186.160000 sec): 3 clusters Score: Raw -135814.215298 + Penalty 3391.848980 = -132422.366319 nChanged 54 SP:Iteration 4F (21186.350000 sec): 3 clusters Score: Raw -135930.377883 + Penalty 3391.848980 = -132538.528903 nChanged 43 SP:Iteration 5Q (21186.510000 sec): 3 clusters Score: Raw -136054.802164 + Penalty 3391.848980 = -132662.953185 nChanged 42 SP:Iteration 6Q (21186.670000 sec): 3 clusters Score: Raw -136219.355097 + Penalty 3391.848980 = -132827.506117 nChanged 51 SP:Iteration 7F (21186.870000 sec): 3 clusters Score: Raw -136470.749511 + Penalty 3391.848980 = -133078.900531 nChanged 53 SP:Iteration 8F (21187.000000 sec): 3 clusters Score: Raw -136683.478981 + Penalty 3391.848980 = -133291.630002 nChanged 39 SP:Iteration 9Q (21187.160000 sec): 3 clusters Score: Raw -136809.926128 + Penalty 3391.848980 = -133418.077149 nChanged 17 SP:Iteration 10Q (21187.360000 sec): 3 clusters Score: Raw -136842.901406 + Penalty 3391.848980 = -133451.052426 nChanged 7 SP:Iteration 11Q (21187.530000 sec): 3 clusters Score: Raw -136853.389981 + Penalty 3391.848980 = -133461.541001 nChanged 4 SP:Iteration 12Q (21187.710000 sec): 3 clusters Score: Raw -136859.335138 + Penalty 3391.848980 = -133467.486158 nChanged 2 SP:Iteration 13Q (21187.890000 sec): 3 clusters Score: Raw -136863.257005 + Penalty 3391.848980 = -133471.408025 nChanged 1 SP:Iteration 14Q (21188.060000 sec): 3 clusters Score: Raw -136865.515950 + Penalty 3391.848980 = -133473.666971 nChanged 0 SP:Iteration 15F (21188.200000 sec): 3 clusters Score: Raw -136865.515950 + Penalty 3391.848980 = -133473.666971 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 21 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21188.310000 sec): 2 clusters Score: Raw -29152.975592 + Penalty 1317.675083 = -27835.300509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21188.500000 sec): 3 clusters Score: Raw -29471.903450 + Penalty 2635.350166 = -26836.553284 nChanged 19 SP:Iteration 1F (21188.660000 sec): 3 clusters Score: Raw -29603.840489 + Penalty 2635.350166 = -26968.490324 nChanged 8 SP:Iteration 2Q (21188.820000 sec): 3 clusters Score: Raw -29655.268097 + Penalty 2635.350166 = -27019.917931 nChanged 3 SP:Iteration 3Q (21189.030000 sec): 3 clusters Score: Raw -29661.649339 + Penalty 2635.350166 = -27026.299173 nChanged 3 SP:Iteration 4Q (21189.180000 sec): 3 clusters Score: Raw -29675.417088 + Penalty 2635.350166 = -27040.066922 nChanged 3 SP:Iteration 5Q (21189.360000 sec): 3 clusters Score: Raw -29688.846755 + Penalty 2635.350166 = -27053.496589 nChanged 3 SP:Iteration 6Q (21189.570000 sec): 3 clusters Score: Raw -29706.726864 + Penalty 2635.350166 = -27071.376698 nChanged 1 SP:Iteration 7Q (21189.730000 sec): 3 clusters Score: Raw -29711.629603 + Penalty 2635.350166 = -27076.279438 nChanged 2 SP:Iteration 8Q (21189.930000 sec): 3 clusters Score: Raw -29745.973721 + Penalty 2635.350166 = -27110.623555 nChanged 2 SP:Iteration 9Q (21190.110000 sec): 3 clusters Score: Raw -29762.160719 + Penalty 2635.350166 = -27126.810553 nChanged 0 SP:Iteration 10F (21190.250000 sec): 3 clusters Score: Raw -29762.160719 + Penalty 2635.350166 = -27126.810553 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 22 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21190.330000 sec): 2 clusters Score: Raw -380942.014400 + Penalty 1943.615593 = -378998.398807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21190.500000 sec): 3 clusters Score: Raw -380013.951618 + Penalty 3887.231186 = -376126.720432 nChanged 848 SP:Iteration 1F (21190.680000 sec): 3 clusters Score: Raw -380599.372807 + Penalty 3887.231186 = -376712.141621 nChanged 173 SP:Iteration 2F (21190.860000 sec): 3 clusters Score: Raw -380745.107060 + Penalty 3887.231186 = -376857.875873 nChanged 133 SP:Iteration 3F (21191.030000 sec): 3 clusters Score: Raw -380872.149010 + Penalty 3887.231186 = -376984.917823 nChanged 113 SP:Iteration 4Q (21191.250000 sec): 3 clusters Score: Raw -380978.312644 + Penalty 3887.231186 = -377091.081458 nChanged 98 SP:Iteration 5Q (21191.420000 sec): 3 clusters Score: Raw -381078.661388 + Penalty 3887.231186 = -377191.430201 nChanged 100 SP:Iteration 6Q (21191.570000 sec): 3 clusters Score: Raw -381173.703035 + Penalty 3887.231186 = -377286.471848 nChanged 89 SP:Iteration 7Q (21191.790000 sec): 3 clusters Score: Raw -381256.812442 + Penalty 3887.231186 = -377369.581255 nChanged 67 SP:Iteration 8Q (21191.930000 sec): 3 clusters Score: Raw -381319.897598 + Penalty 3887.231186 = -377432.666412 nChanged 66 SP:Iteration 9Q (21192.130000 sec): 3 clusters Score: Raw -381384.923977 + Penalty 3887.231186 = -377497.692791 nChanged 70 SP:Iteration 10Q (21192.320000 sec): 3 clusters Score: Raw -381461.326786 + Penalty 3887.231186 = -377574.095600 nChanged 48 SP:Iteration 11Q (21192.510000 sec): 3 clusters Score: Raw -381500.919511 + Penalty 3887.231186 = -377613.688325 nChanged 32 SP:Iteration 12Q (21192.730000 sec): 3 clusters Score: Raw -381532.638863 + Penalty 3887.231186 = -377645.407676 nChanged 34 SP:Iteration 13Q (21192.940000 sec): 3 clusters Score: Raw -381569.701015 + Penalty 3887.231186 = -377682.469829 nChanged 34 SP:Iteration 14Q (21193.110000 sec): 3 clusters Score: Raw -381605.109772 + Penalty 3887.231186 = -377717.878586 nChanged 23 SP:Iteration 15Q (21193.300000 sec): 3 clusters Score: Raw -381624.160204 + Penalty 3887.231186 = -377736.929017 nChanged 21 SP:Iteration 16Q (21193.490000 sec): 3 clusters Score: Raw -381640.627284 + Penalty 3887.231186 = -377753.396098 nChanged 18 SP:Iteration 17Q (21193.690000 sec): 3 clusters Score: Raw -381657.868186 + Penalty 3887.231186 = -377770.637000 nChanged 19 SP:Iteration 18Q (21193.880000 sec): 3 clusters Score: Raw -381675.397402 + Penalty 3887.231186 = -377788.166215 nChanged 21 SP:Iteration 19Q (21194.060000 sec): 3 clusters Score: Raw -381690.314628 + Penalty 3887.231186 = -377803.083441 nChanged 11 SP:Iteration 20F (21194.260000 sec): 3 clusters Score: Raw -381694.929261 + Penalty 3887.231186 = -377807.698075 nChanged 7 SP:Iteration 21Q (21194.420000 sec): 3 clusters Score: Raw -381698.947682 + Penalty 3887.231186 = -377811.716496 nChanged 9 SP:Iteration 22Q (21194.670000 sec): 3 clusters Score: Raw -381704.731404 + Penalty 3887.231186 = -377817.500218 nChanged 10 SP:Iteration 23Q (21194.840000 sec): 3 clusters Score: Raw -381713.366842 + Penalty 3887.231186 = -377826.135656 nChanged 9 SP:Iteration 24Q (21195.030000 sec): 3 clusters Score: Raw -381717.685803 + Penalty 3887.231186 = -377830.454617 nChanged 8 SP:Iteration 25Q (21195.170000 sec): 3 clusters Score: Raw -381722.200838 + Penalty 3887.231186 = -377834.969652 nChanged 5 SP:Iteration 26Q (21195.330000 sec): 3 clusters Score: Raw -381727.484126 + Penalty 3887.231186 = -377840.252940 nChanged 4 SP:Iteration 27Q (21195.520000 sec): 3 clusters Score: Raw -381731.503052 + Penalty 3887.231186 = -377844.271866 nChanged 5 SP:Iteration 28Q (21195.670000 sec): 3 clusters Score: Raw -381734.155667 + Penalty 3887.231186 = -377846.924480 nChanged 3 SP:Iteration 29Q (21195.880000 sec): 3 clusters Score: Raw -381735.576453 + Penalty 3887.231186 = -377848.345267 nChanged 4 SP:Iteration 30Q (21196.020000 sec): 3 clusters Score: Raw -381737.434280 + Penalty 3887.231186 = -377850.203094 nChanged 3 SP:Iteration 31Q (21196.220000 sec): 3 clusters Score: Raw -381740.306621 + Penalty 3887.231186 = -377853.075435 nChanged 4 SP:Iteration 32Q (21196.390000 sec): 3 clusters Score: Raw -381741.938124 + Penalty 3887.231186 = -377854.706938 nChanged 2 SP:Iteration 33Q (21196.560000 sec): 3 clusters Score: Raw -381742.679904 + Penalty 3887.231186 = -377855.448718 nChanged 3 SP:Iteration 34Q (21196.710000 sec): 3 clusters Score: Raw -381745.472367 + Penalty 3887.231186 = -377858.241180 nChanged 2 SP:Iteration 35Q (21196.940000 sec): 3 clusters Score: Raw -381747.087625 + Penalty 3887.231186 = -377859.856439 nChanged 2 SP:Iteration 36Q (21197.100000 sec): 3 clusters Score: Raw -381748.509925 + Penalty 3887.231186 = -377861.278739 nChanged 6 SP:Iteration 37Q (21197.270000 sec): 3 clusters Score: Raw -381751.089245 + Penalty 3887.231186 = -377863.858059 nChanged 5 SP:Iteration 38Q (21197.500000 sec): 3 clusters Score: Raw -381753.475671 + Penalty 3887.231186 = -377866.244484 nChanged 1 SP:Iteration 39Q (21197.700000 sec): 3 clusters Score: Raw -381753.987985 + Penalty 3887.231186 = -377866.756798 nChanged 0 SP:Iteration 40F (21197.890000 sec): 3 clusters Score: Raw -381753.987985 + Penalty 3887.231186 = -377866.756798 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 23 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21197.960000 sec): 2 clusters Score: Raw -20799.051229 + Penalty 1286.471680 = -19512.579549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21198.130000 sec): 3 clusters Score: Raw -21261.277924 + Penalty 2572.943360 = -18688.334565 nChanged 35 SP:Iteration 1F (21198.300000 sec): 3 clusters Score: Raw -21450.285638 + Penalty 2572.943360 = -18877.342278 nChanged 6 SP:Iteration 2Q (21198.480000 sec): 3 clusters Score: Raw -21510.411323 + Penalty 2572.943360 = -18937.467963 nChanged 3 SP:Iteration 3Q (21198.640000 sec): 3 clusters Score: Raw -21537.987826 + Penalty 2572.943360 = -18965.044466 nChanged 0 SP:Iteration 4F (21198.850000 sec): 3 clusters Score: Raw -21537.987826 + Penalty 2572.943360 = -18965.044466 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 24 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21198.960000 sec): 2 clusters Score: Raw -29215.405514 + Penalty 1372.280593 = -27843.124921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21199.130000 sec): 3 clusters Score: Raw -29513.587496 + Penalty 2744.561186 = -26769.026310 nChanged 40 SP:Iteration 1F (21199.280000 sec): 3 clusters Score: Raw -29717.047625 + Penalty 2744.561186 = -26972.486438 nChanged 14 SP:Iteration 2F (21199.480000 sec): 3 clusters Score: Raw -29806.378938 + Penalty 2744.561186 = -27061.817751 nChanged 5 SP:Iteration 3Q (21199.630000 sec): 3 clusters Score: Raw -29827.724176 + Penalty 2744.561186 = -27083.162990 nChanged 3 SP:Iteration 4Q (21199.800000 sec): 3 clusters Score: Raw -29866.241442 + Penalty 2744.561186 = -27121.680255 nChanged 5 SP:Iteration 5Q (21199.990000 sec): 3 clusters Score: Raw -29893.245528 + Penalty 2744.561186 = -27148.684341 nChanged 0 SP:Iteration 6F (21200.140000 sec): 3 clusters Score: Raw -29893.245528 + Penalty 2744.561186 = -27148.684341 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 25 (645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21200.260000 sec): 2 clusters Score: Raw -99874.705922 + Penalty 1604.374079 = -98270.331844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21200.400000 sec): 3 clusters Score: Raw -99812.855446 + Penalty 3208.748157 = -96604.107289 nChanged 139 SP:Iteration 1F (21200.600000 sec): 3 clusters Score: Raw -100061.541255 + Penalty 3208.748157 = -96852.793098 nChanged 39 SP:Iteration 2F (21200.790000 sec): 3 clusters Score: Raw -100208.690786 + Penalty 3208.748157 = -96999.942628 nChanged 26 SP:Iteration 3Q (21201.000000 sec): 3 clusters Score: Raw -100273.402226 + Penalty 3208.748157 = -97064.654069 nChanged 15 SP:Iteration 4Q (21201.180000 sec): 3 clusters Score: Raw -100296.933687 + Penalty 3208.748157 = -97088.185530 nChanged 6 SP:Iteration 5Q (21201.320000 sec): 3 clusters Score: Raw -100305.025183 + Penalty 3208.748157 = -97096.277026 nChanged 4 SP:Iteration 6Q (21201.480000 sec): 3 clusters Score: Raw -100311.238308 + Penalty 3208.748157 = -97102.490151 nChanged 4 SP:Iteration 7Q (21201.680000 sec): 3 clusters Score: Raw -100317.474602 + Penalty 3208.748157 = -97108.726445 nChanged 4 SP:Iteration 8Q (21201.840000 sec): 3 clusters Score: Raw -100323.973715 + Penalty 3208.748157 = -97115.225558 nChanged 0 SP:Iteration 9F (21202.030000 sec): 3 clusters Score: Raw -100323.973715 + Penalty 3208.748157 = -97115.225558 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 26 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21202.220000 sec): 2 clusters Score: Raw -3890390.370510 + Penalty 2505.989013 = -3887884.381497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21202.520000 sec): 3 clusters Score: Raw -3875918.949952 + Penalty 5011.978027 = -3870906.971925 nChanged 10883 SP:Iteration 1F (21202.860000 sec): 3 clusters Score: Raw -3881686.638920 + Penalty 5011.978027 = -3876674.660893 nChanged 1213 SP:Iteration 2Q (21203.130000 sec): 3 clusters Score: Raw -3882064.661841 + Penalty 5011.978027 = -3877052.683814 nChanged 961 SP:Iteration 3Q (21203.470000 sec): 3 clusters Score: Raw -3882336.073005 + Penalty 5011.978027 = -3877324.094978 nChanged 825 SP:Iteration 4Q (21203.780000 sec): 3 clusters Score: Raw -3882560.457705 + Penalty 5011.978027 = -3877548.479678 nChanged 722 SP:Iteration 5Q (21204.110000 sec): 3 clusters Score: Raw -3882749.578990 + Penalty 5011.978027 = -3877737.600963 nChanged 645 SP:Iteration 6Q (21204.460000 sec): 3 clusters Score: Raw -3882928.019583 + Penalty 5011.978027 = -3877916.041556 nChanged 669 SP:Iteration 7Q (21204.760000 sec): 3 clusters Score: Raw -3883121.867703 + Penalty 5011.978027 = -3878109.889676 nChanged 656 SP:Iteration 8Q (21205.080000 sec): 3 clusters Score: Raw -3883308.094419 + Penalty 5011.978027 = -3878296.116392 nChanged 609 SP:Iteration 9Q (21205.380000 sec): 3 clusters Score: Raw -3883499.639085 + Penalty 5011.978027 = -3878487.661058 nChanged 662 SP:Iteration 10Q (21205.660000 sec): 3 clusters Score: Raw -3883724.496487 + Penalty 5011.978027 = -3878712.518460 nChanged 738 SP:Iteration 11Q (21206.010000 sec): 3 clusters Score: Raw -3884021.941566 + Penalty 5011.978027 = -3879009.963539 nChanged 800 SP:Iteration 12Q (21206.280000 sec): 3 clusters Score: Raw -3884387.141539 + Penalty 5011.978027 = -3879375.163512 nChanged 905 SP:Iteration 13Q (21206.610000 sec): 3 clusters Score: Raw -3884903.324730 + Penalty 5011.978027 = -3879891.346703 nChanged 1022 SP:Iteration 14Q (21206.940000 sec): 3 clusters Score: Raw -3885570.228772 + Penalty 5011.978027 = -3880558.250745 nChanged 1072 SP:Iteration 15Q (21207.200000 sec): 3 clusters Score: Raw -3886431.720813 + Penalty 5011.978027 = -3881419.742786 nChanged 1132 SP:Iteration 16Q (21207.570000 sec): 3 clusters Score: Raw -3887403.213421 + Penalty 5011.978027 = -3882391.235394 nChanged 1040 SP:Iteration 17Q (21207.900000 sec): 3 clusters Score: Raw -3888211.375368 + Penalty 5011.978027 = -3883199.397341 nChanged 882 SP:Iteration 18Q (21208.220000 sec): 3 clusters Score: Raw -3888855.334732 + Penalty 5011.978027 = -3883843.356705 nChanged 705 SP:Iteration 19Q (21208.490000 sec): 3 clusters Score: Raw -3889267.935475 + Penalty 5011.978027 = -3884255.957448 nChanged 533 SP:Iteration 20F (21208.800000 sec): 3 clusters Score: Raw -3889562.678616 + Penalty 5011.978027 = -3884550.700590 nChanged 407 SP:Iteration 21Q (21209.090000 sec): 3 clusters Score: Raw -3889774.666131 + Penalty 5011.978027 = -3884762.688104 nChanged 355 SP:Iteration 22Q (21209.330000 sec): 3 clusters Score: Raw -3889949.471042 + Penalty 5011.978027 = -3884937.493015 nChanged 284 SP:Iteration 23Q (21209.630000 sec): 3 clusters Score: Raw -3890076.910006 + Penalty 5011.978027 = -3885064.931979 nChanged 236 SP:Iteration 24Q (21209.960000 sec): 3 clusters Score: Raw -3890177.342908 + Penalty 5011.978027 = -3885165.364881 nChanged 194 SP:Iteration 25Q (21210.250000 sec): 3 clusters Score: Raw -3890266.400448 + Penalty 5011.978027 = -3885254.422421 nChanged 188 SP:Iteration 26Q (21210.500000 sec): 3 clusters Score: Raw -3890351.823610 + Penalty 5011.978027 = -3885339.845583 nChanged 181 SP:Iteration 27Q (21210.750000 sec): 3 clusters Score: Raw -3890421.957067 + Penalty 5011.978027 = -3885409.979040 nChanged 149 SP:Iteration 28Q (21211.020000 sec): 3 clusters Score: Raw -3890486.552042 + Penalty 5011.978027 = -3885474.574015 nChanged 132 SP:Iteration 29Q (21211.320000 sec): 3 clusters Score: Raw -3890537.622486 + Penalty 5011.978027 = -3885525.644459 nChanged 111 SP:Iteration 30Q (21211.570000 sec): 3 clusters Score: Raw -3890576.157472 + Penalty 5011.978027 = -3885564.179445 nChanged 91 SP:Iteration 31Q (21211.880000 sec): 3 clusters Score: Raw -3890605.745820 + Penalty 5011.978027 = -3885593.767793 nChanged 82 SP:Iteration 32Q (21212.170000 sec): 3 clusters Score: Raw -3890632.350334 + Penalty 5011.978027 = -3885620.372307 nChanged 69 SP:Iteration 33Q (21212.420000 sec): 3 clusters Score: Raw -3890655.262075 + Penalty 5011.978027 = -3885643.284048 nChanged 60 SP:Iteration 34Q (21212.740000 sec): 3 clusters Score: Raw -3890674.954254 + Penalty 5011.978027 = -3885662.976227 nChanged 52 SP:Iteration 35Q (21213.090000 sec): 3 clusters Score: Raw -3890692.252627 + Penalty 5011.978027 = -3885680.274600 nChanged 49 SP:Iteration 36Q (21213.350000 sec): 3 clusters Score: Raw -3890709.326671 + Penalty 5011.978027 = -3885697.348644 nChanged 53 SP:Iteration 37Q (21213.680000 sec): 3 clusters Score: Raw -3890728.008722 + Penalty 5011.978027 = -3885716.030695 nChanged 45 SP:Iteration 38Q (21214.000000 sec): 3 clusters Score: Raw -3890738.591299 + Penalty 5011.978027 = -3885726.613272 nChanged 31 SP:Iteration 39Q (21214.260000 sec): 3 clusters Score: Raw -3890747.962826 + Penalty 5011.978027 = -3885735.984799 nChanged 40 SP:Iteration 40F (21214.600000 sec): 3 clusters Score: Raw -3890760.103367 + Penalty 5011.978027 = -3885748.125340 nChanged 31 SP:Iteration 41Q (21214.880000 sec): 3 clusters Score: Raw -3890769.487941 + Penalty 5011.978027 = -3885757.509914 nChanged 39 SP:Iteration 42Q (21215.190000 sec): 3 clusters Score: Raw -3890781.260825 + Penalty 5011.978027 = -3885769.282798 nChanged 34 SP:Iteration 43Q (21215.460000 sec): 3 clusters Score: Raw -3890791.172213 + Penalty 5011.978027 = -3885779.194186 nChanged 20 SP:Iteration 44Q (21215.770000 sec): 3 clusters Score: Raw -3890797.245518 + Penalty 5011.978027 = -3885785.267491 nChanged 25 SP:Iteration 45Q (21216.050000 sec): 3 clusters Score: Raw -3890804.528932 + Penalty 5011.978027 = -3885792.550905 nChanged 27 SP:Iteration 46Q (21216.320000 sec): 3 clusters Score: Raw -3890812.166564 + Penalty 5011.978027 = -3885800.188537 nChanged 23 SP:Iteration 47Q (21216.590000 sec): 3 clusters Score: Raw -3890819.204248 + Penalty 5011.978027 = -3885807.226221 nChanged 23 SP:Iteration 48Q (21216.900000 sec): 3 clusters Score: Raw -3890825.771120 + Penalty 5011.978027 = -3885813.793093 nChanged 21 SP:Iteration 49Q (21217.200000 sec): 3 clusters Score: Raw -3890832.152168 + Penalty 5011.978027 = -3885820.174141 nChanged 21 SP:Iteration 50Q (21217.480000 sec): 3 clusters Score: Raw -3890838.002546 + Penalty 5011.978027 = -3885826.024519 nChanged 14 SP:Iteration 51Q (21217.730000 sec): 3 clusters Score: Raw -3890842.487809 + Penalty 5011.978027 = -3885830.509782 nChanged 15 SP:Iteration 52Q (21218.010000 sec): 3 clusters Score: Raw -3890846.956946 + Penalty 5011.978027 = -3885834.978919 nChanged 16 SP:Iteration 53Q (21218.270000 sec): 3 clusters Score: Raw -3890850.539392 + Penalty 5011.978027 = -3885838.561365 nChanged 12 SP:Iteration 54Q (21218.520000 sec): 3 clusters Score: Raw -3890853.204188 + Penalty 5011.978027 = -3885841.226161 nChanged 12 SP:Iteration 55Q (21218.810000 sec): 3 clusters Score: Raw -3890856.590942 + Penalty 5011.978027 = -3885844.612915 nChanged 8 SP:Iteration 56Q (21219.110000 sec): 3 clusters Score: Raw -3890858.864813 + Penalty 5011.978027 = -3885846.886786 nChanged 8 SP:Iteration 57Q (21219.420000 sec): 3 clusters Score: Raw -3890860.426510 + Penalty 5011.978027 = -3885848.448483 nChanged 7 SP:Iteration 58Q (21219.700000 sec): 3 clusters Score: Raw -3890862.337552 + Penalty 5011.978027 = -3885850.359525 nChanged 9 SP:Iteration 59Q (21219.960000 sec): 3 clusters Score: Raw -3890865.051916 + Penalty 5011.978027 = -3885853.073889 nChanged 6 SP:Iteration 60F (21220.250000 sec): 3 clusters Score: Raw -3890866.266939 + Penalty 5011.978027 = -3885854.288912 nChanged 4 SP:Iteration 61Q (21220.520000 sec): 3 clusters Score: Raw -3890867.086071 + Penalty 5011.978027 = -3885855.108044 nChanged 2 SP:Iteration 62Q (21220.810000 sec): 3 clusters Score: Raw -3890867.386510 + Penalty 5011.978027 = -3885855.408483 nChanged 1 SP:Iteration 63Q (21221.090000 sec): 3 clusters Score: Raw -3890868.052564 + Penalty 5011.978027 = -3885856.074537 nChanged 3 SP:Iteration 64Q (21221.370000 sec): 3 clusters Score: Raw -3890868.854919 + Penalty 5011.978027 = -3885856.876892 nChanged 4 SP:Iteration 65Q (21221.640000 sec): 3 clusters Score: Raw -3890870.197129 + Penalty 5011.978027 = -3885858.219102 nChanged 4 SP:Iteration 66Q (21221.890000 sec): 3 clusters Score: Raw -3890871.118302 + Penalty 5011.978027 = -3885859.140275 nChanged 6 SP:Iteration 67Q (21222.160000 sec): 3 clusters Score: Raw -3890872.475882 + Penalty 5011.978027 = -3885860.497855 nChanged 2 SP:Iteration 68Q (21222.420000 sec): 3 clusters Score: Raw -3890872.925394 + Penalty 5011.978027 = -3885860.947367 nChanged 1 SP:Iteration 69Q (21222.680000 sec): 3 clusters Score: Raw -3890873.379715 + Penalty 5011.978027 = -3885861.401688 nChanged 1 SP:Iteration 70Q (21222.960000 sec): 3 clusters Score: Raw -3890873.664957 + Penalty 5011.978027 = -3885861.686930 nChanged 1 SP:Iteration 71Q (21223.280000 sec): 3 clusters Score: Raw -3890873.898784 + Penalty 5011.978027 = -3885861.920757 nChanged 2 SP:Iteration 72Q (21223.540000 sec): 3 clusters Score: Raw -3890874.214632 + Penalty 5011.978027 = -3885862.236605 nChanged 0 SP:Iteration 73F (21223.850000 sec): 3 clusters Score: Raw -3890874.214632 + Penalty 5011.978027 = -3885862.236605 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 27 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21223.920000 sec): 2 clusters Score: Raw -71825.131439 + Penalty 1502.082435 = -70323.049004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21224.110000 sec): 3 clusters Score: Raw -71894.694374 + Penalty 3004.164871 = -68890.529504 nChanged 67 SP:Iteration 1F (21224.260000 sec): 3 clusters Score: Raw -72006.904751 + Penalty 3004.164871 = -69002.739881 nChanged 14 SP:Iteration 2Q (21224.460000 sec): 3 clusters Score: Raw -72037.993569 + Penalty 3004.164871 = -69033.828698 nChanged 5 SP:Iteration 3Q (21224.650000 sec): 3 clusters Score: Raw -72050.792455 + Penalty 3004.164871 = -69046.627584 nChanged 1 SP:Iteration 4Q (21224.820000 sec): 3 clusters Score: Raw -72051.598305 + Penalty 3004.164871 = -69047.433435 nChanged 1 SP:Iteration 5Q (21225.000000 sec): 3 clusters Score: Raw -72053.918002 + Penalty 3004.164871 = -69049.753131 nChanged 1 SP:Iteration 6Q (21225.170000 sec): 3 clusters Score: Raw -72055.390703 + Penalty 3004.164871 = -69051.225833 nChanged 1 SP:Iteration 7Q (21225.360000 sec): 3 clusters Score: Raw -72059.926202 + Penalty 3004.164871 = -69055.761332 nChanged 1 SP:Iteration 8Q (21225.550000 sec): 3 clusters Score: Raw -72061.237774 + Penalty 3004.164871 = -69057.072903 nChanged 0 SP:Iteration 9F (21225.770000 sec): 3 clusters Score: Raw -72061.237774 + Penalty 3004.164871 = -69057.072903 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 28 (16956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21225.910000 sec): 2 clusters Score: Raw -2675699.450965 + Penalty 2415.117504 = -2673284.333461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21226.170000 sec): 3 clusters Score: Raw -2665973.597685 + Penalty 4830.235008 = -2661143.362676 nChanged 7365 SP:Iteration 1F (21226.420000 sec): 3 clusters Score: Raw -2669883.637007 + Penalty 4830.235008 = -2665053.401998 nChanged 922 SP:Iteration 2F (21226.660000 sec): 3 clusters Score: Raw -2670257.980907 + Penalty 4830.235008 = -2665427.745899 nChanged 780 SP:Iteration 3Q (21226.920000 sec): 3 clusters Score: Raw -2670565.484311 + Penalty 4830.235008 = -2665735.249303 nChanged 704 SP:Iteration 4Q (21227.200000 sec): 3 clusters Score: Raw -2670826.810240 + Penalty 4830.235008 = -2665996.575232 nChanged 632 SP:Iteration 5Q (21227.440000 sec): 3 clusters Score: Raw -2671075.982783 + Penalty 4830.235008 = -2666245.747775 nChanged 568 SP:Iteration 6Q (21227.760000 sec): 3 clusters Score: Raw -2671336.458182 + Penalty 4830.235008 = -2666506.223174 nChanged 583 SP:Iteration 7Q (21228.030000 sec): 3 clusters Score: Raw -2671618.390675 + Penalty 4830.235008 = -2666788.155667 nChanged 609 SP:Iteration 8Q (21228.300000 sec): 3 clusters Score: Raw -2671947.516999 + Penalty 4830.235008 = -2667117.281991 nChanged 635 SP:Iteration 9Q (21228.660000 sec): 3 clusters Score: Raw -2672351.568791 + Penalty 4830.235008 = -2667521.333783 nChanged 706 SP:Iteration 10Q (21228.900000 sec): 3 clusters Score: Raw -2672844.726512 + Penalty 4830.235008 = -2668014.491503 nChanged 739 SP:Iteration 11Q (21229.240000 sec): 3 clusters Score: Raw -2673381.207946 + Penalty 4830.235008 = -2668550.972937 nChanged 702 SP:Iteration 12Q (21229.520000 sec): 3 clusters Score: Raw -2673900.624650 + Penalty 4830.235008 = -2669070.389642 nChanged 675 SP:Iteration 13Q (21229.780000 sec): 3 clusters Score: Raw -2674398.787512 + Penalty 4830.235008 = -2669568.552504 nChanged 596 SP:Iteration 14Q (21230.080000 sec): 3 clusters Score: Raw -2674839.002776 + Penalty 4830.235008 = -2670008.767768 nChanged 473 SP:Iteration 15Q (21230.390000 sec): 3 clusters Score: Raw -2675199.337375 + Penalty 4830.235008 = -2670369.102367 nChanged 383 SP:Iteration 16Q (21230.690000 sec): 3 clusters Score: Raw -2675460.112434 + Penalty 4830.235008 = -2670629.877426 nChanged 287 SP:Iteration 17Q (21230.990000 sec): 3 clusters Score: Raw -2675649.058245 + Penalty 4830.235008 = -2670818.823237 nChanged 243 SP:Iteration 18Q (21231.280000 sec): 3 clusters Score: Raw -2675811.296140 + Penalty 4830.235008 = -2670981.061132 nChanged 197 SP:Iteration 19Q (21231.540000 sec): 3 clusters Score: Raw -2675954.731628 + Penalty 4830.235008 = -2671124.496620 nChanged 150 SP:Iteration 20F (21231.820000 sec): 3 clusters Score: Raw -2676055.278113 + Penalty 4830.235008 = -2671225.043105 nChanged 100 SP:Iteration 21Q (21232.110000 sec): 3 clusters Score: Raw -2676118.700496 + Penalty 4830.235008 = -2671288.465488 nChanged 82 SP:Iteration 22Q (21232.350000 sec): 3 clusters Score: Raw -2676173.673489 + Penalty 4830.235008 = -2671343.438481 nChanged 68 SP:Iteration 23Q (21232.650000 sec): 3 clusters Score: Raw -2676209.295909 + Penalty 4830.235008 = -2671379.060901 nChanged 49 SP:Iteration 24Q (21232.900000 sec): 3 clusters Score: Raw -2676235.770121 + Penalty 4830.235008 = -2671405.535113 nChanged 38 SP:Iteration 25Q (21233.140000 sec): 3 clusters Score: Raw -2676258.130345 + Penalty 4830.235008 = -2671427.895337 nChanged 28 SP:Iteration 26Q (21233.400000 sec): 3 clusters Score: Raw -2676273.479515 + Penalty 4830.235008 = -2671443.244507 nChanged 24 SP:Iteration 27Q (21233.670000 sec): 3 clusters Score: Raw -2676286.519369 + Penalty 4830.235008 = -2671456.284361 nChanged 25 SP:Iteration 28Q (21233.930000 sec): 3 clusters Score: Raw -2676297.852762 + Penalty 4830.235008 = -2671467.617754 nChanged 16 SP:Iteration 29Q (21234.240000 sec): 3 clusters Score: Raw -2676304.980366 + Penalty 4830.235008 = -2671474.745358 nChanged 9 SP:Iteration 30Q (21234.560000 sec): 3 clusters Score: Raw -2676308.388946 + Penalty 4830.235008 = -2671478.153938 nChanged 7 SP:Iteration 31Q (21234.840000 sec): 3 clusters Score: Raw -2676311.216271 + Penalty 4830.235008 = -2671480.981263 nChanged 7 SP:Iteration 32Q (21235.120000 sec): 3 clusters Score: Raw -2676314.390323 + Penalty 4830.235008 = -2671484.155315 nChanged 3 SP:Iteration 33Q (21235.440000 sec): 3 clusters Score: Raw -2676315.363810 + Penalty 4830.235008 = -2671485.128802 nChanged 1 SP:Iteration 34Q (21235.700000 sec): 3 clusters Score: Raw -2676315.734975 + Penalty 4830.235008 = -2671485.499966 nChanged 1 SP:Iteration 35Q (21235.940000 sec): 3 clusters Score: Raw -2676316.006153 + Penalty 4830.235008 = -2671485.771145 nChanged 2 SP:Iteration 36Q (21236.280000 sec): 3 clusters Score: Raw -2676316.666387 + Penalty 4830.235008 = -2671486.431379 nChanged 4 SP:Iteration 37Q (21236.570000 sec): 3 clusters Score: Raw -2676318.604259 + Penalty 4830.235008 = -2671488.369251 nChanged 3 SP:Iteration 38Q (21236.820000 sec): 3 clusters Score: Raw -2676319.880980 + Penalty 4830.235008 = -2671489.645972 nChanged 1 SP:Iteration 39Q (21237.100000 sec): 3 clusters Score: Raw -2676320.279996 + Penalty 4830.235008 = -2671490.044988 nChanged 1 SP:Iteration 40F (21237.350000 sec): 3 clusters Score: Raw -2676320.723561 + Penalty 4830.235008 = -2671490.488553 nChanged 1 SP:Iteration 41Q (21237.600000 sec): 3 clusters Score: Raw -2676320.898035 + Penalty 4830.235008 = -2671490.663027 nChanged 1 SP:Iteration 42Q (21237.790000 sec): 3 clusters Score: Raw -2676321.149989 + Penalty 4830.235008 = -2671490.914981 nChanged 0 SP:Iteration 43F (21238.090000 sec): 3 clusters Score: Raw -2676321.149989 + Penalty 4830.235008 = -2671490.914981 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 29 (79260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21238.510000 sec): 2 clusters Score: Raw -12684059.328031 + Penalty 2797.561239 = -12681261.766792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21239.070000 sec): 3 clusters Score: Raw -12633862.075390 + Penalty 5595.122478 = -12628266.952912 nChanged 37145 SP:Iteration 1F (21239.610000 sec): 3 clusters Score: Raw -12654918.201343 + Penalty 5595.122478 = -12649323.078865 nChanged 2944 SP:Iteration 2Q (21240.180000 sec): 3 clusters Score: Raw -12655719.965431 + Penalty 5595.122478 = -12650124.842953 nChanged 3191 SP:Iteration 3Q (21240.760000 sec): 3 clusters Score: Raw -12656738.410230 + Penalty 5595.122478 = -12651143.287752 nChanged 3535 SP:Iteration 4Q (21241.340000 sec): 3 clusters Score: Raw -12658093.969818 + Penalty 5595.122478 = -12652498.847340 nChanged 4210 SP:Iteration 5F (21241.960000 sec): 3 clusters Score: Raw -12660098.074077 + Penalty 5595.122478 = -12654502.951599 nChanged 4895 SP:Iteration 6F (21242.620000 sec): 3 clusters Score: Raw -12662881.047983 + Penalty 5595.122478 = -12657285.925505 nChanged 5412 SP:Iteration 7F (21243.210000 sec): 3 clusters Score: Raw -12666429.150536 + Penalty 5595.122478 = -12660834.028058 nChanged 5506 SP:Iteration 8F (21243.820000 sec): 3 clusters Score: Raw -12670499.504399 + Penalty 5595.122478 = -12664904.381921 nChanged 5104 SP:Iteration 9F (21244.450000 sec): 3 clusters Score: Raw -12674501.705076 + Penalty 5595.122478 = -12668906.582598 nChanged 4308 SP:Iteration 10F (21245.070000 sec): 3 clusters Score: Raw -12678023.971223 + Penalty 5595.122478 = -12672428.848745 nChanged 3233 SP:Iteration 11Q (21245.730000 sec): 3 clusters Score: Raw -12680702.709423 + Penalty 5595.122478 = -12675107.586945 nChanged 2119 SP:Iteration 12Q (21246.330000 sec): 3 clusters Score: Raw -12682422.755240 + Penalty 5595.122478 = -12676827.632762 nChanged 1197 SP:Iteration 13Q (21246.950000 sec): 3 clusters Score: Raw -12683354.771550 + Penalty 5595.122478 = -12677759.649072 nChanged 599 SP:Iteration 14Q (21247.520000 sec): 3 clusters Score: Raw -12683825.085020 + Penalty 5595.122478 = -12678229.962542 nChanged 285 SP:Iteration 15Q (21248.020000 sec): 3 clusters Score: Raw -12684065.248754 + Penalty 5595.122478 = -12678470.126276 nChanged 149 SP:Iteration 16Q (21248.510000 sec): 3 clusters Score: Raw -12684199.354411 + Penalty 5595.122478 = -12678604.231933 nChanged 99 SP:Iteration 17Q (21249.050000 sec): 3 clusters Score: Raw -12684292.939743 + Penalty 5595.122478 = -12678697.817265 nChanged 59 SP:Iteration 18Q (21249.600000 sec): 3 clusters Score: Raw -12684339.370516 + Penalty 5595.122478 = -12678744.248038 nChanged 36 SP:Iteration 19Q (21250.160000 sec): 3 clusters Score: Raw -12684369.146955 + Penalty 5595.122478 = -12678774.024477 nChanged 28 SP:Iteration 20F (21250.750000 sec): 3 clusters Score: Raw -12684397.823943 + Penalty 5595.122478 = -12678802.701465 nChanged 17 SP:Iteration 21Q (21251.330000 sec): 3 clusters Score: Raw -12684414.945574 + Penalty 5595.122478 = -12678819.823096 nChanged 15 SP:Iteration 22Q (21251.840000 sec): 3 clusters Score: Raw -12684429.297624 + Penalty 5595.122478 = -12678834.175146 nChanged 9 SP:Iteration 23Q (21252.410000 sec): 3 clusters Score: Raw -12684438.491774 + Penalty 5595.122478 = -12678843.369296 nChanged 10 SP:Iteration 24Q (21253.010000 sec): 3 clusters Score: Raw -12684447.768524 + Penalty 5595.122478 = -12678852.646046 nChanged 7 SP:Iteration 25Q (21253.520000 sec): 3 clusters Score: Raw -12684453.485461 + Penalty 5595.122478 = -12678858.362983 nChanged 4 SP:Iteration 26Q (21253.980000 sec): 3 clusters Score: Raw -12684456.511163 + Penalty 5595.122478 = -12678861.388685 nChanged 3 SP:Iteration 27Q (21254.460000 sec): 3 clusters Score: Raw -12684458.017601 + Penalty 5595.122478 = -12678862.895123 nChanged 2 SP:Iteration 28Q (21254.970000 sec): 3 clusters Score: Raw -12684459.309819 + Penalty 5595.122478 = -12678864.187341 nChanged 5 SP:Iteration 29Q (21255.500000 sec): 3 clusters Score: Raw -12684466.050727 + Penalty 5595.122478 = -12678870.928249 nChanged 3 SP:Iteration 30Q (21255.950000 sec): 3 clusters Score: Raw -12684467.985091 + Penalty 5595.122478 = -12678872.862613 nChanged 3 SP:Iteration 31Q (21256.430000 sec): 3 clusters Score: Raw -12684469.490031 + Penalty 5595.122478 = -12678874.367553 nChanged 2 SP:Iteration 32Q (21256.890000 sec): 3 clusters Score: Raw -12684470.744435 + Penalty 5595.122478 = -12678875.621957 nChanged 2 SP:Iteration 33Q (21257.440000 sec): 3 clusters Score: Raw -12684472.481057 + Penalty 5595.122478 = -12678877.358579 nChanged 1 SP:Iteration 34Q (21258.040000 sec): 3 clusters Score: Raw -12684472.851262 + Penalty 5595.122478 = -12678877.728784 nChanged 1 SP:Iteration 35Q (21258.630000 sec): 3 clusters Score: Raw -12684474.008553 + Penalty 5595.122478 = -12678878.886075 nChanged 1 SP:Iteration 36Q (21259.200000 sec): 3 clusters Score: Raw -12684474.600892 + Penalty 5595.122478 = -12678879.478414 nChanged 0 SP:Iteration 37F (21259.800000 sec): 3 clusters Score: Raw -12684474.600892 + Penalty 5595.122478 = -12678879.478414 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 30 (32353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21260.030000 sec): 2 clusters Score: Raw -5050098.350321 + Penalty 2575.346584 = -5047523.003737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21260.400000 sec): 3 clusters Score: Raw -5030725.710961 + Penalty 5150.693168 = -5025575.017794 nChanged 14584 SP:Iteration 1F (21260.720000 sec): 3 clusters Score: Raw -5038831.868912 + Penalty 5150.693168 = -5033681.175744 nChanged 1619 SP:Iteration 2F (21261.080000 sec): 3 clusters Score: Raw -5039530.949118 + Penalty 5150.693168 = -5034380.255950 nChanged 1658 SP:Iteration 3F (21261.430000 sec): 3 clusters Score: Raw -5040298.272381 + Penalty 5150.693168 = -5035147.579213 nChanged 1724 SP:Iteration 4F (21261.810000 sec): 3 clusters Score: Raw -5041160.064004 + Penalty 5150.693168 = -5036009.370836 nChanged 1899 SP:Iteration 5F (21262.190000 sec): 3 clusters Score: Raw -5042143.814620 + Penalty 5150.693168 = -5036993.121453 nChanged 1902 SP:Iteration 6F (21262.520000 sec): 3 clusters Score: Raw -5043126.635669 + Penalty 5150.693168 = -5037975.942502 nChanged 1787 SP:Iteration 7F (21262.960000 sec): 3 clusters Score: Raw -5044002.215738 + Penalty 5150.693168 = -5038851.522571 nChanged 1542 SP:Iteration 8Q (21263.300000 sec): 3 clusters Score: Raw -5044681.441481 + Penalty 5150.693168 = -5039530.748313 nChanged 1222 SP:Iteration 9Q (21263.610000 sec): 3 clusters Score: Raw -5045168.283256 + Penalty 5150.693168 = -5040017.590088 nChanged 967 SP:Iteration 10Q (21263.920000 sec): 3 clusters Score: Raw -5045543.720533 + Penalty 5150.693168 = -5040393.027366 nChanged 780 SP:Iteration 11Q (21264.280000 sec): 3 clusters Score: Raw -5045875.852647 + Penalty 5150.693168 = -5040725.159480 nChanged 697 SP:Iteration 12Q (21264.610000 sec): 3 clusters Score: Raw -5046181.943881 + Penalty 5150.693168 = -5041031.250713 nChanged 668 SP:Iteration 13Q (21264.940000 sec): 3 clusters Score: Raw -5046557.870973 + Penalty 5150.693168 = -5041407.177805 nChanged 683 SP:Iteration 14Q (21265.340000 sec): 3 clusters Score: Raw -5047102.187176 + Penalty 5150.693168 = -5041951.494008 nChanged 708 SP:Iteration 15Q (21265.710000 sec): 3 clusters Score: Raw -5047738.444211 + Penalty 5150.693168 = -5042587.751044 nChanged 668 SP:Iteration 16Q (21266.030000 sec): 3 clusters Score: Raw -5048391.519037 + Penalty 5150.693168 = -5043240.825870 nChanged 655 SP:Iteration 17Q (21266.400000 sec): 3 clusters Score: Raw -5049278.000325 + Penalty 5150.693168 = -5044127.307157 nChanged 526 SP:Iteration 18Q (21266.680000 sec): 3 clusters Score: Raw -5049881.148866 + Penalty 5150.693168 = -5044730.455699 nChanged 378 SP:Iteration 19Q (21267.030000 sec): 3 clusters Score: Raw -5050154.172601 + Penalty 5150.693168 = -5045003.479433 nChanged 300 SP:Iteration 20F (21267.340000 sec): 3 clusters Score: Raw -5050318.932648 + Penalty 5150.693168 = -5045168.239481 nChanged 231 SP:Iteration 21Q (21267.660000 sec): 3 clusters Score: Raw -5050431.581522 + Penalty 5150.693168 = -5045280.888355 nChanged 223 SP:Iteration 22Q (21267.990000 sec): 3 clusters Score: Raw -5050529.692923 + Penalty 5150.693168 = -5045378.999756 nChanged 203 SP:Iteration 23Q (21268.320000 sec): 3 clusters Score: Raw -5050607.484032 + Penalty 5150.693168 = -5045456.790865 nChanged 146 SP:Iteration 24Q (21268.620000 sec): 3 clusters Score: Raw -5050653.623188 + Penalty 5150.693168 = -5045502.930021 nChanged 128 SP:Iteration 25Q (21268.940000 sec): 3 clusters Score: Raw -5050691.298588 + Penalty 5150.693168 = -5045540.605420 nChanged 94 SP:Iteration 26Q (21269.280000 sec): 3 clusters Score: Raw -5050718.014511 + Penalty 5150.693168 = -5045567.321344 nChanged 66 SP:Iteration 27Q (21269.580000 sec): 3 clusters Score: Raw -5050734.876828 + Penalty 5150.693168 = -5045584.183660 nChanged 68 SP:Iteration 28Q (21269.880000 sec): 3 clusters Score: Raw -5050751.113345 + Penalty 5150.693168 = -5045600.420177 nChanged 57 SP:Iteration 29Q (21270.210000 sec): 3 clusters Score: Raw -5050764.715652 + Penalty 5150.693168 = -5045614.022484 nChanged 53 SP:Iteration 30Q (21270.490000 sec): 3 clusters Score: Raw -5050776.596770 + Penalty 5150.693168 = -5045625.903603 nChanged 38 SP:Iteration 31Q (21270.780000 sec): 3 clusters Score: Raw -5050785.295378 + Penalty 5150.693168 = -5045634.602210 nChanged 37 SP:Iteration 32Q (21271.100000 sec): 3 clusters Score: Raw -5050792.689456 + Penalty 5150.693168 = -5045641.996288 nChanged 33 SP:Iteration 33Q (21271.430000 sec): 3 clusters Score: Raw -5050799.318015 + Penalty 5150.693168 = -5045648.624847 nChanged 24 SP:Iteration 34Q (21271.740000 sec): 3 clusters Score: Raw -5050805.509796 + Penalty 5150.693168 = -5045654.816629 nChanged 29 SP:Iteration 35Q (21272.030000 sec): 3 clusters Score: Raw -5050812.867123 + Penalty 5150.693168 = -5045662.173956 nChanged 32 SP:Iteration 36Q (21272.410000 sec): 3 clusters Score: Raw -5050820.105025 + Penalty 5150.693168 = -5045669.411857 nChanged 31 SP:Iteration 37Q (21272.690000 sec): 3 clusters Score: Raw -5050826.515868 + Penalty 5150.693168 = -5045675.822700 nChanged 27 SP:Iteration 38Q (21273.030000 sec): 3 clusters Score: Raw -5050832.262128 + Penalty 5150.693168 = -5045681.568961 nChanged 21 SP:Iteration 39Q (21273.340000 sec): 3 clusters Score: Raw -5050835.937440 + Penalty 5150.693168 = -5045685.244272 nChanged 18 SP:Iteration 40F (21273.680000 sec): 3 clusters Score: Raw -5050839.166518 + Penalty 5150.693168 = -5045688.473351 nChanged 17 SP:Iteration 41Q (21274.020000 sec): 3 clusters Score: Raw -5050843.055808 + Penalty 5150.693168 = -5045692.362641 nChanged 12 SP:Iteration 42Q (21274.340000 sec): 3 clusters Score: Raw -5050845.453558 + Penalty 5150.693168 = -5045694.760391 nChanged 13 SP:Iteration 43Q (21274.700000 sec): 3 clusters Score: Raw -5050847.802594 + Penalty 5150.693168 = -5045697.109426 nChanged 15 SP:Iteration 44Q (21275.000000 sec): 3 clusters Score: Raw -5050850.183184 + Penalty 5150.693168 = -5045699.490017 nChanged 11 SP:Iteration 45Q (21275.390000 sec): 3 clusters Score: Raw -5050851.938986 + Penalty 5150.693168 = -5045701.245818 nChanged 10 SP:Iteration 46Q (21275.740000 sec): 3 clusters Score: Raw -5050853.506496 + Penalty 5150.693168 = -5045702.813329 nChanged 7 SP:Iteration 47Q (21276.130000 sec): 3 clusters Score: Raw -5050854.754468 + Penalty 5150.693168 = -5045704.061301 nChanged 5 SP:Iteration 48Q (21276.490000 sec): 3 clusters Score: Raw -5050855.760085 + Penalty 5150.693168 = -5045705.066917 nChanged 6 SP:Iteration 49Q (21276.850000 sec): 3 clusters Score: Raw -5050857.017824 + Penalty 5150.693168 = -5045706.324657 nChanged 5 SP:Iteration 50Q (21277.180000 sec): 3 clusters Score: Raw -5050858.070270 + Penalty 5150.693168 = -5045707.377103 nChanged 9 SP:Iteration 51Q (21277.570000 sec): 3 clusters Score: Raw -5050859.715312 + Penalty 5150.693168 = -5045709.022145 nChanged 3 SP:Iteration 52Q (21277.880000 sec): 3 clusters Score: Raw -5050860.111938 + Penalty 5150.693168 = -5045709.418771 nChanged 1 SP:Iteration 53Q (21278.210000 sec): 3 clusters Score: Raw -5050860.352832 + Penalty 5150.693168 = -5045709.659664 nChanged 0 SP:Iteration 54F (21278.610000 sec): 3 clusters Score: Raw -5050860.352832 + Penalty 5150.693168 = -5045709.659664 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 31 (7075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21278.730000 sec): 2 clusters Score: Raw -1118803.986834 + Penalty 2198.352035 = -1116605.634799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21278.920000 sec): 3 clusters Score: Raw -1115230.765817 + Penalty 4396.704070 = -1110834.061747 nChanged 2752 SP:Iteration 1F (21279.180000 sec): 3 clusters Score: Raw -1116733.918338 + Penalty 4396.704070 = -1112337.214268 nChanged 470 SP:Iteration 2F (21279.380000 sec): 3 clusters Score: Raw -1116947.498230 + Penalty 4396.704070 = -1112550.794160 nChanged 321 SP:Iteration 3Q (21279.610000 sec): 3 clusters Score: Raw -1117076.719766 + Penalty 4396.704070 = -1112680.015695 nChanged 245 SP:Iteration 4Q (21279.890000 sec): 3 clusters Score: Raw -1117186.166072 + Penalty 4396.704070 = -1112789.462001 nChanged 227 SP:Iteration 5Q (21280.130000 sec): 3 clusters Score: Raw -1117285.602519 + Penalty 4396.704070 = -1112888.898448 nChanged 210 SP:Iteration 6Q (21280.350000 sec): 3 clusters Score: Raw -1117369.647595 + Penalty 4396.704070 = -1112972.943525 nChanged 200 SP:Iteration 7Q (21280.580000 sec): 3 clusters Score: Raw -1117452.091200 + Penalty 4396.704070 = -1113055.387130 nChanged 186 SP:Iteration 8Q (21280.840000 sec): 3 clusters Score: Raw -1117527.976104 + Penalty 4396.704070 = -1113131.272034 nChanged 170 SP:Iteration 9Q (21281.090000 sec): 3 clusters Score: Raw -1117602.437438 + Penalty 4396.704070 = -1113205.733368 nChanged 172 SP:Iteration 10Q (21281.300000 sec): 3 clusters Score: Raw -1117684.845641 + Penalty 4396.704070 = -1113288.141571 nChanged 195 SP:Iteration 11Q (21281.530000 sec): 3 clusters Score: Raw -1117783.717995 + Penalty 4396.704070 = -1113387.013925 nChanged 212 SP:Iteration 12Q (21281.750000 sec): 3 clusters Score: Raw -1117904.240112 + Penalty 4396.704070 = -1113507.536042 nChanged 231 SP:Iteration 13Q (21282.000000 sec): 3 clusters Score: Raw -1118044.722347 + Penalty 4396.704070 = -1113648.018277 nChanged 237 SP:Iteration 14Q (21282.200000 sec): 3 clusters Score: Raw -1118192.953384 + Penalty 4396.704070 = -1113796.249314 nChanged 243 SP:Iteration 15Q (21282.450000 sec): 3 clusters Score: Raw -1118338.363776 + Penalty 4396.704070 = -1113941.659706 nChanged 200 SP:Iteration 16Q (21282.680000 sec): 3 clusters Score: Raw -1118466.514977 + Penalty 4396.704070 = -1114069.810907 nChanged 189 SP:Iteration 17Q (21282.930000 sec): 3 clusters Score: Raw -1118591.567357 + Penalty 4396.704070 = -1114194.863287 nChanged 177 SP:Iteration 18Q (21283.130000 sec): 3 clusters Score: Raw -1118718.734241 + Penalty 4396.704070 = -1114322.030170 nChanged 169 SP:Iteration 19Q (21283.320000 sec): 3 clusters Score: Raw -1118856.879563 + Penalty 4396.704070 = -1114460.175492 nChanged 143 SP:Iteration 20F (21283.500000 sec): 3 clusters Score: Raw -1118945.128091 + Penalty 4396.704070 = -1114548.424021 nChanged 120 SP:Iteration 21Q (21283.710000 sec): 3 clusters Score: Raw -1119019.289577 + Penalty 4396.704070 = -1114622.585507 nChanged 105 SP:Iteration 22Q (21283.930000 sec): 3 clusters Score: Raw -1119092.500461 + Penalty 4396.704070 = -1114695.796391 nChanged 89 SP:Iteration 23Q (21284.140000 sec): 3 clusters Score: Raw -1119151.253496 + Penalty 4396.704070 = -1114754.549426 nChanged 68 SP:Iteration 24Q (21284.390000 sec): 3 clusters Score: Raw -1119192.537966 + Penalty 4396.704070 = -1114795.833896 nChanged 43 SP:Iteration 25Q (21284.600000 sec): 3 clusters Score: Raw -1119221.327011 + Penalty 4396.704070 = -1114824.622940 nChanged 42 SP:Iteration 26Q (21284.820000 sec): 3 clusters Score: Raw -1119246.247381 + Penalty 4396.704070 = -1114849.543310 nChanged 25 SP:Iteration 27Q (21285.020000 sec): 3 clusters Score: Raw -1119260.233203 + Penalty 4396.704070 = -1114863.529133 nChanged 27 SP:Iteration 28Q (21285.190000 sec): 3 clusters Score: Raw -1119276.665061 + Penalty 4396.704070 = -1114879.960991 nChanged 26 SP:Iteration 29Q (21285.440000 sec): 3 clusters Score: Raw -1119294.639842 + Penalty 4396.704070 = -1114897.935771 nChanged 21 SP:Iteration 30Q (21285.630000 sec): 3 clusters Score: Raw -1119305.580046 + Penalty 4396.704070 = -1114908.875976 nChanged 18 SP:Iteration 31Q (21285.830000 sec): 3 clusters Score: Raw -1119320.595779 + Penalty 4396.704070 = -1114923.891709 nChanged 26 SP:Iteration 32Q (21286.030000 sec): 3 clusters Score: Raw -1119341.621713 + Penalty 4396.704070 = -1114944.917643 nChanged 23 SP:Iteration 33Q (21286.240000 sec): 3 clusters Score: Raw -1119358.883578 + Penalty 4396.704070 = -1114962.179508 nChanged 29 SP:Iteration 34Q (21286.400000 sec): 3 clusters Score: Raw -1119382.786884 + Penalty 4396.704070 = -1114986.082813 nChanged 21 SP:Iteration 35Q (21286.600000 sec): 3 clusters Score: Raw -1119393.748176 + Penalty 4396.704070 = -1114997.044106 nChanged 12 SP:Iteration 36Q (21286.820000 sec): 3 clusters Score: Raw -1119402.912836 + Penalty 4396.704070 = -1115006.208765 nChanged 17 SP:Iteration 37Q (21286.960000 sec): 3 clusters Score: Raw -1119422.042667 + Penalty 4396.704070 = -1115025.338597 nChanged 19 SP:Iteration 38Q (21287.180000 sec): 3 clusters Score: Raw -1119440.164424 + Penalty 4396.704070 = -1115043.460354 nChanged 19 SP:Iteration 39Q (21287.370000 sec): 3 clusters Score: Raw -1119454.216486 + Penalty 4396.704070 = -1115057.512416 nChanged 16 SP:Iteration 40F (21287.600000 sec): 3 clusters Score: Raw -1119469.974777 + Penalty 4396.704070 = -1115073.270707 nChanged 20 SP:Iteration 41Q (21287.790000 sec): 3 clusters Score: Raw -1119484.846767 + Penalty 4396.704070 = -1115088.142697 nChanged 18 SP:Iteration 42Q (21288.020000 sec): 3 clusters Score: Raw -1119495.977666 + Penalty 4396.704070 = -1115099.273595 nChanged 10 SP:Iteration 43Q (21288.240000 sec): 3 clusters Score: Raw -1119503.206062 + Penalty 4396.704070 = -1115106.501992 nChanged 11 SP:Iteration 44Q (21288.470000 sec): 3 clusters Score: Raw -1119510.559252 + Penalty 4396.704070 = -1115113.855182 nChanged 10 SP:Iteration 45Q (21288.670000 sec): 3 clusters Score: Raw -1119515.650876 + Penalty 4396.704070 = -1115118.946806 nChanged 5 SP:Iteration 46Q (21288.880000 sec): 3 clusters Score: Raw -1119520.436598 + Penalty 4396.704070 = -1115123.732527 nChanged 5 SP:Iteration 47Q (21289.110000 sec): 3 clusters Score: Raw -1119525.413510 + Penalty 4396.704070 = -1115128.709439 nChanged 11 SP:Iteration 48Q (21289.290000 sec): 3 clusters Score: Raw -1119536.007029 + Penalty 4396.704070 = -1115139.302958 nChanged 16 SP:Iteration 49Q (21289.440000 sec): 3 clusters Score: Raw -1119551.224037 + Penalty 4396.704070 = -1115154.519966 nChanged 14 SP:Iteration 50Q (21289.630000 sec): 3 clusters Score: Raw -1119562.019280 + Penalty 4396.704070 = -1115165.315210 nChanged 17 SP:Iteration 51Q (21289.840000 sec): 3 clusters Score: Raw -1119577.866051 + Penalty 4396.704070 = -1115181.161981 nChanged 9 SP:Iteration 52Q (21290.060000 sec): 3 clusters Score: Raw -1119586.043817 + Penalty 4396.704070 = -1115189.339747 nChanged 6 SP:Iteration 53Q (21290.280000 sec): 3 clusters Score: Raw -1119592.828889 + Penalty 4396.704070 = -1115196.124819 nChanged 6 SP:Iteration 54Q (21290.500000 sec): 3 clusters Score: Raw -1119596.470814 + Penalty 4396.704070 = -1115199.766744 nChanged 7 SP:Iteration 55Q (21290.700000 sec): 3 clusters Score: Raw -1119599.697426 + Penalty 4396.704070 = -1115202.993355 nChanged 0 SP:Iteration 56F (21290.900000 sec): 3 clusters Score: Raw -1119599.697426 + Penalty 4396.704070 = -1115202.993355 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 32 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21291.000000 sec): 2 clusters Score: Raw -64790.316269 + Penalty 1538.730325 = -63251.585943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21291.220000 sec): 3 clusters Score: Raw -64989.411894 + Penalty 3077.460650 = -61911.951243 nChanged 117 SP:Iteration 1F (21291.390000 sec): 3 clusters Score: Raw -65202.606747 + Penalty 3077.460650 = -62125.146097 nChanged 38 SP:Iteration 2F (21291.590000 sec): 3 clusters Score: Raw -65315.710811 + Penalty 3077.460650 = -62238.250161 nChanged 26 SP:Iteration 3F (21291.740000 sec): 3 clusters Score: Raw -65360.439863 + Penalty 3077.460650 = -62282.979213 nChanged 14 SP:Iteration 4Q (21291.900000 sec): 3 clusters Score: Raw -65388.534768 + Penalty 3077.460650 = -62311.074118 nChanged 14 SP:Iteration 5Q (21292.110000 sec): 3 clusters Score: Raw -65422.481265 + Penalty 3077.460650 = -62345.020614 nChanged 19 SP:Iteration 6Q (21292.290000 sec): 3 clusters Score: Raw -65470.187847 + Penalty 3077.460650 = -62392.727197 nChanged 19 SP:Iteration 7Q (21292.480000 sec): 3 clusters Score: Raw -65531.589603 + Penalty 3077.460650 = -62454.128953 nChanged 14 SP:Iteration 8Q (21292.700000 sec): 3 clusters Score: Raw -65583.163904 + Penalty 3077.460650 = -62505.703254 nChanged 7 SP:Iteration 9Q (21292.870000 sec): 3 clusters Score: Raw -65608.236676 + Penalty 3077.460650 = -62530.776025 nChanged 10 SP:Iteration 10Q (21293.080000 sec): 3 clusters Score: Raw -65634.844241 + Penalty 3077.460650 = -62557.383591 nChanged 6 SP:Iteration 11Q (21293.240000 sec): 3 clusters Score: Raw -65647.914131 + Penalty 3077.460650 = -62570.453480 nChanged 5 SP:Iteration 12Q (21293.390000 sec): 3 clusters Score: Raw -65657.952219 + Penalty 3077.460650 = -62580.491569 nChanged 1 SP:Iteration 13Q (21293.550000 sec): 3 clusters Score: Raw -65659.470602 + Penalty 3077.460650 = -62582.009951 nChanged 0 SP:Iteration 14F (21293.690000 sec): 3 clusters Score: Raw -65660.978312 + Penalty 3077.460650 = -62583.517662 nChanged 1 SP:Iteration 15Q (21293.880000 sec): 3 clusters Score: Raw -65685.647186 + Penalty 3077.460650 = -62608.186535 nChanged 1 SP:Iteration 16Q (21294.050000 sec): 3 clusters Score: Raw -65755.861864 + Penalty 3077.460650 = -62678.401214 nChanged 2 SP:Iteration 17Q (21294.240000 sec): 3 clusters Score: Raw -65766.487132 + Penalty 3077.460650 = -62689.026482 nChanged 1 SP:Iteration 18Q (21294.390000 sec): 3 clusters Score: Raw -65794.313966 + Penalty 3077.460650 = -62716.853316 nChanged 1 SP:Iteration 19Q (21294.530000 sec): 3 clusters Score: Raw -65797.637321 + Penalty 3077.460650 = -62720.176671 nChanged 0 SP:Iteration 20F (21294.710000 sec): 3 clusters Score: Raw -65797.637321 + Penalty 3077.460650 = -62720.176671 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 33 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21294.780000 sec): 2 clusters Score: Raw -61426.989795 + Penalty 1484.016198 = -59942.973598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21294.950000 sec): 3 clusters Score: Raw -61546.744201 + Penalty 2968.032395 = -58578.711806 nChanged 61 SP:Iteration 1F (21295.150000 sec): 3 clusters Score: Raw -61716.571141 + Penalty 2968.032395 = -58748.538746 nChanged 20 SP:Iteration 2F (21295.310000 sec): 3 clusters Score: Raw -61786.570269 + Penalty 2968.032395 = -58818.537873 nChanged 21 SP:Iteration 3F (21295.510000 sec): 3 clusters Score: Raw -61879.952645 + Penalty 2968.032395 = -58911.920250 nChanged 10 SP:Iteration 4Q (21295.670000 sec): 3 clusters Score: Raw -61935.453245 + Penalty 2968.032395 = -58967.420850 nChanged 11 SP:Iteration 5Q (21295.830000 sec): 3 clusters Score: Raw -61986.918006 + Penalty 2968.032395 = -59018.885611 nChanged 4 SP:Iteration 6Q (21296.020000 sec): 3 clusters Score: Raw -61993.253516 + Penalty 2968.032395 = -59025.221120 nChanged 4 SP:Iteration 7Q (21296.220000 sec): 3 clusters Score: Raw -62002.248906 + Penalty 2968.032395 = -59034.216511 nChanged 5 SP:Iteration 8Q (21296.390000 sec): 3 clusters Score: Raw -62041.077702 + Penalty 2968.032395 = -59073.045306 nChanged 2 SP:Iteration 9Q (21296.570000 sec): 3 clusters Score: Raw -62044.826044 + Penalty 2968.032395 = -59076.793649 nChanged 1 SP:Iteration 10Q (21296.790000 sec): 3 clusters Score: Raw -62047.233710 + Penalty 2968.032395 = -59079.201314 nChanged 0 SP:Iteration 11F (21296.970000 sec): 3 clusters Score: Raw -62047.233710 + Penalty 2968.032395 = -59079.201314 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 34 (1580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21297.080000 sec): 2 clusters Score: Raw -235203.860250 + Penalty 1826.564671 = -233377.295578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21297.280000 sec): 3 clusters Score: Raw -234691.242944 + Penalty 3653.129343 = -231038.113601 nChanged 453 SP:Iteration 1F (21297.480000 sec): 3 clusters Score: Raw -235046.099958 + Penalty 3653.129343 = -231392.970615 nChanged 119 SP:Iteration 2F (21297.660000 sec): 3 clusters Score: Raw -235174.503976 + Penalty 3653.129343 = -231521.374633 nChanged 69 SP:Iteration 3Q (21297.880000 sec): 3 clusters Score: Raw -235248.107197 + Penalty 3653.129343 = -231594.977855 nChanged 59 SP:Iteration 4Q (21298.080000 sec): 3 clusters Score: Raw -235300.566969 + Penalty 3653.129343 = -231647.437626 nChanged 36 SP:Iteration 5Q (21298.300000 sec): 3 clusters Score: Raw -235329.341542 + Penalty 3653.129343 = -231676.212199 nChanged 27 SP:Iteration 6Q (21298.500000 sec): 3 clusters Score: Raw -235355.712651 + Penalty 3653.129343 = -231702.583308 nChanged 19 SP:Iteration 7Q (21298.660000 sec): 3 clusters Score: Raw -235373.729137 + Penalty 3653.129343 = -231720.599795 nChanged 21 SP:Iteration 8Q (21298.850000 sec): 3 clusters Score: Raw -235401.184325 + Penalty 3653.129343 = -231748.054983 nChanged 20 SP:Iteration 9Q (21299.010000 sec): 3 clusters Score: Raw -235426.861223 + Penalty 3653.129343 = -231773.731880 nChanged 19 SP:Iteration 10Q (21299.210000 sec): 3 clusters Score: Raw -235447.017175 + Penalty 3653.129343 = -231793.887832 nChanged 24 SP:Iteration 11Q (21299.400000 sec): 3 clusters Score: Raw -235468.337059 + Penalty 3653.129343 = -231815.207716 nChanged 20 SP:Iteration 12Q (21299.580000 sec): 3 clusters Score: Raw -235481.457170 + Penalty 3653.129343 = -231828.327828 nChanged 12 SP:Iteration 13Q (21299.780000 sec): 3 clusters Score: Raw -235491.433761 + Penalty 3653.129343 = -231838.304418 nChanged 12 SP:Iteration 14Q (21300.000000 sec): 3 clusters Score: Raw -235499.972963 + Penalty 3653.129343 = -231846.843620 nChanged 9 SP:Iteration 15Q (21300.250000 sec): 3 clusters Score: Raw -235507.378525 + Penalty 3653.129343 = -231854.249182 nChanged 9 SP:Iteration 16Q (21300.430000 sec): 3 clusters Score: Raw -235514.507822 + Penalty 3653.129343 = -231861.378480 nChanged 6 SP:Iteration 17Q (21300.640000 sec): 3 clusters Score: Raw -235519.882204 + Penalty 3653.129343 = -231866.752861 nChanged 4 SP:Iteration 18Q (21300.780000 sec): 3 clusters Score: Raw -235524.944379 + Penalty 3653.129343 = -231871.815037 nChanged 8 SP:Iteration 19Q (21300.970000 sec): 3 clusters Score: Raw -235533.074910 + Penalty 3653.129343 = -231879.945568 nChanged 13 SP:Iteration 20F (21301.100000 sec): 3 clusters Score: Raw -235548.825772 + Penalty 3653.129343 = -231895.696430 nChanged 12 SP:Iteration 21Q (21301.260000 sec): 3 clusters Score: Raw -235560.007262 + Penalty 3653.129343 = -231906.877920 nChanged 14 SP:Iteration 22Q (21301.470000 sec): 3 clusters Score: Raw -235575.992369 + Penalty 3653.129343 = -231922.863026 nChanged 19 SP:Iteration 23Q (21301.650000 sec): 3 clusters Score: Raw -235597.262548 + Penalty 3653.129343 = -231944.133205 nChanged 17 SP:Iteration 24Q (21301.860000 sec): 3 clusters Score: Raw -235612.146373 + Penalty 3653.129343 = -231959.017031 nChanged 14 SP:Iteration 25Q (21302.020000 sec): 3 clusters Score: Raw -235622.399032 + Penalty 3653.129343 = -231969.269690 nChanged 12 SP:Iteration 26Q (21302.220000 sec): 3 clusters Score: Raw -235629.393111 + Penalty 3653.129343 = -231976.263768 nChanged 7 SP:Iteration 27Q (21302.390000 sec): 3 clusters Score: Raw -235637.244782 + Penalty 3653.129343 = -231984.115439 nChanged 6 SP:Iteration 28Q (21302.560000 sec): 3 clusters Score: Raw -235641.549684 + Penalty 3653.129343 = -231988.420341 nChanged 6 SP:Iteration 29Q (21302.760000 sec): 3 clusters Score: Raw -235645.882840 + Penalty 3653.129343 = -231992.753497 nChanged 4 SP:Iteration 30Q (21302.960000 sec): 3 clusters Score: Raw -235649.244779 + Penalty 3653.129343 = -231996.115436 nChanged 3 SP:Iteration 31Q (21303.190000 sec): 3 clusters Score: Raw -235651.359115 + Penalty 3653.129343 = -231998.229773 nChanged 4 SP:Iteration 32Q (21303.380000 sec): 3 clusters Score: Raw -235654.640813 + Penalty 3653.129343 = -232001.511471 nChanged 6 SP:Iteration 33Q (21303.560000 sec): 3 clusters Score: Raw -235658.723131 + Penalty 3653.129343 = -232005.593789 nChanged 3 SP:Iteration 34Q (21303.780000 sec): 3 clusters Score: Raw -235661.728278 + Penalty 3653.129343 = -232008.598936 nChanged 1 SP:Iteration 35Q (21303.920000 sec): 3 clusters Score: Raw -235662.280145 + Penalty 3653.129343 = -232009.150802 nChanged 0 SP:Iteration 36F (21304.110000 sec): 3 clusters Score: Raw -235662.280145 + Penalty 3653.129343 = -232009.150802 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 35 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21304.240000 sec): 2 clusters Score: Raw -43276.189735 + Penalty 1424.264791 = -41851.924944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21304.380000 sec): 3 clusters Score: Raw -43399.018307 + Penalty 2848.529581 = -40550.488726 nChanged 33 SP:Iteration 1F (21304.580000 sec): 3 clusters Score: Raw -43498.843654 + Penalty 2848.529581 = -40650.314073 nChanged 7 SP:Iteration 2Q (21304.790000 sec): 3 clusters Score: Raw -43519.329075 + Penalty 2848.529581 = -40670.799494 nChanged 4 SP:Iteration 3Q (21305.030000 sec): 3 clusters Score: Raw -43527.346926 + Penalty 2848.529581 = -40678.817344 nChanged 4 SP:Iteration 4Q (21305.190000 sec): 3 clusters Score: Raw -43542.171373 + Penalty 2848.529581 = -40693.641791 nChanged 2 SP:Iteration 5Q (21305.420000 sec): 3 clusters Score: Raw -43546.509761 + Penalty 2848.529581 = -40697.980179 nChanged 0 SP:Iteration 6F (21305.590000 sec): 3 clusters Score: Raw -43546.509761 + Penalty 2848.529581 = -40697.980179 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 36 (2662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21305.720000 sec): 2 clusters Score: Raw -395408.228973 + Penalty 1955.934584 = -393452.294389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21305.890000 sec): 3 clusters Score: Raw -394296.210025 + Penalty 3911.869167 = -390384.340857 nChanged 916 SP:Iteration 1F (21306.040000 sec): 3 clusters Score: Raw -395016.976430 + Penalty 3911.869167 = -391105.107262 nChanged 248 SP:Iteration 2F (21306.280000 sec): 3 clusters Score: Raw -395340.207051 + Penalty 3911.869167 = -391428.337883 nChanged 202 SP:Iteration 3F (21306.480000 sec): 3 clusters Score: Raw -395613.951660 + Penalty 3911.869167 = -391702.082492 nChanged 176 SP:Iteration 4F (21306.700000 sec): 3 clusters Score: Raw -395856.775997 + Penalty 3911.869167 = -391944.906830 nChanged 153 SP:Iteration 5F (21306.900000 sec): 3 clusters Score: Raw -396089.941945 + Penalty 3911.869167 = -392178.072777 nChanged 127 SP:Iteration 6Q (21307.050000 sec): 3 clusters Score: Raw -396272.447104 + Penalty 3911.869167 = -392360.577936 nChanged 108 SP:Iteration 7Q (21307.230000 sec): 3 clusters Score: Raw -396418.274688 + Penalty 3911.869167 = -392506.405521 nChanged 90 SP:Iteration 8Q (21307.450000 sec): 3 clusters Score: Raw -396569.757256 + Penalty 3911.869167 = -392657.888089 nChanged 102 SP:Iteration 9Q (21307.660000 sec): 3 clusters Score: Raw -396718.125423 + Penalty 3911.869167 = -392806.256255 nChanged 84 SP:Iteration 10Q (21307.830000 sec): 3 clusters Score: Raw -396837.797096 + Penalty 3911.869167 = -392925.927929 nChanged 55 SP:Iteration 11Q (21308.040000 sec): 3 clusters Score: Raw -396901.255993 + Penalty 3911.869167 = -392989.386826 nChanged 38 SP:Iteration 12Q (21308.270000 sec): 3 clusters Score: Raw -396929.096931 + Penalty 3911.869167 = -393017.227763 nChanged 19 SP:Iteration 13Q (21308.460000 sec): 3 clusters Score: Raw -396940.225792 + Penalty 3911.869167 = -393028.356624 nChanged 14 SP:Iteration 14Q (21308.650000 sec): 3 clusters Score: Raw -396946.134151 + Penalty 3911.869167 = -393034.264984 nChanged 7 SP:Iteration 15Q (21308.840000 sec): 3 clusters Score: Raw -396950.014031 + Penalty 3911.869167 = -393038.144863 nChanged 9 SP:Iteration 16Q (21309.020000 sec): 3 clusters Score: Raw -396954.975687 + Penalty 3911.869167 = -393043.106520 nChanged 5 SP:Iteration 17Q (21309.250000 sec): 3 clusters Score: Raw -396957.212169 + Penalty 3911.869167 = -393045.343001 nChanged 5 SP:Iteration 18Q (21309.440000 sec): 3 clusters Score: Raw -396960.507175 + Penalty 3911.869167 = -393048.638008 nChanged 4 SP:Iteration 19Q (21309.640000 sec): 3 clusters Score: Raw -396963.123375 + Penalty 3911.869167 = -393051.254207 nChanged 2 SP:Iteration 20F (21309.820000 sec): 3 clusters Score: Raw -396965.633428 + Penalty 3911.869167 = -393053.764260 nChanged 4 SP:Iteration 21Q (21310.010000 sec): 3 clusters Score: Raw -396967.012614 + Penalty 3911.869167 = -393055.143446 nChanged 2 SP:Iteration 22Q (21310.260000 sec): 3 clusters Score: Raw -396968.173701 + Penalty 3911.869167 = -393056.304533 nChanged 1 SP:Iteration 23Q (21310.400000 sec): 3 clusters Score: Raw -396968.641657 + Penalty 3911.869167 = -393056.772489 nChanged 1 SP:Iteration 24Q (21310.590000 sec): 3 clusters Score: Raw -396969.018015 + Penalty 3911.869167 = -393057.148848 nChanged 0 SP:Iteration 25F (21310.740000 sec): 3 clusters Score: Raw -396969.018015 + Penalty 3911.869167 = -393057.148848 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 37 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21310.820000 sec): 2 clusters Score: Raw -19536.354390 + Penalty 1209.048936 = -18327.305454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21311.030000 sec): 3 clusters Score: Raw -19798.415162 + Penalty 2418.097872 = -17380.317289 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 38 (745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21311.110000 sec): 2 clusters Score: Raw -111070.690248 + Penalty 1640.119286 = -109430.570962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21311.320000 sec): 3 clusters Score: Raw -110989.633830 + Penalty 3280.238572 = -107709.395257 nChanged 169 SP:Iteration 1F (21311.450000 sec): 3 clusters Score: Raw -111296.859032 + Penalty 3280.238572 = -108016.620460 nChanged 54 SP:Iteration 2F (21311.610000 sec): 3 clusters Score: Raw -111404.291155 + Penalty 3280.238572 = -108124.052582 nChanged 23 SP:Iteration 3Q (21311.840000 sec): 3 clusters Score: Raw -111475.277100 + Penalty 3280.238572 = -108195.038528 nChanged 30 SP:Iteration 4Q (21312.020000 sec): 3 clusters Score: Raw -111589.053141 + Penalty 3280.238572 = -108308.814569 nChanged 23 SP:Iteration 5Q (21312.160000 sec): 3 clusters Score: Raw -111680.543593 + Penalty 3280.238572 = -108400.305021 nChanged 25 SP:Iteration 6Q (21312.370000 sec): 3 clusters Score: Raw -111751.726836 + Penalty 3280.238572 = -108471.488264 nChanged 14 SP:Iteration 7Q (21312.530000 sec): 3 clusters Score: Raw -111784.013171 + Penalty 3280.238572 = -108503.774599 nChanged 9 SP:Iteration 8Q (21312.680000 sec): 3 clusters Score: Raw -111804.631693 + Penalty 3280.238572 = -108524.393121 nChanged 7 SP:Iteration 9Q (21312.830000 sec): 3 clusters Score: Raw -111813.058154 + Penalty 3280.238572 = -108532.819582 nChanged 6 SP:Iteration 10Q (21313.010000 sec): 3 clusters Score: Raw -111824.043748 + Penalty 3280.238572 = -108543.805176 nChanged 7 SP:Iteration 11Q (21313.170000 sec): 3 clusters Score: Raw -111838.410971 + Penalty 3280.238572 = -108558.172398 nChanged 6 SP:Iteration 12Q (21313.370000 sec): 3 clusters Score: Raw -111845.735348 + Penalty 3280.238572 = -108565.496776 nChanged 4 SP:Iteration 13Q (21313.590000 sec): 3 clusters Score: Raw -111852.923840 + Penalty 3280.238572 = -108572.685268 nChanged 7 SP:Iteration 14Q (21313.770000 sec): 3 clusters Score: Raw -111870.249739 + Penalty 3280.238572 = -108590.011166 nChanged 5 SP:Iteration 15Q (21313.990000 sec): 3 clusters Score: Raw -111878.640707 + Penalty 3280.238572 = -108598.402135 nChanged 6 SP:Iteration 16Q (21314.170000 sec): 3 clusters Score: Raw -111890.152163 + Penalty 3280.238572 = -108609.913591 nChanged 5 SP:Iteration 17Q (21314.370000 sec): 3 clusters Score: Raw -111900.021437 + Penalty 3280.238572 = -108619.782864 nChanged 4 SP:Iteration 18Q (21314.540000 sec): 3 clusters Score: Raw -111904.434090 + Penalty 3280.238572 = -108624.195517 nChanged 4 SP:Iteration 19Q (21314.760000 sec): 3 clusters Score: Raw -111909.811776 + Penalty 3280.238572 = -108629.573204 nChanged 5 SP:Iteration 20F (21314.930000 sec): 3 clusters Score: Raw -111916.269270 + Penalty 3280.238572 = -108636.030698 nChanged 1 SP:Iteration 21Q (21315.160000 sec): 3 clusters Score: Raw -111917.545112 + Penalty 3280.238572 = -108637.306540 nChanged 0 SP:Iteration 22F (21315.370000 sec): 3 clusters Score: Raw -111917.545112 + Penalty 3280.238572 = -108637.306540 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 39 (102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21315.460000 sec): 2 clusters Score: Raw -16694.610449 + Penalty 1146.993258 = -15547.617191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21315.620000 sec): 3 clusters Score: Raw -17001.859712 + Penalty 2293.986515 = -14707.873197 nChanged 1 SP:Iteration 1Q (21315.820000 sec): 3 clusters Score: Raw -17014.396436 + Penalty 2293.986515 = -14720.409920 nChanged 0 SP:Iteration 2F (21315.980000 sec): 3 clusters Score: Raw -17014.396436 + Penalty 2293.986515 = -14720.409920 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 40 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21316.100000 sec): 2 clusters Score: Raw -62358.392166 + Penalty 1496.205383 = -60862.186783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21316.250000 sec): 3 clusters Score: Raw -62409.832165 + Penalty 2992.410766 = -59417.421399 nChanged 71 SP:Iteration 1F (21316.430000 sec): 3 clusters Score: Raw -62568.465796 + Penalty 2992.410766 = -59576.055030 nChanged 20 SP:Iteration 2Q (21316.680000 sec): 3 clusters Score: Raw -62629.323213 + Penalty 2992.410766 = -59636.912447 nChanged 14 SP:Iteration 3Q (21316.840000 sec): 3 clusters Score: Raw -62675.877607 + Penalty 2992.410766 = -59683.466841 nChanged 5 SP:Iteration 4Q (21317.030000 sec): 3 clusters Score: Raw -62687.713301 + Penalty 2992.410766 = -59695.302535 nChanged 2 SP:Iteration 5Q (21317.260000 sec): 3 clusters Score: Raw -62696.854035 + Penalty 2992.410766 = -59704.443269 nChanged 3 SP:Iteration 6Q (21317.480000 sec): 3 clusters Score: Raw -62706.942277 + Penalty 2992.410766 = -59714.531511 nChanged 2 SP:Iteration 7Q (21317.730000 sec): 3 clusters Score: Raw -62713.735548 + Penalty 2992.410766 = -59721.324782 nChanged 0 SP:Iteration 8F (21317.920000 sec): 3 clusters Score: Raw -62713.735548 + Penalty 2992.410766 = -59721.324782 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 41 (6475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21318.040000 sec): 2 clusters Score: Raw -1014782.724703 + Penalty 2176.374564 = -1012606.350139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21318.270000 sec): 3 clusters Score: Raw -1011532.010945 + Penalty 4352.749128 = -1007179.261817 nChanged 2532 SP:Iteration 1F (21318.480000 sec): 3 clusters Score: Raw -1012856.007830 + Penalty 4352.749128 = -1008503.258702 nChanged 446 SP:Iteration 2F (21318.700000 sec): 3 clusters Score: Raw -1013077.794305 + Penalty 4352.749128 = -1008725.045177 nChanged 307 SP:Iteration 3Q (21318.940000 sec): 3 clusters Score: Raw -1013226.218549 + Penalty 4352.749128 = -1008873.469421 nChanged 256 SP:Iteration 4Q (21319.200000 sec): 3 clusters Score: Raw -1013354.391334 + Penalty 4352.749128 = -1009001.642206 nChanged 243 SP:Iteration 5Q (21319.440000 sec): 3 clusters Score: Raw -1013472.635678 + Penalty 4352.749128 = -1009119.886551 nChanged 208 SP:Iteration 6Q (21319.640000 sec): 3 clusters Score: Raw -1013566.533212 + Penalty 4352.749128 = -1009213.784084 nChanged 178 SP:Iteration 7Q (21319.840000 sec): 3 clusters Score: Raw -1013641.309524 + Penalty 4352.749128 = -1009288.560396 nChanged 155 SP:Iteration 8Q (21320.070000 sec): 3 clusters Score: Raw -1013702.520209 + Penalty 4352.749128 = -1009349.771081 nChanged 134 SP:Iteration 9Q (21320.300000 sec): 3 clusters Score: Raw -1013758.023275 + Penalty 4352.749128 = -1009405.274147 nChanged 118 SP:Iteration 10Q (21320.510000 sec): 3 clusters Score: Raw -1013797.760907 + Penalty 4352.749128 = -1009445.011779 nChanged 88 SP:Iteration 11Q (21320.750000 sec): 3 clusters Score: Raw -1013822.504404 + Penalty 4352.749128 = -1009469.755276 nChanged 71 SP:Iteration 12Q (21320.960000 sec): 3 clusters Score: Raw -1013846.769349 + Penalty 4352.749128 = -1009494.020221 nChanged 81 SP:Iteration 13Q (21321.170000 sec): 3 clusters Score: Raw -1013876.560282 + Penalty 4352.749128 = -1009523.811154 nChanged 84 SP:Iteration 14Q (21321.440000 sec): 3 clusters Score: Raw -1013908.138500 + Penalty 4352.749128 = -1009555.389373 nChanged 96 SP:Iteration 15Q (21321.670000 sec): 3 clusters Score: Raw -1013944.775566 + Penalty 4352.749128 = -1009592.026439 nChanged 105 SP:Iteration 16Q (21321.910000 sec): 3 clusters Score: Raw -1013986.358868 + Penalty 4352.749128 = -1009633.609741 nChanged 116 SP:Iteration 17Q (21322.110000 sec): 3 clusters Score: Raw -1014025.241017 + Penalty 4352.749128 = -1009672.491890 nChanged 112 SP:Iteration 18Q (21322.360000 sec): 3 clusters Score: Raw -1014072.105963 + Penalty 4352.749128 = -1009719.356835 nChanged 119 SP:Iteration 19Q (21322.620000 sec): 3 clusters Score: Raw -1014128.602398 + Penalty 4352.749128 = -1009775.853270 nChanged 134 SP:Iteration 20F (21322.830000 sec): 3 clusters Score: Raw -1014194.678187 + Penalty 4352.749128 = -1009841.929059 nChanged 134 SP:Iteration 21Q (21323.050000 sec): 3 clusters Score: Raw -1014264.054147 + Penalty 4352.749128 = -1009911.305019 nChanged 144 SP:Iteration 22Q (21323.280000 sec): 3 clusters Score: Raw -1014340.217568 + Penalty 4352.749128 = -1009987.468440 nChanged 161 SP:Iteration 23Q (21323.460000 sec): 3 clusters Score: Raw -1014435.620586 + Penalty 4352.749128 = -1010082.871459 nChanged 174 SP:Iteration 24Q (21323.670000 sec): 3 clusters Score: Raw -1014548.822644 + Penalty 4352.749128 = -1010196.073516 nChanged 170 SP:Iteration 25Q (21323.850000 sec): 3 clusters Score: Raw -1014661.466117 + Penalty 4352.749128 = -1010308.716990 nChanged 159 SP:Iteration 26Q (21324.080000 sec): 3 clusters Score: Raw -1014773.168262 + Penalty 4352.749128 = -1010420.419134 nChanged 149 SP:Iteration 27Q (21324.330000 sec): 3 clusters Score: Raw -1014887.074609 + Penalty 4352.749128 = -1010534.325481 nChanged 120 SP:Iteration 28Q (21324.530000 sec): 3 clusters Score: Raw -1014977.484385 + Penalty 4352.749128 = -1010624.735257 nChanged 106 SP:Iteration 29Q (21324.740000 sec): 3 clusters Score: Raw -1015049.427230 + Penalty 4352.749128 = -1010696.678102 nChanged 88 SP:Iteration 30Q (21324.940000 sec): 3 clusters Score: Raw -1015118.406667 + Penalty 4352.749128 = -1010765.657539 nChanged 68 SP:Iteration 31Q (21325.200000 sec): 3 clusters Score: Raw -1015164.381021 + Penalty 4352.749128 = -1010811.631893 nChanged 51 SP:Iteration 32Q (21325.410000 sec): 3 clusters Score: Raw -1015200.702833 + Penalty 4352.749128 = -1010847.953705 nChanged 47 SP:Iteration 33Q (21325.600000 sec): 3 clusters Score: Raw -1015227.721538 + Penalty 4352.749128 = -1010874.972410 nChanged 31 SP:Iteration 34Q (21325.790000 sec): 3 clusters Score: Raw -1015244.070086 + Penalty 4352.749128 = -1010891.320959 nChanged 23 SP:Iteration 35Q (21326.000000 sec): 3 clusters Score: Raw -1015256.511786 + Penalty 4352.749128 = -1010903.762658 nChanged 14 SP:Iteration 36Q (21326.220000 sec): 3 clusters Score: Raw -1015263.388884 + Penalty 4352.749128 = -1010910.639756 nChanged 8 SP:Iteration 37Q (21326.430000 sec): 3 clusters Score: Raw -1015266.486854 + Penalty 4352.749128 = -1010913.737726 nChanged 5 SP:Iteration 38Q (21326.640000 sec): 3 clusters Score: Raw -1015267.977513 + Penalty 4352.749128 = -1010915.228385 nChanged 2 SP:Iteration 39Q (21326.860000 sec): 3 clusters Score: Raw -1015270.115197 + Penalty 4352.749128 = -1010917.366070 nChanged 6 SP:Iteration 40F (21327.050000 sec): 3 clusters Score: Raw -1015273.963205 + Penalty 4352.749128 = -1010921.214078 nChanged 8 SP:Iteration 41Q (21327.330000 sec): 3 clusters Score: Raw -1015280.560879 + Penalty 4352.749128 = -1010927.811752 nChanged 7 SP:Iteration 42Q (21327.530000 sec): 3 clusters Score: Raw -1015284.288580 + Penalty 4352.749128 = -1010931.539452 nChanged 3 SP:Iteration 43Q (21327.800000 sec): 3 clusters Score: Raw -1015285.466587 + Penalty 4352.749128 = -1010932.717459 nChanged 2 SP:Iteration 44Q (21328.020000 sec): 3 clusters Score: Raw -1015286.168003 + Penalty 4352.749128 = -1010933.418875 nChanged 1 SP:Iteration 45Q (21328.290000 sec): 3 clusters Score: Raw -1015287.063632 + Penalty 4352.749128 = -1010934.314505 nChanged 3 SP:Iteration 46Q (21328.540000 sec): 3 clusters Score: Raw -1015289.255582 + Penalty 4352.749128 = -1010936.506454 nChanged 5 SP:Iteration 47Q (21328.760000 sec): 3 clusters Score: Raw -1015291.365742 + Penalty 4352.749128 = -1010938.616615 nChanged 2 SP:Iteration 48Q (21328.980000 sec): 3 clusters Score: Raw -1015291.976588 + Penalty 4352.749128 = -1010939.227460 nChanged 1 SP:Iteration 49Q (21329.140000 sec): 3 clusters Score: Raw -1015292.712521 + Penalty 4352.749128 = -1010939.963393 nChanged 2 SP:Iteration 50Q (21329.390000 sec): 3 clusters Score: Raw -1015293.232160 + Penalty 4352.749128 = -1010940.483032 nChanged 3 SP:Iteration 51Q (21329.610000 sec): 3 clusters Score: Raw -1015294.839487 + Penalty 4352.749128 = -1010942.090360 nChanged 6 SP:Iteration 52Q (21329.810000 sec): 3 clusters Score: Raw -1015297.968107 + Penalty 4352.749128 = -1010945.218980 nChanged 6 SP:Iteration 53Q (21330.080000 sec): 3 clusters Score: Raw -1015300.564389 + Penalty 4352.749128 = -1010947.815261 nChanged 4 SP:Iteration 54Q (21330.240000 sec): 3 clusters Score: Raw -1015302.184929 + Penalty 4352.749128 = -1010949.435802 nChanged 2 SP:Iteration 55Q (21330.450000 sec): 3 clusters Score: Raw -1015303.802214 + Penalty 4352.749128 = -1010951.053086 nChanged 2 SP:Iteration 56Q (21330.670000 sec): 3 clusters Score: Raw -1015305.730217 + Penalty 4352.749128 = -1010952.981089 nChanged 5 SP:Iteration 57Q (21330.870000 sec): 3 clusters Score: Raw -1015309.156365 + Penalty 4352.749128 = -1010956.407237 nChanged 8 SP:Iteration 58Q (21331.060000 sec): 3 clusters Score: Raw -1015314.154156 + Penalty 4352.749128 = -1010961.405028 nChanged 10 SP:Iteration 59Q (21331.290000 sec): 3 clusters Score: Raw -1015320.641497 + Penalty 4352.749128 = -1010967.892369 nChanged 13 SP:Iteration 60F (21331.560000 sec): 3 clusters Score: Raw -1015332.991173 + Penalty 4352.749128 = -1010980.242045 nChanged 8 SP:Iteration 61Q (21331.770000 sec): 3 clusters Score: Raw -1015337.686801 + Penalty 4352.749128 = -1010984.937673 nChanged 5 SP:Iteration 62Q (21332.000000 sec): 3 clusters Score: Raw -1015340.609321 + Penalty 4352.749128 = -1010987.860194 nChanged 1 SP:Iteration 63Q (21332.190000 sec): 3 clusters Score: Raw -1015341.286603 + Penalty 4352.749128 = -1010988.537475 nChanged 3 SP:Iteration 64Q (21332.360000 sec): 3 clusters Score: Raw -1015341.935662 + Penalty 4352.749128 = -1010989.186534 nChanged 1 SP:Iteration 65Q (21332.590000 sec): 3 clusters Score: Raw -1015342.107709 + Penalty 4352.749128 = -1010989.358581 nChanged 1 SP:Iteration 66Q (21332.780000 sec): 3 clusters Score: Raw -1015342.638172 + Penalty 4352.749128 = -1010989.889044 nChanged 0 SP:Iteration 67F (21333.030000 sec): 3 clusters Score: Raw -1015342.638172 + Penalty 4352.749128 = -1010989.889044 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 42 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21333.140000 sec): 2 clusters Score: Raw -38337.574323 + Penalty 1400.070831 = -36937.503492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21333.280000 sec): 3 clusters Score: Raw -38526.877182 + Penalty 2800.141661 = -35726.735520 nChanged 29 SP:Iteration 1F (21333.460000 sec): 3 clusters Score: Raw -38790.449287 + Penalty 2800.141661 = -35990.307626 nChanged 11 SP:Iteration 2Q (21333.630000 sec): 3 clusters Score: Raw -38865.103992 + Penalty 2800.141661 = -36064.962331 nChanged 9 SP:Iteration 3Q (21333.830000 sec): 3 clusters Score: Raw -38922.748048 + Penalty 2800.141661 = -36122.606387 nChanged 6 SP:Iteration 4Q (21333.990000 sec): 3 clusters Score: Raw -38965.599440 + Penalty 2800.141661 = -36165.457779 nChanged 2 SP:Iteration 5Q (21334.190000 sec): 3 clusters Score: Raw -38972.562468 + Penalty 2800.141661 = -36172.420807 nChanged 1 SP:Iteration 6Q (21334.350000 sec): 3 clusters Score: Raw -38975.549319 + Penalty 2800.141661 = -36175.407658 nChanged 0 SP:Iteration 7F (21334.520000 sec): 3 clusters Score: Raw -38975.549319 + Penalty 2800.141661 = -36175.407658 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 43 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21334.620000 sec): 2 clusters Score: Raw -28583.476402 + Penalty 1320.106475 = -27263.369927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21334.770000 sec): 3 clusters Score: Raw -28753.314761 + Penalty 2640.212950 = -26113.101811 nChanged 14 SP:Iteration 1F (21334.950000 sec): 3 clusters Score: Raw -28830.431820 + Penalty 2640.212950 = -26190.218871 nChanged 4 SP:Iteration 2Q (21335.130000 sec): 3 clusters Score: Raw -28857.061371 + Penalty 2640.212950 = -26216.848422 nChanged 1 SP:Iteration 3Q (21335.310000 sec): 3 clusters Score: Raw -28862.707247 + Penalty 2640.212950 = -26222.494297 nChanged 2 SP:Iteration 4Q (21335.460000 sec): 3 clusters Score: Raw -28871.262894 + Penalty 2640.212950 = -26231.049945 nChanged 1 SP:Iteration 5Q (21335.630000 sec): 3 clusters Score: Raw -28876.320723 + Penalty 2640.212950 = -26236.107773 nChanged 0 SP:Iteration 6F (21335.820000 sec): 3 clusters Score: Raw -28876.320723 + Penalty 2640.212950 = -26236.107773 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 44 (975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21335.910000 sec): 2 clusters Score: Raw -142065.312136 + Penalty 1706.844493 = -140358.467643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21336.120000 sec): 3 clusters Score: Raw -141859.489864 + Penalty 3413.688986 = -138445.800878 nChanged 265 SP:Iteration 1F (21336.300000 sec): 3 clusters Score: Raw -142267.659968 + Penalty 3413.688986 = -138853.970982 nChanged 85 SP:Iteration 2F (21336.470000 sec): 3 clusters Score: Raw -142480.287791 + Penalty 3413.688986 = -139066.598805 nChanged 69 SP:Iteration 3F (21336.660000 sec): 3 clusters Score: Raw -142681.391548 + Penalty 3413.688986 = -139267.702562 nChanged 66 SP:Iteration 4F (21336.840000 sec): 3 clusters Score: Raw -142898.922070 + Penalty 3413.688986 = -139485.233085 nChanged 62 SP:Iteration 5F (21337.010000 sec): 3 clusters Score: Raw -143107.177900 + Penalty 3413.688986 = -139693.488914 nChanged 49 SP:Iteration 6F (21337.170000 sec): 3 clusters Score: Raw -143252.736020 + Penalty 3413.688986 = -139839.047034 nChanged 30 SP:Iteration 7Q (21337.330000 sec): 3 clusters Score: Raw -143361.701933 + Penalty 3413.688986 = -139948.012948 nChanged 28 SP:Iteration 8Q (21337.510000 sec): 3 clusters Score: Raw -143466.824380 + Penalty 3413.688986 = -140053.135394 nChanged 13 SP:Iteration 9Q (21337.710000 sec): 3 clusters Score: Raw -143506.543152 + Penalty 3413.688986 = -140092.854166 nChanged 7 SP:Iteration 10Q (21337.930000 sec): 3 clusters Score: Raw -143558.406115 + Penalty 3413.688986 = -140144.717129 nChanged 7 SP:Iteration 11Q (21338.120000 sec): 3 clusters Score: Raw -143608.694587 + Penalty 3413.688986 = -140195.005601 nChanged 6 SP:Iteration 12Q (21338.270000 sec): 3 clusters Score: Raw -143636.461169 + Penalty 3413.688986 = -140222.772183 nChanged 3 SP:Iteration 13Q (21338.450000 sec): 3 clusters Score: Raw -143648.882030 + Penalty 3413.688986 = -140235.193044 nChanged 1 SP:Iteration 14Q (21338.650000 sec): 3 clusters Score: Raw -143652.552663 + Penalty 3413.688986 = -140238.863678 nChanged 0 SP:Iteration 15F (21338.840000 sec): 3 clusters Score: Raw -143652.552663 + Penalty 3413.688986 = -140238.863678 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 45 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21338.890000 sec): 2 clusters Score: Raw -44926.939084 + Penalty 1392.959232 = -43533.979852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21339.090000 sec): 3 clusters Score: Raw -45095.205639 + Penalty 2785.918464 = -42309.287174 nChanged 31 SP:Iteration 1F (21339.280000 sec): 3 clusters Score: Raw -45208.309290 + Penalty 2785.918464 = -42422.390825 nChanged 7 SP:Iteration 2Q (21339.430000 sec): 3 clusters Score: Raw -45243.488368 + Penalty 2785.918464 = -42457.569903 nChanged 4 SP:Iteration 3Q (21339.590000 sec): 3 clusters Score: Raw -45303.816666 + Penalty 2785.918464 = -42517.898201 nChanged 5 SP:Iteration 4Q (21339.810000 sec): 3 clusters Score: Raw -45390.339696 + Penalty 2785.918464 = -42604.421232 nChanged 2 SP:Iteration 5Q (21340.010000 sec): 3 clusters Score: Raw -45403.211692 + Penalty 2785.918464 = -42617.293228 nChanged 2 SP:Iteration 6Q (21340.220000 sec): 3 clusters Score: Raw -45427.143731 + Penalty 2785.918464 = -42641.225266 nChanged 0 SP:Iteration 7F (21340.370000 sec): 3 clusters Score: Raw -45427.613712 + Penalty 2785.918464 = -42641.695248 nChanged 1 SP:Iteration 8Q (21340.580000 sec): 3 clusters Score: Raw -45436.014508 + Penalty 2785.918464 = -42650.096043 nChanged 1 SP:Iteration 9Q (21340.740000 sec): 3 clusters Score: Raw -45446.226699 + Penalty 2785.918464 = -42660.308234 nChanged 3 SP:Iteration 10Q (21340.930000 sec): 3 clusters Score: Raw -45478.646739 + Penalty 2785.918464 = -42692.728275 nChanged 4 SP:Iteration 11Q (21341.110000 sec): 3 clusters Score: Raw -45525.329536 + Penalty 2785.918464 = -42739.411072 nChanged 3 SP:Iteration 12Q (21341.260000 sec): 3 clusters Score: Raw -45546.050169 + Penalty 2785.918464 = -42760.131705 nChanged 2 SP:Iteration 13Q (21341.460000 sec): 3 clusters Score: Raw -45564.451421 + Penalty 2785.918464 = -42778.532957 nChanged 1 SP:Iteration 14Q (21341.620000 sec): 3 clusters Score: Raw -45568.174177 + Penalty 2785.918464 = -42782.255712 nChanged 0 SP:Iteration 15F (21341.770000 sec): 3 clusters Score: Raw -45568.174177 + Penalty 2785.918464 = -42782.255712 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 46 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21341.850000 sec): 2 clusters Score: Raw -28273.193253 + Penalty 1297.314937 = -26975.878316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21342.010000 sec): 3 clusters Score: Raw -28480.950434 + Penalty 2594.629874 = -25886.320560 nChanged 17 SP:Iteration 1F (21342.170000 sec): 3 clusters Score: Raw -28582.182385 + Penalty 2594.629874 = -25987.552511 nChanged 4 SP:Iteration 2Q (21342.320000 sec): 3 clusters Score: Raw -28596.643958 + Penalty 2594.629874 = -26002.014084 nChanged 0 SP:Iteration 3F (21342.460000 sec): 3 clusters Score: Raw -28596.643958 + Penalty 2594.629874 = -26002.014084 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 47 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21342.560000 sec): 2 clusters Score: Raw -389700.590173 + Penalty 1937.770705 = -387762.819468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21342.770000 sec): 3 clusters Score: Raw -388695.875221 + Penalty 3875.541410 = -384820.333810 nChanged 815 SP:Iteration 1F (21342.950000 sec): 3 clusters Score: Raw -389290.781992 + Penalty 3875.541410 = -385415.240582 nChanged 208 SP:Iteration 2F (21343.130000 sec): 3 clusters Score: Raw -389476.974502 + Penalty 3875.541410 = -385601.433092 nChanged 129 SP:Iteration 3F (21343.310000 sec): 3 clusters Score: Raw -389607.132986 + Penalty 3875.541410 = -385731.591576 nChanged 98 SP:Iteration 4Q (21343.570000 sec): 3 clusters Score: Raw -389694.612287 + Penalty 3875.541410 = -385819.070877 nChanged 56 SP:Iteration 5Q (21343.730000 sec): 3 clusters Score: Raw -389749.186467 + Penalty 3875.541410 = -385873.645057 nChanged 69 SP:Iteration 6Q (21343.950000 sec): 3 clusters Score: Raw -389807.462163 + Penalty 3875.541410 = -385931.920753 nChanged 62 SP:Iteration 7Q (21344.090000 sec): 3 clusters Score: Raw -389863.229694 + Penalty 3875.541410 = -385987.688284 nChanged 60 SP:Iteration 8Q (21344.250000 sec): 3 clusters Score: Raw -389915.805925 + Penalty 3875.541410 = -386040.264515 nChanged 61 SP:Iteration 9Q (21344.430000 sec): 3 clusters Score: Raw -389962.630040 + Penalty 3875.541410 = -386087.088629 nChanged 50 SP:Iteration 10Q (21344.620000 sec): 3 clusters Score: Raw -389999.090479 + Penalty 3875.541410 = -386123.549069 nChanged 49 SP:Iteration 11Q (21344.830000 sec): 3 clusters Score: Raw -390034.371231 + Penalty 3875.541410 = -386158.829820 nChanged 44 SP:Iteration 12Q (21345.060000 sec): 3 clusters Score: Raw -390069.105576 + Penalty 3875.541410 = -386193.564166 nChanged 31 SP:Iteration 13Q (21345.290000 sec): 3 clusters Score: Raw -390088.656610 + Penalty 3875.541410 = -386213.115199 nChanged 24 SP:Iteration 14Q (21345.460000 sec): 3 clusters Score: Raw -390106.913027 + Penalty 3875.541410 = -386231.371616 nChanged 22 SP:Iteration 15Q (21345.640000 sec): 3 clusters Score: Raw -390119.983424 + Penalty 3875.541410 = -386244.442014 nChanged 14 SP:Iteration 16Q (21345.820000 sec): 3 clusters Score: Raw -390129.308689 + Penalty 3875.541410 = -386253.767279 nChanged 12 SP:Iteration 17Q (21346.000000 sec): 3 clusters Score: Raw -390137.656883 + Penalty 3875.541410 = -386262.115473 nChanged 14 SP:Iteration 18Q (21346.240000 sec): 3 clusters Score: Raw -390148.520337 + Penalty 3875.541410 = -386272.978927 nChanged 18 SP:Iteration 19Q (21346.440000 sec): 3 clusters Score: Raw -390159.952712 + Penalty 3875.541410 = -386284.411302 nChanged 15 SP:Iteration 20F (21346.570000 sec): 3 clusters Score: Raw -390168.083100 + Penalty 3875.541410 = -386292.541690 nChanged 15 SP:Iteration 21Q (21346.740000 sec): 3 clusters Score: Raw -390176.610276 + Penalty 3875.541410 = -386301.068866 nChanged 15 SP:Iteration 22Q (21346.990000 sec): 3 clusters Score: Raw -390183.812739 + Penalty 3875.541410 = -386308.271328 nChanged 8 SP:Iteration 23Q (21347.180000 sec): 3 clusters Score: Raw -390188.336881 + Penalty 3875.541410 = -386312.795470 nChanged 7 SP:Iteration 24Q (21347.350000 sec): 3 clusters Score: Raw -390193.069205 + Penalty 3875.541410 = -386317.527795 nChanged 7 SP:Iteration 25Q (21347.570000 sec): 3 clusters Score: Raw -390196.464131 + Penalty 3875.541410 = -386320.922721 nChanged 9 SP:Iteration 26Q (21347.750000 sec): 3 clusters Score: Raw -390201.565753 + Penalty 3875.541410 = -386326.024343 nChanged 6 SP:Iteration 27Q (21347.950000 sec): 3 clusters Score: Raw -390206.043259 + Penalty 3875.541410 = -386330.501849 nChanged 9 SP:Iteration 28Q (21348.100000 sec): 3 clusters Score: Raw -390209.979073 + Penalty 3875.541410 = -386334.437663 nChanged 7 SP:Iteration 29Q (21348.300000 sec): 3 clusters Score: Raw -390213.337894 + Penalty 3875.541410 = -386337.796484 nChanged 8 SP:Iteration 30Q (21348.460000 sec): 3 clusters Score: Raw -390219.701823 + Penalty 3875.541410 = -386344.160413 nChanged 7 SP:Iteration 31Q (21348.670000 sec): 3 clusters Score: Raw -390222.977349 + Penalty 3875.541410 = -386347.435939 nChanged 3 SP:Iteration 32Q (21348.830000 sec): 3 clusters Score: Raw -390224.807003 + Penalty 3875.541410 = -386349.265593 nChanged 4 SP:Iteration 33Q (21349.040000 sec): 3 clusters Score: Raw -390227.410843 + Penalty 3875.541410 = -386351.869432 nChanged 3 SP:Iteration 34Q (21349.210000 sec): 3 clusters Score: Raw -390229.084970 + Penalty 3875.541410 = -386353.543560 nChanged 3 SP:Iteration 35Q (21349.420000 sec): 3 clusters Score: Raw -390230.705005 + Penalty 3875.541410 = -386355.163595 nChanged 5 SP:Iteration 36Q (21349.580000 sec): 3 clusters Score: Raw -390232.502273 + Penalty 3875.541410 = -386356.960863 nChanged 2 SP:Iteration 37Q (21349.770000 sec): 3 clusters Score: Raw -390233.818284 + Penalty 3875.541410 = -386358.276874 nChanged 1 SP:Iteration 38Q (21349.950000 sec): 3 clusters Score: Raw -390234.077644 + Penalty 3875.541410 = -386358.536234 nChanged 0 SP:Iteration 39F (21350.140000 sec): 3 clusters Score: Raw -390234.077644 + Penalty 3875.541410 = -386358.536234 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 48 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21350.250000 sec): 2 clusters Score: Raw -14919.411482 + Penalty 1197.421807 = -13721.989676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21350.390000 sec): 3 clusters Score: Raw -15276.115216 + Penalty 2394.843614 = -12881.271602 nChanged 5 SP:Iteration 1Q (21350.590000 sec): 3 clusters Score: Raw -15302.396870 + Penalty 2394.843614 = -12907.553256 nChanged 0 SP:Iteration 2F (21350.790000 sec): 3 clusters Score: Raw -15302.396870 + Penalty 2394.843614 = -12907.553256 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 49 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21350.860000 sec): 2 clusters Score: Raw -22061.241217 + Penalty 1264.766874 = -20796.474343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21351.040000 sec): 3 clusters Score: Raw -22338.953855 + Penalty 2529.533748 = -19809.420106 nChanged 7 SP:Iteration 1Q (21351.270000 sec): 3 clusters Score: Raw -22388.148252 + Penalty 2529.533748 = -19858.614504 nChanged 2 SP:Iteration 2Q (21351.490000 sec): 3 clusters Score: Raw -22398.844682 + Penalty 2529.533748 = -19869.310933 nChanged 1 SP:Iteration 3Q (21351.680000 sec): 3 clusters Score: Raw -22408.891781 + Penalty 2529.533748 = -19879.358032 nChanged 0 SP:Iteration 4F (21351.920000 sec): 3 clusters Score: Raw -22408.891781 + Penalty 2529.533748 = -19879.358032 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 50 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21352.010000 sec): 2 clusters Score: Raw -39630.736500 + Penalty 1383.772997 = -38246.963503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21352.200000 sec): 3 clusters Score: Raw -39865.218769 + Penalty 2767.545994 = -37097.672775 nChanged 28 SP:Iteration 1F (21352.420000 sec): 3 clusters Score: Raw -39982.533811 + Penalty 2767.545994 = -37214.987817 nChanged 10 SP:Iteration 2Q (21352.570000 sec): 3 clusters Score: Raw -40061.882654 + Penalty 2767.545994 = -37294.336660 nChanged 11 SP:Iteration 3Q (21352.790000 sec): 3 clusters Score: Raw -40105.130646 + Penalty 2767.545994 = -37337.584652 nChanged 4 SP:Iteration 4Q (21352.950000 sec): 3 clusters Score: Raw -40125.745645 + Penalty 2767.545994 = -37358.199652 nChanged 2 SP:Iteration 5Q (21353.180000 sec): 3 clusters Score: Raw -40136.950367 + Penalty 2767.545994 = -37369.404373 nChanged 0 SP:Iteration 6F (21353.380000 sec): 3 clusters Score: Raw -40136.950367 + Penalty 2767.545994 = -37369.404373 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 51 (385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21353.490000 sec): 2 clusters Score: Raw -55629.629887 + Penalty 1476.404347 = -54153.225540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21353.660000 sec): 3 clusters Score: Raw -55764.229494 + Penalty 2952.808694 = -52811.420800 nChanged 46 SP:Iteration 1F (21353.830000 sec): 3 clusters Score: Raw -55844.268583 + Penalty 2952.808694 = -52891.459889 nChanged 6 SP:Iteration 2Q (21354.020000 sec): 3 clusters Score: Raw -55860.560624 + Penalty 2952.808694 = -52907.751930 nChanged 1 SP:Iteration 3Q (21354.240000 sec): 3 clusters Score: Raw -55866.301611 + Penalty 2952.808694 = -52913.492917 nChanged 3 SP:Iteration 4Q (21354.440000 sec): 3 clusters Score: Raw -55869.082328 + Penalty 2952.808694 = -52916.273634 nChanged 1 SP:Iteration 5Q (21354.650000 sec): 3 clusters Score: Raw -55870.347086 + Penalty 2952.808694 = -52917.538392 nChanged 2 SP:Iteration 6Q (21354.830000 sec): 3 clusters Score: Raw -55875.711649 + Penalty 2952.808694 = -52922.902955 nChanged 3 SP:Iteration 7Q (21354.980000 sec): 3 clusters Score: Raw -55880.392470 + Penalty 2952.808694 = -52927.583776 nChanged 1 SP:Iteration 8Q (21355.150000 sec): 3 clusters Score: Raw -55881.302690 + Penalty 2952.808694 = -52928.493996 nChanged 2 SP:Iteration 9Q (21355.330000 sec): 3 clusters Score: Raw -55886.701557 + Penalty 2952.808694 = -52933.892864 nChanged 2 SP:Iteration 10Q (21355.530000 sec): 3 clusters Score: Raw -55888.653519 + Penalty 2952.808694 = -52935.844825 nChanged 1 SP:Iteration 11Q (21355.730000 sec): 3 clusters Score: Raw -55889.298819 + Penalty 2952.808694 = -52936.490125 nChanged 0 SP:Iteration 12F (21355.940000 sec): 3 clusters Score: Raw -55889.298819 + Penalty 2952.808694 = -52936.490125 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 52 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21356.010000 sec): 2 clusters Score: Raw -38571.300565 + Penalty 1372.280593 = -37199.019972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21356.180000 sec): 3 clusters Score: Raw -38729.237085 + Penalty 2744.561186 = -35984.675899 nChanged 24 SP:Iteration 1F (21356.350000 sec): 3 clusters Score: Raw -38820.162984 + Penalty 2744.561186 = -36075.601798 nChanged 6 SP:Iteration 2Q (21356.570000 sec): 3 clusters Score: Raw -38854.162051 + Penalty 2744.561186 = -36109.600864 nChanged 2 SP:Iteration 3Q (21356.770000 sec): 3 clusters Score: Raw -38859.333480 + Penalty 2744.561186 = -36114.772293 nChanged 0 SP:Iteration 4F (21356.890000 sec): 3 clusters Score: Raw -38859.333480 + Penalty 2744.561186 = -36114.772293 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 53 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21356.970000 sec): 2 clusters Score: Raw -42725.078594 + Penalty 1391.149005 = -41333.929588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21357.140000 sec): 3 clusters Score: Raw -42907.704579 + Penalty 2782.298010 = -40125.406569 nChanged 35 SP:Iteration 1F (21357.310000 sec): 3 clusters Score: Raw -43035.834012 + Penalty 2782.298010 = -40253.536001 nChanged 11 SP:Iteration 2Q (21357.490000 sec): 3 clusters Score: Raw -43091.968774 + Penalty 2782.298010 = -40309.670763 nChanged 3 SP:Iteration 3Q (21357.660000 sec): 3 clusters Score: Raw -43098.639836 + Penalty 2782.298010 = -40316.341825 nChanged 0 SP:Iteration 4F (21357.840000 sec): 3 clusters Score: Raw -43098.639836 + Penalty 2782.298010 = -40316.341825 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 54 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21357.930000 sec): 2 clusters Score: Raw -10255.559522 + Penalty 1060.613198 = -9194.946324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21358.110000 sec): 3 clusters Score: Raw -10766.274248 + Penalty 2121.226395 = -8645.047852 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 55 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21358.200000 sec): 2 clusters Score: Raw -66250.434596 + Penalty 1523.225277 = -64727.209319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21358.370000 sec): 3 clusters Score: Raw -66283.319696 + Penalty 3046.450553 = -63236.869143 nChanged 87 SP:Iteration 1F (21358.530000 sec): 3 clusters Score: Raw -66518.521772 + Penalty 3046.450553 = -63472.071219 nChanged 25 SP:Iteration 2F (21358.710000 sec): 3 clusters Score: Raw -66597.177036 + Penalty 3046.450553 = -63550.726483 nChanged 15 SP:Iteration 3Q (21358.890000 sec): 3 clusters Score: Raw -66629.112400 + Penalty 3046.450553 = -63582.661847 nChanged 11 SP:Iteration 4Q (21359.100000 sec): 3 clusters Score: Raw -66683.733027 + Penalty 3046.450553 = -63637.282474 nChanged 5 SP:Iteration 5Q (21359.260000 sec): 3 clusters Score: Raw -66697.123126 + Penalty 3046.450553 = -63650.672572 nChanged 2 SP:Iteration 6Q (21359.480000 sec): 3 clusters Score: Raw -66703.174332 + Penalty 3046.450553 = -63656.723778 nChanged 1 SP:Iteration 7Q (21359.610000 sec): 3 clusters Score: Raw -66705.885584 + Penalty 3046.450553 = -63659.435031 nChanged 0 SP:Iteration 8F (21359.810000 sec): 3 clusters Score: Raw -66705.885584 + Penalty 3046.450553 = -63659.435031 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 56 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21359.920000 sec): 2 clusters Score: Raw -24358.507795 + Penalty 1276.578630 = -23081.929165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21360.100000 sec): 3 clusters Score: Raw -24584.882030 + Penalty 2553.157260 = -22031.724770 nChanged 11 SP:Iteration 1F (21360.250000 sec): 3 clusters Score: Raw -24657.802829 + Penalty 2553.157260 = -22104.645569 nChanged 1 SP:Iteration 2Q (21360.470000 sec): 3 clusters Score: Raw -24665.933603 + Penalty 2553.157260 = -22112.776343 nChanged 0 SP:Iteration 3F (21360.630000 sec): 3 clusters Score: Raw -24665.933603 + Penalty 2553.157260 = -22112.776343 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 57 (144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21360.690000 sec): 2 clusters Score: Raw -23439.327233 + Penalty 1232.513698 = -22206.813534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21360.910000 sec): 3 clusters Score: Raw -23860.627643 + Penalty 2465.027397 = -21395.600247 nChanged 9 SP:Iteration 1F (21361.100000 sec): 3 clusters Score: Raw -23918.287451 + Penalty 2465.027397 = -21453.260055 nChanged 1 SP:Iteration 2Q (21361.250000 sec): 3 clusters Score: Raw -23923.058509 + Penalty 2465.027397 = -21458.031112 nChanged 0 SP:Iteration 3F (21361.420000 sec): 3 clusters Score: Raw -23923.058509 + Penalty 2465.027397 = -21458.031112 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 58 (136992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21362.230000 sec): 2 clusters Score: Raw -21819864.638242 + Penalty 2933.264097 = -21816931.374146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21363.230000 sec): 3 clusters Score: Raw -21730939.488656 + Penalty 5866.528193 = -21725072.960463 nChanged 65683 SP:Iteration 1F (21364.190000 sec): 3 clusters Score: Raw -21769056.419213 + Penalty 5866.528193 = -21763189.891020 nChanged 4843 SP:Iteration 2Q (21365.170000 sec): 3 clusters Score: Raw -21770439.203053 + Penalty 5866.528193 = -21764572.674860 nChanged 5984 SP:Iteration 3Q (21366.110000 sec): 3 clusters Score: Raw -21772694.376624 + Penalty 5866.528193 = -21766827.848431 nChanged 7685 SP:Iteration 4F (21367.020000 sec): 3 clusters Score: Raw -21776623.295621 + Penalty 5866.528193 = -21770756.767428 nChanged 10033 SP:Iteration 5F (21367.890000 sec): 3 clusters Score: Raw -21783433.052889 + Penalty 5866.528193 = -21777566.524696 nChanged 11807 SP:Iteration 6F (21368.790000 sec): 3 clusters Score: Raw -21793343.191144 + Penalty 5866.528193 = -21787476.662950 nChanged 11438 SP:Iteration 7F (21369.750000 sec): 3 clusters Score: Raw -21804036.420751 + Penalty 5866.528193 = -21798169.892558 nChanged 8462 SP:Iteration 8F (21370.700000 sec): 3 clusters Score: Raw -21812135.013776 + Penalty 5866.528193 = -21806268.485583 nChanged 4936 SP:Iteration 9Q (21371.610000 sec): 3 clusters Score: Raw -21816714.167598 + Penalty 5866.528193 = -21810847.639405 nChanged 2254 SP:Iteration 10Q (21372.470000 sec): 3 clusters Score: Raw -21818725.821585 + Penalty 5866.528193 = -21812859.293392 nChanged 899 SP:Iteration 11Q (21373.300000 sec): 3 clusters Score: Raw -21819556.692248 + Penalty 5866.528193 = -21813690.164054 nChanged 339 SP:Iteration 12Q (21374.060000 sec): 3 clusters Score: Raw -21819911.820873 + Penalty 5866.528193 = -21814045.292679 nChanged 138 SP:Iteration 13Q (21374.910000 sec): 3 clusters Score: Raw -21820064.465772 + Penalty 5866.528193 = -21814197.937578 nChanged 68 SP:Iteration 14Q (21375.790000 sec): 3 clusters Score: Raw -21820135.686014 + Penalty 5866.528193 = -21814269.157821 nChanged 35 SP:Iteration 15Q (21376.650000 sec): 3 clusters Score: Raw -21820167.504484 + Penalty 5866.528193 = -21814300.976291 nChanged 25 SP:Iteration 16Q (21377.510000 sec): 3 clusters Score: Raw -21820198.041821 + Penalty 5866.528193 = -21814331.513628 nChanged 17 SP:Iteration 17Q (21378.330000 sec): 3 clusters Score: Raw -21820218.086034 + Penalty 5866.528193 = -21814351.557841 nChanged 14 SP:Iteration 18Q (21379.140000 sec): 3 clusters Score: Raw -21820230.244037 + Penalty 5866.528193 = -21814363.715844 nChanged 5 SP:Iteration 19Q (21379.930000 sec): 3 clusters Score: Raw -21820234.806605 + Penalty 5866.528193 = -21814368.278411 nChanged 4 SP:Iteration 20F (21380.810000 sec): 3 clusters Score: Raw -21820239.348090 + Penalty 5866.528193 = -21814372.819897 nChanged 3 SP:Iteration 21Q (21381.530000 sec): 3 clusters Score: Raw -21820241.944249 + Penalty 5866.528193 = -21814375.416056 nChanged 0 SP:Iteration 22F (21382.410000 sec): 3 clusters Score: Raw -21820241.944249 + Penalty 5866.528193 = -21814375.416056 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 59 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21382.550000 sec): 2 clusters Score: Raw -24296.512695 + Penalty 1244.285400 = -23052.227296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21382.710000 sec): 3 clusters Score: Raw -24784.226471 + Penalty 2488.570799 = -22295.655672 nChanged 11 SP:Iteration 1F (21382.940000 sec): 3 clusters Score: Raw -24878.447652 + Penalty 2488.570799 = -22389.876852 nChanged 4 SP:Iteration 2Q (21383.140000 sec): 3 clusters Score: Raw -24917.859008 + Penalty 2488.570799 = -22429.288209 nChanged 1 SP:Iteration 3Q (21383.310000 sec): 3 clusters Score: Raw -24926.612958 + Penalty 2488.570799 = -22438.042159 nChanged 0 SP:Iteration 4F (21383.510000 sec): 3 clusters Score: Raw -24926.612958 + Penalty 2488.570799 = -22438.042159 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 60 (8350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21383.610000 sec): 2 clusters Score: Raw -1323750.580900 + Penalty 2239.444171 = -1321511.136729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21383.850000 sec): 3 clusters Score: Raw -1319390.315105 + Penalty 4478.888342 = -1314911.426764 nChanged 3397 SP:Iteration 1F (21384.060000 sec): 3 clusters Score: Raw -1321201.803023 + Penalty 4478.888342 = -1316722.914682 nChanged 570 SP:Iteration 2F (21384.270000 sec): 3 clusters Score: Raw -1321495.855454 + Penalty 4478.888342 = -1317016.967113 nChanged 432 SP:Iteration 3F (21384.500000 sec): 3 clusters Score: Raw -1321701.947676 + Penalty 4478.888342 = -1317223.059334 nChanged 364 SP:Iteration 4Q (21384.730000 sec): 3 clusters Score: Raw -1321870.654676 + Penalty 4478.888342 = -1317391.766335 nChanged 309 SP:Iteration 5Q (21384.970000 sec): 3 clusters Score: Raw -1322013.379718 + Penalty 4478.888342 = -1317534.491376 nChanged 287 SP:Iteration 6Q (21385.190000 sec): 3 clusters Score: Raw -1322148.794178 + Penalty 4478.888342 = -1317669.905836 nChanged 266 SP:Iteration 7Q (21385.380000 sec): 3 clusters Score: Raw -1322281.265684 + Penalty 4478.888342 = -1317802.377342 nChanged 280 SP:Iteration 8Q (21385.620000 sec): 3 clusters Score: Raw -1322424.472192 + Penalty 4478.888342 = -1317945.583850 nChanged 259 SP:Iteration 9Q (21385.850000 sec): 3 clusters Score: Raw -1322555.799420 + Penalty 4478.888342 = -1318076.911078 nChanged 263 SP:Iteration 10Q (21386.090000 sec): 3 clusters Score: Raw -1322698.919395 + Penalty 4478.888342 = -1318220.031054 nChanged 276 SP:Iteration 11Q (21386.290000 sec): 3 clusters Score: Raw -1322841.411577 + Penalty 4478.888342 = -1318362.523236 nChanged 257 SP:Iteration 12Q (21386.480000 sec): 3 clusters Score: Raw -1322977.025909 + Penalty 4478.888342 = -1318498.137568 nChanged 223 SP:Iteration 13Q (21386.710000 sec): 3 clusters Score: Raw -1323093.215277 + Penalty 4478.888342 = -1318614.326935 nChanged 211 SP:Iteration 14Q (21386.950000 sec): 3 clusters Score: Raw -1323200.522390 + Penalty 4478.888342 = -1318721.634049 nChanged 184 SP:Iteration 15Q (21387.230000 sec): 3 clusters Score: Raw -1323299.932647 + Penalty 4478.888342 = -1318821.044306 nChanged 174 SP:Iteration 16Q (21387.450000 sec): 3 clusters Score: Raw -1323399.019182 + Penalty 4478.888342 = -1318920.130840 nChanged 175 SP:Iteration 17Q (21387.660000 sec): 3 clusters Score: Raw -1323501.783704 + Penalty 4478.888342 = -1319022.895362 nChanged 147 SP:Iteration 18Q (21387.880000 sec): 3 clusters Score: Raw -1323583.857056 + Penalty 4478.888342 = -1319104.968714 nChanged 134 SP:Iteration 19Q (21388.090000 sec): 3 clusters Score: Raw -1323666.725501 + Penalty 4478.888342 = -1319187.837159 nChanged 127 SP:Iteration 20F (21388.320000 sec): 3 clusters Score: Raw -1323751.357373 + Penalty 4478.888342 = -1319272.469032 nChanged 116 SP:Iteration 21Q (21388.550000 sec): 3 clusters Score: Raw -1323816.268182 + Penalty 4478.888342 = -1319337.379840 nChanged 73 SP:Iteration 22Q (21388.840000 sec): 3 clusters Score: Raw -1323856.936954 + Penalty 4478.888342 = -1319378.048612 nChanged 73 SP:Iteration 23Q (21389.050000 sec): 3 clusters Score: Raw -1323897.524402 + Penalty 4478.888342 = -1319418.636060 nChanged 61 SP:Iteration 24Q (21389.250000 sec): 3 clusters Score: Raw -1323932.456015 + Penalty 4478.888342 = -1319453.567674 nChanged 55 SP:Iteration 25Q (21389.450000 sec): 3 clusters Score: Raw -1323961.227307 + Penalty 4478.888342 = -1319482.338966 nChanged 31 SP:Iteration 26Q (21389.690000 sec): 3 clusters Score: Raw -1323978.835176 + Penalty 4478.888342 = -1319499.946835 nChanged 31 SP:Iteration 27Q (21389.920000 sec): 3 clusters Score: Raw -1323995.548233 + Penalty 4478.888342 = -1319516.659892 nChanged 26 SP:Iteration 28Q (21390.190000 sec): 3 clusters Score: Raw -1324010.274082 + Penalty 4478.888342 = -1319531.385740 nChanged 33 SP:Iteration 29Q (21390.400000 sec): 3 clusters Score: Raw -1324028.387811 + Penalty 4478.888342 = -1319549.499469 nChanged 23 SP:Iteration 30Q (21390.640000 sec): 3 clusters Score: Raw -1324040.209352 + Penalty 4478.888342 = -1319561.321010 nChanged 17 SP:Iteration 31Q (21390.900000 sec): 3 clusters Score: Raw -1324046.930805 + Penalty 4478.888342 = -1319568.042463 nChanged 12 SP:Iteration 32Q (21391.090000 sec): 3 clusters Score: Raw -1324052.911037 + Penalty 4478.888342 = -1319574.022695 nChanged 8 SP:Iteration 33Q (21391.340000 sec): 3 clusters Score: Raw -1324057.573498 + Penalty 4478.888342 = -1319578.685156 nChanged 8 SP:Iteration 34Q (21391.530000 sec): 3 clusters Score: Raw -1324060.397394 + Penalty 4478.888342 = -1319581.509052 nChanged 6 SP:Iteration 35Q (21391.760000 sec): 3 clusters Score: Raw -1324064.224958 + Penalty 4478.888342 = -1319585.336617 nChanged 4 SP:Iteration 36Q (21392.030000 sec): 3 clusters Score: Raw -1324066.375753 + Penalty 4478.888342 = -1319587.487411 nChanged 6 SP:Iteration 37Q (21392.270000 sec): 3 clusters Score: Raw -1324069.702970 + Penalty 4478.888342 = -1319590.814628 nChanged 4 SP:Iteration 38Q (21392.500000 sec): 3 clusters Score: Raw -1324071.685011 + Penalty 4478.888342 = -1319592.796670 nChanged 6 SP:Iteration 39Q (21392.780000 sec): 3 clusters Score: Raw -1324075.978438 + Penalty 4478.888342 = -1319597.090097 nChanged 8 SP:Iteration 40F (21393.010000 sec): 3 clusters Score: Raw -1324080.787693 + Penalty 4478.888342 = -1319601.899351 nChanged 4 SP:Iteration 41Q (21393.300000 sec): 3 clusters Score: Raw -1324083.150292 + Penalty 4478.888342 = -1319604.261950 nChanged 3 SP:Iteration 42Q (21393.550000 sec): 3 clusters Score: Raw -1324084.983011 + Penalty 4478.888342 = -1319606.094670 nChanged 2 SP:Iteration 43Q (21393.830000 sec): 3 clusters Score: Raw -1324085.656684 + Penalty 4478.888342 = -1319606.768342 nChanged 1 SP:Iteration 44Q (21394.080000 sec): 3 clusters Score: Raw -1324085.912551 + Penalty 4478.888342 = -1319607.024209 nChanged 2 SP:Iteration 45Q (21394.280000 sec): 3 clusters Score: Raw -1324086.749233 + Penalty 4478.888342 = -1319607.860891 nChanged 2 SP:Iteration 46Q (21394.540000 sec): 3 clusters Score: Raw -1324087.717137 + Penalty 4478.888342 = -1319608.828796 nChanged 0 SP:Iteration 47F (21394.810000 sec): 3 clusters Score: Raw -1324087.717137 + Penalty 4478.888342 = -1319608.828796 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 61 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21394.910000 sec): 2 clusters Score: Raw -45146.928785 + Penalty 1425.058391 = -43721.870394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21395.120000 sec): 3 clusters Score: Raw -45221.415726 + Penalty 2850.116783 = -42371.298944 nChanged 47 SP:Iteration 1F (21395.300000 sec): 3 clusters Score: Raw -45342.646298 + Penalty 2850.116783 = -42492.529515 nChanged 9 SP:Iteration 2Q (21395.480000 sec): 3 clusters Score: Raw -45370.020575 + Penalty 2850.116783 = -42519.903792 nChanged 3 SP:Iteration 3Q (21395.680000 sec): 3 clusters Score: Raw -45378.538014 + Penalty 2850.116783 = -42528.421231 nChanged 1 SP:Iteration 4Q (21395.870000 sec): 3 clusters Score: Raw -45381.623335 + Penalty 2850.116783 = -42531.506552 nChanged 0 SP:Iteration 5F (21396.100000 sec): 3 clusters Score: Raw -45381.623335 + Penalty 2850.116783 = -42531.506552 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 62 (310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21396.230000 sec): 2 clusters Score: Raw -46264.699296 + Penalty 1422.669930 = -44842.029366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21396.440000 sec): 3 clusters Score: Raw -46567.825931 + Penalty 2845.339860 = -43722.486071 nChanged 41 SP:Iteration 1F (21396.610000 sec): 3 clusters Score: Raw -46725.433681 + Penalty 2845.339860 = -43880.093821 nChanged 12 SP:Iteration 2Q (21396.850000 sec): 3 clusters Score: Raw -46762.640193 + Penalty 2845.339860 = -43917.300334 nChanged 4 SP:Iteration 3Q (21396.990000 sec): 3 clusters Score: Raw -46778.487786 + Penalty 2845.339860 = -43933.147927 nChanged 1 SP:Iteration 4Q (21397.200000 sec): 3 clusters Score: Raw -46784.250736 + Penalty 2845.339860 = -43938.910876 nChanged 1 SP:Iteration 5Q (21397.390000 sec): 3 clusters Score: Raw -46786.783600 + Penalty 2845.339860 = -43941.443741 nChanged 1 SP:Iteration 6Q (21397.600000 sec): 3 clusters Score: Raw -46790.802060 + Penalty 2845.339860 = -43945.462200 nChanged 0 SP:Iteration 7F (21397.770000 sec): 3 clusters Score: Raw -46790.802060 + Penalty 2845.339860 = -43945.462200 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 63 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21397.880000 sec): 2 clusters Score: Raw -22502.921479 + Penalty 1272.214881 = -21230.706597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21398.090000 sec): 3 clusters Score: Raw -22728.443168 + Penalty 2544.429763 = -20184.013405 nChanged 13 SP:Iteration 1F (21398.320000 sec): 3 clusters Score: Raw -22791.456485 + Penalty 2544.429763 = -20247.026722 nChanged 1 SP:Iteration 2Q (21398.480000 sec): 3 clusters Score: Raw -22807.496970 + Penalty 2544.429763 = -20263.067207 nChanged 0 SP:Iteration 3F (21398.700000 sec): 3 clusters Score: Raw -22807.496970 + Penalty 2544.429763 = -20263.067207 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 64 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21398.770000 sec): 2 clusters Score: Raw -33797.731000 + Penalty 1333.069045 = -32464.661955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21398.980000 sec): 3 clusters Score: Raw -34024.949622 + Penalty 2666.138090 = -31358.811531 nChanged 18 SP:Iteration 1F (21399.160000 sec): 3 clusters Score: Raw -34102.742326 + Penalty 2666.138090 = -31436.604236 nChanged 4 SP:Iteration 2Q (21399.320000 sec): 3 clusters Score: Raw -34115.031833 + Penalty 2666.138090 = -31448.893742 nChanged 0 SP:Iteration 3F (21399.530000 sec): 3 clusters Score: Raw -34115.031833 + Penalty 2666.138090 = -31448.893742 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 65 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21399.580000 sec): 2 clusters Score: Raw -13360.796375 + Penalty 1134.528323 = -12226.268053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21399.750000 sec): 3 clusters Score: Raw -13679.991954 + Penalty 2269.056645 = -11410.935309 nChanged 2 SP:Iteration 1Q (21399.900000 sec): 3 clusters Score: Raw -13706.462538 + Penalty 2269.056645 = -11437.405892 nChanged 0 SP:Iteration 2F (21400.070000 sec): 3 clusters Score: Raw -13706.462538 + Penalty 2269.056645 = -11437.405892 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 66 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21400.220000 sec): 2 clusters Score: Raw -15322.041577 + Penalty 1181.019136 = -14141.022441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21400.410000 sec): 3 clusters Score: Raw -15660.080666 + Penalty 2362.038272 = -13298.042394 nChanged 1 SP:Iteration 1Q (21400.600000 sec): 3 clusters Score: Raw -15678.325021 + Penalty 2362.038272 = -13316.286750 nChanged 0 SP:Iteration 2F (21400.820000 sec): 3 clusters Score: Raw -15678.325021 + Penalty 2362.038272 = -13316.286750 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 67 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21400.890000 sec): 2 clusters Score: Raw -20001.715329 + Penalty 1242.637553 = -18759.077776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21401.090000 sec): 3 clusters Score: Raw -20274.540932 + Penalty 2485.275106 = -17789.265826 nChanged 2 SP:Iteration 1Q (21401.290000 sec): 3 clusters Score: Raw -20287.651471 + Penalty 2485.275106 = -17802.376365 nChanged 1 SP:Iteration 2Q (21401.470000 sec): 3 clusters Score: Raw -20299.650624 + Penalty 2485.275106 = -17814.375518 nChanged 0 SP:Iteration 3F (21401.650000 sec): 3 clusters Score: Raw -20299.650624 + Penalty 2485.275106 = -17814.375518 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 68 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21401.700000 sec): 2 clusters Score: Raw -43502.035684 + Penalty 1363.297720 = -42138.737964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21401.860000 sec): 3 clusters Score: Raw -43639.698067 + Penalty 2726.595440 = -40913.102627 nChanged 18 SP:Iteration 1F (21402.060000 sec): 3 clusters Score: Raw -43703.531905 + Penalty 2726.595440 = -40976.936465 nChanged 2 SP:Iteration 2Q (21402.230000 sec): 3 clusters Score: Raw -43715.337744 + Penalty 2726.595440 = -40988.742304 nChanged 0 SP:Iteration 3F (21402.460000 sec): 3 clusters Score: Raw -43715.337744 + Penalty 2726.595440 = -40988.742304 nChanged 0 Memory request: 0.00 GB would take us to total of 6.32 GB. Trying to split cluster 69 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21402.540000 sec): 2 clusters Score: Raw -71788.326094 + Penalty 1524.820137 = -70263.505956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21402.730000 sec): 3 clusters Score: Raw -71804.257595 + Penalty 3049.640275 = -68754.617320 nChanged 71 SP:Iteration 1F (21402.900000 sec): 3 clusters Score: Raw -71940.148093 + Penalty 3049.640275 = -68890.507818 nChanged 18 SP:Iteration 2Q (21403.090000 sec): 3 clusters Score: Raw -71987.014930 + Penalty 3049.640275 = -68937.374655 nChanged 10 SP:Iteration 3Q (21403.270000 sec): 3 clusters Score: Raw -72007.062480 + Penalty 3049.640275 = -68957.422205 nChanged 7 SP:Iteration 4Q (21403.430000 sec): 3 clusters Score: Raw -72025.780641 + Penalty 3049.640275 = -68976.140366 nChanged 3 SP:Iteration 5Q (21403.640000 sec): 3 clusters Score: Raw -72030.896943 + Penalty 3049.640275 = -68981.256668 nChanged 1 SP:Iteration 6Q (21403.820000 sec): 3 clusters Score: Raw -72031.769449 + Penalty 3049.640275 = -68982.129175 nChanged 0 SP:Iteration 7F (21403.970000 sec): 3 clusters Score: Raw -72031.769449 + Penalty 3049.640275 = -68982.129175 nChanged 0 ------ Evaluating fit on full set of 2329282 points ------ Score: Raw -360811449.346741 + Penalty 250880.240510 = -360560569.106231 Time taken for this iteration:21669.560000 seconds. 20->70 Clusters: Score -360560569.106231, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.45 GB would take us to total of 5.79 GB. ------ Running on subset of 776427 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 11 (73 points): Lose 9.617828 but Gain 3363.489561 Iteration 0F (21740.610000 sec): 20 clusters Score: Raw -99997867.499884 + Penalty 63906.301651 = -99933961.198233 nChanged 737959 Deleting Class 4 (443 points): Lose 962.495413 but Gain 3363.489561 Iteration 1F (21772.730000 sec): 19 clusters Score: Raw -117374317.319146 + Penalty 60542.812090 = -117313774.507056 nChanged 213920 Iteration 2F (21801.740000 sec): 19 clusters Score: Raw -118463036.297303 + Penalty 60542.812090 = -118402493.485212 nChanged 140157 Iteration 3F (21831.130000 sec): 19 clusters Score: Raw -118830441.649386 + Penalty 60542.812090 = -118769898.837296 nChanged 120839 Iteration 4F (21860.050000 sec): 19 clusters Score: Raw -119127535.860048 + Penalty 60542.812090 = -119066993.047958 nChanged 109463 Iteration 5F (21889.480000 sec): 19 clusters Score: Raw -119343131.215144 + Penalty 60542.812090 = -119282588.403054 nChanged 91200 Iteration 6F (21919.150000 sec): 19 clusters Score: Raw -119456697.244270 + Penalty 60542.812090 = -119396154.432179 nChanged 70982 Iteration 7F (21950.450000 sec): 19 clusters Score: Raw -119538644.065667 + Penalty 60542.812090 = -119478101.253577 nChanged 57047 Iteration 8F (21979.480000 sec): 19 clusters Score: Raw -119606690.097275 + Penalty 60542.812090 = -119546147.285184 nChanged 46908 Iteration 9F (22009.170000 sec): 19 clusters Score: Raw -119662998.484535 + Penalty 60542.812090 = -119602455.672445 nChanged 39216 Iteration 10F (22038.680000 sec): 19 clusters Score: Raw -119713031.328957 + Penalty 60542.812090 = -119652488.516867 nChanged 34980 Iteration 11Q (22053.970000 sec): 19 clusters Score: Raw -119755349.341617 + Penalty 60542.812090 = -119694806.529526 nChanged 32455 Iteration 12Q (22068.560000 sec): 19 clusters Score: Raw -119781757.683364 + Penalty 60542.812090 = -119721214.871274 nChanged 28375 Iteration 13Q (22084.640000 sec): 19 clusters Score: Raw -119797628.079171 + Penalty 60542.812090 = -119737085.267080 nChanged 24458 Iteration 14Q (22098.520000 sec): 19 clusters Score: Raw -119809639.530882 + Penalty 60542.812090 = -119749096.718791 nChanged 21386 Iteration 15Q (22113.420000 sec): 19 clusters Score: Raw -119821189.433263 + Penalty 60542.812090 = -119760646.621173 nChanged 19446 Iteration 16Q (22128.160000 sec): 19 clusters Score: Raw -119835348.549036 + Penalty 60542.812090 = -119774805.736946 nChanged 17754 Iteration 17Q (22142.220000 sec): 19 clusters Score: Raw -119855451.923701 + Penalty 60542.812090 = -119794909.111611 nChanged 14412 Iteration 18Q (22158.180000 sec): 19 clusters Score: Raw -119871494.124143 + Penalty 60542.812090 = -119810951.312052 nChanged 10345 Iteration 19Q (22171.150000 sec): 19 clusters Score: Raw -119875626.233911 + Penalty 60542.812090 = -119815083.421820 nChanged 7514 Writing temp clu file Because OldScore, -119810951.312052, is greater than current (better) Score,-119815083.421820 Compute initial score before splitting: Score: Raw -119875626.233911 + Penalty 60542.812090 = -119815083.421820 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22171.370000 sec): 2 clusters Score: Raw -197544.269484 + Penalty 1800.609604 = -195743.659879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22171.570000 sec): 3 clusters Score: Raw -197291.670312 + Penalty 3601.219209 = -193690.451103 nChanged 465 SP:Iteration 1F (22171.760000 sec): 3 clusters Score: Raw -198353.711309 + Penalty 3601.219209 = -194752.492101 nChanged 208 SP:Iteration 2F (22171.910000 sec): 3 clusters Score: Raw -199718.118325 + Penalty 3601.219209 = -196116.899116 nChanged 191 SP:Iteration 3F (22172.060000 sec): 3 clusters Score: Raw -201156.900671 + Penalty 3601.219209 = -197555.681462 nChanged 159 SP:Iteration 4F (22172.260000 sec): 3 clusters Score: Raw -202567.441690 + Penalty 3601.219209 = -198966.222481 nChanged 99 SP:Iteration 5F (22172.410000 sec): 3 clusters Score: Raw -203259.961519 + Penalty 3601.219209 = -199658.742310 nChanged 52 SP:Iteration 6Q (22172.560000 sec): 3 clusters Score: Raw -203499.848632 + Penalty 3601.219209 = -199898.629423 nChanged 23 SP:Iteration 7Q (22172.760000 sec): 3 clusters Score: Raw -203571.069071 + Penalty 3601.219209 = -199969.849862 nChanged 8 SP:Iteration 8Q (22172.910000 sec): 3 clusters Score: Raw -203614.667627 + Penalty 3601.219209 = -200013.448418 nChanged 1 SP:Iteration 9Q (22173.050000 sec): 3 clusters Score: Raw -203616.530654 + Penalty 3601.219209 = -200015.311445 nChanged 0 SP:Iteration 10F (22173.230000 sec): 3 clusters Score: Raw -203616.530654 + Penalty 3601.219209 = -200015.311445 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (2256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22173.370000 sec): 2 clusters Score: Raw -294418.569592 + Penalty 1914.894456 = -292503.675136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22173.550000 sec): 3 clusters Score: Raw -294280.343030 + Penalty 3829.788912 = -290450.554118 nChanged 870 SP:Iteration 1F (22173.760000 sec): 3 clusters Score: Raw -299075.393673 + Penalty 3829.788912 = -295245.604761 nChanged 397 SP:Iteration 2F (22173.960000 sec): 3 clusters Score: Raw -302546.816862 + Penalty 3829.788912 = -298717.027950 nChanged 147 SP:Iteration 3F (22174.200000 sec): 3 clusters Score: Raw -305528.778182 + Penalty 3829.788912 = -301698.989270 nChanged 80 SP:Iteration 4Q (22174.390000 sec): 3 clusters Score: Raw -307000.980802 + Penalty 3829.788912 = -303171.191890 nChanged 46 SP:Iteration 5Q (22174.590000 sec): 3 clusters Score: Raw -307675.490282 + Penalty 3829.788912 = -303845.701371 nChanged 36 SP:Iteration 6Q (22174.780000 sec): 3 clusters Score: Raw -308244.177527 + Penalty 3829.788912 = -304414.388615 nChanged 35 SP:Iteration 7Q (22174.920000 sec): 3 clusters Score: Raw -308872.194621 + Penalty 3829.788912 = -305042.405709 nChanged 26 SP:Iteration 8Q (22175.130000 sec): 3 clusters Score: Raw -309288.838966 + Penalty 3829.788912 = -305459.050054 nChanged 11 SP:Iteration 9Q (22175.310000 sec): 3 clusters Score: Raw -309341.900882 + Penalty 3829.788912 = -305512.111971 nChanged 2 SP:Iteration 10Q (22175.480000 sec): 3 clusters Score: Raw -309384.168592 + Penalty 3829.788912 = -305554.379681 nChanged 1 SP:Iteration 11Q (22175.670000 sec): 3 clusters Score: Raw -309392.352373 + Penalty 3829.788912 = -305562.563462 nChanged 1 SP:Iteration 12Q (22175.860000 sec): 3 clusters Score: Raw -309446.042359 + Penalty 3829.788912 = -305616.253447 nChanged 1 SP:Iteration 13Q (22176.050000 sec): 3 clusters Score: Raw -309481.322525 + Penalty 3829.788912 = -305651.533613 nChanged 2 SP:Iteration 14Q (22176.230000 sec): 3 clusters Score: Raw -309565.662444 + Penalty 3829.788912 = -305735.873533 nChanged 0 SP:Iteration 15F (22176.410000 sec): 3 clusters Score: Raw -309815.938392 + Penalty 3829.788912 = -305986.149481 nChanged 13 SP:Iteration 16Q (22176.560000 sec): 3 clusters Score: Raw -310186.950226 + Penalty 3829.788912 = -306357.161314 nChanged 5 SP:Iteration 17Q (22176.720000 sec): 3 clusters Score: Raw -310288.359078 + Penalty 3829.788912 = -306458.570166 nChanged 2 SP:Iteration 18Q (22176.920000 sec): 3 clusters Score: Raw -310313.041076 + Penalty 3829.788912 = -306483.252164 nChanged 1 SP:Iteration 19Q (22177.100000 sec): 3 clusters Score: Raw -310317.950461 + Penalty 3829.788912 = -306488.161550 nChanged 0 SP:Iteration 20F (22177.280000 sec): 3 clusters Score: Raw -310335.734986 + Penalty 3829.788912 = -306505.946074 nChanged 3 SP:Iteration 21Q (22177.480000 sec): 3 clusters Score: Raw -310391.030420 + Penalty 3829.788912 = -306561.241509 nChanged 0 SP:Iteration 22F (22177.640000 sec): 3 clusters Score: Raw -310391.030420 + Penalty 3829.788912 = -306561.241509 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22177.760000 sec): 2 clusters Score: Raw -109075.335575 + Penalty 1641.778155 = -107433.557420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22177.910000 sec): 3 clusters Score: Raw -109060.422730 + Penalty 3283.556310 = -105776.866419 nChanged 184 SP:Iteration 1F (22178.120000 sec): 3 clusters Score: Raw -109467.775252 + Penalty 3283.556310 = -106184.218942 nChanged 56 SP:Iteration 2F (22178.300000 sec): 3 clusters Score: Raw -109811.138280 + Penalty 3283.556310 = -106527.581970 nChanged 61 SP:Iteration 3F (22178.470000 sec): 3 clusters Score: Raw -110353.086665 + Penalty 3283.556310 = -107069.530354 nChanged 62 SP:Iteration 4F (22178.640000 sec): 3 clusters Score: Raw -110601.283506 + Penalty 3283.556310 = -107317.727196 nChanged 36 SP:Iteration 5Q (22178.820000 sec): 3 clusters Score: Raw -110732.839912 + Penalty 3283.556310 = -107449.283601 nChanged 21 SP:Iteration 6Q (22178.990000 sec): 3 clusters Score: Raw -110843.941752 + Penalty 3283.556310 = -107560.385441 nChanged 16 SP:Iteration 7Q (22179.180000 sec): 3 clusters Score: Raw -110968.651873 + Penalty 3283.556310 = -107685.095562 nChanged 16 SP:Iteration 8Q (22179.320000 sec): 3 clusters Score: Raw -111105.424100 + Penalty 3283.556310 = -107821.867790 nChanged 9 SP:Iteration 9Q (22179.540000 sec): 3 clusters Score: Raw -111203.145896 + Penalty 3283.556310 = -107919.589586 nChanged 9 SP:Iteration 10Q (22179.740000 sec): 3 clusters Score: Raw -111276.966365 + Penalty 3283.556310 = -107993.410054 nChanged 2 SP:Iteration 11Q (22179.930000 sec): 3 clusters Score: Raw -111287.542162 + Penalty 3283.556310 = -108003.985852 nChanged 0 SP:Iteration 12F (22180.110000 sec): 3 clusters Score: Raw -111303.082419 + Penalty 3283.556310 = -108019.526108 nChanged 4 SP:Iteration 13Q (22180.290000 sec): 3 clusters Score: Raw -111341.857817 + Penalty 3283.556310 = -108058.301507 nChanged 5 SP:Iteration 14Q (22180.430000 sec): 3 clusters Score: Raw -111400.105042 + Penalty 3283.556310 = -108116.548732 nChanged 4 SP:Iteration 15Q (22180.630000 sec): 3 clusters Score: Raw -111439.042428 + Penalty 3283.556310 = -108155.486117 nChanged 5 SP:Iteration 16Q (22180.780000 sec): 3 clusters Score: Raw -111505.807824 + Penalty 3283.556310 = -108222.251513 nChanged 2 SP:Iteration 17Q (22181.000000 sec): 3 clusters Score: Raw -111516.698712 + Penalty 3283.556310 = -108233.142402 nChanged 0 SP:Iteration 18F (22181.140000 sec): 3 clusters Score: Raw -111569.121291 + Penalty 3283.556310 = -108285.564981 nChanged 6 SP:Iteration 19Q (22181.320000 sec): 3 clusters Score: Raw -111698.956001 + Penalty 3283.556310 = -108415.399691 nChanged 15 SP:Iteration 20F (22181.470000 sec): 3 clusters Score: Raw -112262.741792 + Penalty 3283.556310 = -108979.185482 nChanged 7 SP:Iteration 21Q (22181.670000 sec): 3 clusters Score: Raw -112680.689760 + Penalty 3283.556310 = -109397.133449 nChanged 5 SP:Iteration 22Q (22181.820000 sec): 3 clusters Score: Raw -112718.430647 + Penalty 3283.556310 = -109434.874337 nChanged 1 SP:Iteration 23Q (22182.000000 sec): 3 clusters Score: Raw -112722.358887 + Penalty 3283.556310 = -109438.802576 nChanged 1 SP:Iteration 24Q (22182.180000 sec): 3 clusters Score: Raw -112729.950354 + Penalty 3283.556310 = -109446.394044 nChanged 0 SP:Iteration 25F (22182.360000 sec): 3 clusters Score: Raw -112729.950354 + Penalty 3283.556310 = -109446.394044 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (212625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22183.810000 sec): 2 clusters Score: Raw -33713818.080292 + Penalty 3042.286762 = -33710775.793531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22185.070000 sec): 3 clusters Score: Raw -33574341.287551 + Penalty 6084.573524 = -33568256.714028 nChanged 102365 SP:Iteration 1F (22186.390000 sec): 3 clusters Score: Raw -33637149.073718 + Penalty 6084.573524 = -33631064.500195 nChanged 12077 SP:Iteration 2F (22187.610000 sec): 3 clusters Score: Raw -33645813.865183 + Penalty 6084.573524 = -33639729.291659 nChanged 18284 SP:Iteration 3F (22188.810000 sec): 3 clusters Score: Raw -33663454.053686 + Penalty 6084.573524 = -33657369.480163 nChanged 22859 SP:Iteration 4F (22190.010000 sec): 3 clusters Score: Raw -33686528.045787 + Penalty 6084.573524 = -33680443.472263 nChanged 19952 SP:Iteration 5F (22191.160000 sec): 3 clusters Score: Raw -33704138.736930 + Penalty 6084.573524 = -33698054.163407 nChanged 12504 SP:Iteration 6F (22192.400000 sec): 3 clusters Score: Raw -33714596.956128 + Penalty 6084.573524 = -33708512.382604 nChanged 7028 SP:Iteration 7Q (22193.670000 sec): 3 clusters Score: Raw -33721117.247263 + Penalty 6084.573524 = -33715032.673740 nChanged 4197 SP:Iteration 8Q (22195.030000 sec): 3 clusters Score: Raw -33724220.557018 + Penalty 6084.573524 = -33718135.983495 nChanged 2719 SP:Iteration 9Q (22196.280000 sec): 3 clusters Score: Raw -33725366.628068 + Penalty 6084.573524 = -33719282.054545 nChanged 1824 SP:Iteration 10Q (22197.420000 sec): 3 clusters Score: Raw -33725926.970573 + Penalty 6084.573524 = -33719842.397049 nChanged 1509 SP:Iteration 11Q (22198.540000 sec): 3 clusters Score: Raw -33726281.857322 + Penalty 6084.573524 = -33720197.283798 nChanged 1261 SP:Iteration 12Q (22199.880000 sec): 3 clusters Score: Raw -33726526.453842 + Penalty 6084.573524 = -33720441.880319 nChanged 1087 SP:Iteration 13Q (22201.080000 sec): 3 clusters Score: Raw -33726708.218897 + Penalty 6084.573524 = -33720623.645374 nChanged 931 SP:Iteration 14Q (22202.300000 sec): 3 clusters Score: Raw -33726845.625847 + Penalty 6084.573524 = -33720761.052323 nChanged 773 SP:Iteration 15Q (22203.550000 sec): 3 clusters Score: Raw -33726947.946412 + Penalty 6084.573524 = -33720863.372889 nChanged 698 SP:Iteration 16Q (22204.740000 sec): 3 clusters Score: Raw -33727033.982016 + Penalty 6084.573524 = -33720949.408493 nChanged 603 SP:Iteration 17Q (22205.900000 sec): 3 clusters Score: Raw -33727099.116053 + Penalty 6084.573524 = -33721014.542529 nChanged 502 SP:Iteration 18Q (22206.990000 sec): 3 clusters Score: Raw -33727149.011529 + Penalty 6084.573524 = -33721064.438005 nChanged 471 SP:Iteration 19Q (22208.190000 sec): 3 clusters Score: Raw -33727191.711068 + Penalty 6084.573524 = -33721107.137544 nChanged 417 SP:Iteration 20F (22209.510000 sec): 3 clusters Score: Raw -33727227.123262 + Penalty 6084.573524 = -33721142.549738 nChanged 369 SP:Iteration 21Q (22210.690000 sec): 3 clusters Score: Raw -33727254.822652 + Penalty 6084.573524 = -33721170.249129 nChanged 323 SP:Iteration 22Q (22211.910000 sec): 3 clusters Score: Raw -33727279.266375 + Penalty 6084.573524 = -33721194.692851 nChanged 311 SP:Iteration 23Q (22213.260000 sec): 3 clusters Score: Raw -33727302.040816 + Penalty 6084.573524 = -33721217.467293 nChanged 284 SP:Iteration 24Q (22214.430000 sec): 3 clusters Score: Raw -33727321.728883 + Penalty 6084.573524 = -33721237.155360 nChanged 256 SP:Iteration 25Q (22215.530000 sec): 3 clusters Score: Raw -33727338.858342 + Penalty 6084.573524 = -33721254.284818 nChanged 235 SP:Iteration 26Q (22216.740000 sec): 3 clusters Score: Raw -33727353.364404 + Penalty 6084.573524 = -33721268.790881 nChanged 207 SP:Iteration 27Q (22217.900000 sec): 3 clusters Score: Raw -33727366.058792 + Penalty 6084.573524 = -33721281.485269 nChanged 214 SP:Iteration 28Q (22219.070000 sec): 3 clusters Score: Raw -33727379.153420 + Penalty 6084.573524 = -33721294.579896 nChanged 200 SP:Iteration 29Q (22220.240000 sec): 3 clusters Score: Raw -33727391.270305 + Penalty 6084.573524 = -33721306.696782 nChanged 187 SP:Iteration 30Q (22221.320000 sec): 3 clusters Score: Raw -33727401.862466 + Penalty 6084.573524 = -33721317.288943 nChanged 153 SP:Iteration 31Q (22222.490000 sec): 3 clusters Score: Raw -33727409.205043 + Penalty 6084.573524 = -33721324.631519 nChanged 137 SP:Iteration 32Q (22223.600000 sec): 3 clusters Score: Raw -33727415.630990 + Penalty 6084.573524 = -33721331.057466 nChanged 131 SP:Iteration 33Q (22224.690000 sec): 3 clusters Score: Raw -33727422.435592 + Penalty 6084.573524 = -33721337.862068 nChanged 133 SP:Iteration 34Q (22225.910000 sec): 3 clusters Score: Raw -33727429.291768 + Penalty 6084.573524 = -33721344.718245 nChanged 132 SP:Iteration 35Q (22227.060000 sec): 3 clusters Score: Raw -33727435.962904 + Penalty 6084.573524 = -33721351.389381 nChanged 119 SP:Iteration 36Q (22228.230000 sec): 3 clusters Score: Raw -33727441.404438 + Penalty 6084.573524 = -33721356.830914 nChanged 107 SP:Iteration 37Q (22229.600000 sec): 3 clusters Score: Raw -33727446.545207 + Penalty 6084.573524 = -33721361.971684 nChanged 114 SP:Iteration 38Q (22230.740000 sec): 3 clusters Score: Raw -33727451.938550 + Penalty 6084.573524 = -33721367.365026 nChanged 111 SP:Iteration 39Q (22231.710000 sec): 3 clusters Score: Raw -33727457.125429 + Penalty 6084.573524 = -33721372.551906 nChanged 109 SP:Iteration 40F (22232.800000 sec): 3 clusters Score: Raw -33727462.469035 + Penalty 6084.573524 = -33721377.895511 nChanged 117 SP:Iteration 41Q (22233.780000 sec): 3 clusters Score: Raw -33727467.273031 + Penalty 6084.573524 = -33721382.699507 nChanged 96 SP:Iteration 42Q (22234.760000 sec): 3 clusters Score: Raw -33727470.549871 + Penalty 6084.573524 = -33721385.976347 nChanged 56 SP:Iteration 43Q (22235.950000 sec): 3 clusters Score: Raw -33727472.134074 + Penalty 6084.573524 = -33721387.560550 nChanged 48 SP:Iteration 44Q (22237.070000 sec): 3 clusters Score: Raw -33727473.744054 + Penalty 6084.573524 = -33721389.170530 nChanged 44 SP:Iteration 45Q (22238.250000 sec): 3 clusters Score: Raw -33727475.372107 + Penalty 6084.573524 = -33721390.798583 nChanged 46 SP:Iteration 46Q (22239.320000 sec): 3 clusters Score: Raw -33727477.089030 + Penalty 6084.573524 = -33721392.515507 nChanged 51 SP:Iteration 47Q (22240.460000 sec): 3 clusters Score: Raw -33727478.623594 + Penalty 6084.573524 = -33721394.050071 nChanged 41 SP:Iteration 48Q (22241.540000 sec): 3 clusters Score: Raw -33727479.973526 + Penalty 6084.573524 = -33721395.400002 nChanged 45 SP:Iteration 49Q (22242.740000 sec): 3 clusters Score: Raw -33727481.400967 + Penalty 6084.573524 = -33721396.827443 nChanged 34 SP:Iteration 50Q (22243.900000 sec): 3 clusters Score: Raw -33727482.536963 + Penalty 6084.573524 = -33721397.963440 nChanged 39 SP:Iteration 51Q (22245.040000 sec): 3 clusters Score: Raw -33727483.769613 + Penalty 6084.573524 = -33721399.196090 nChanged 39 SP:Iteration 52Q (22246.080000 sec): 3 clusters Score: Raw -33727484.878146 + Penalty 6084.573524 = -33721400.304623 nChanged 32 SP:Iteration 53Q (22247.090000 sec): 3 clusters Score: Raw -33727485.630772 + Penalty 6084.573524 = -33721401.057248 nChanged 30 SP:Iteration 54Q (22248.220000 sec): 3 clusters Score: Raw -33727486.353840 + Penalty 6084.573524 = -33721401.780316 nChanged 15 SP:Iteration 55Q (22249.360000 sec): 3 clusters Score: Raw -33727486.605158 + Penalty 6084.573524 = -33721402.031635 nChanged 15 SP:Iteration 56Q (22250.360000 sec): 3 clusters Score: Raw -33727486.843188 + Penalty 6084.573524 = -33721402.269664 nChanged 9 SP:Iteration 57Q (22251.350000 sec): 3 clusters Score: Raw -33727487.003253 + Penalty 6084.573524 = -33721402.429729 nChanged 5 SP:Iteration 58Q (22252.360000 sec): 3 clusters Score: Raw -33727487.055612 + Penalty 6084.573524 = -33721402.482089 nChanged 2 SP:Iteration 59Q (22253.410000 sec): 3 clusters Score: Raw -33727487.081563 + Penalty 6084.573524 = -33721402.508040 nChanged 1 SP:Iteration 60F (22254.630000 sec): 3 clusters Score: Raw -33727487.104856 + Penalty 6084.573524 = -33721402.531333 nChanged 2 SP:Iteration 61Q (22255.880000 sec): 3 clusters Score: Raw -33727487.188437 + Penalty 6084.573524 = -33721402.614913 nChanged 6 SP:Iteration 62Q (22256.990000 sec): 3 clusters Score: Raw -33727487.270220 + Penalty 6084.573524 = -33721402.696696 nChanged 4 SP:Iteration 63Q (22258.000000 sec): 3 clusters Score: Raw -33727487.312032 + Penalty 6084.573524 = -33721402.738509 nChanged 2 SP:Iteration 64Q (22259.040000 sec): 3 clusters Score: Raw -33727487.333902 + Penalty 6084.573524 = -33721402.760378 nChanged 4 SP:Iteration 65Q (22260.310000 sec): 3 clusters Score: Raw -33727487.362290 + Penalty 6084.573524 = -33721402.788766 nChanged 4 SP:Iteration 66Q (22261.540000 sec): 3 clusters Score: Raw -33727487.435419 + Penalty 6084.573524 = -33721402.861895 nChanged 5 SP:Iteration 67Q (22262.780000 sec): 3 clusters Score: Raw -33727487.543167 + Penalty 6084.573524 = -33721402.969643 nChanged 8 SP:Iteration 68Q (22263.940000 sec): 3 clusters Score: Raw -33727487.670263 + Penalty 6084.573524 = -33721403.096740 nChanged 2 SP:Iteration 69Q (22265.040000 sec): 3 clusters Score: Raw -33727487.711118 + Penalty 6084.573524 = -33721403.137595 nChanged 4 SP:Iteration 70Q (22266.100000 sec): 3 clusters Score: Raw -33727487.803852 + Penalty 6084.573524 = -33721403.230329 nChanged 7 SP:Iteration 71Q (22267.120000 sec): 3 clusters Score: Raw -33727487.913299 + Penalty 6084.573524 = -33721403.339775 nChanged 6 SP:Iteration 72Q (22268.210000 sec): 3 clusters Score: Raw -33727488.028814 + Penalty 6084.573524 = -33721403.455290 nChanged 5 SP:Iteration 73Q (22269.330000 sec): 3 clusters Score: Raw -33727488.105786 + Penalty 6084.573524 = -33721403.532263 nChanged 3 SP:Iteration 74Q (22270.390000 sec): 3 clusters Score: Raw -33727488.187237 + Penalty 6084.573524 = -33721403.613714 nChanged 3 SP:Iteration 75Q (22271.460000 sec): 3 clusters Score: Raw -33727488.235334 + Penalty 6084.573524 = -33721403.661811 nChanged 3 SP:Iteration 76Q (22272.580000 sec): 3 clusters Score: Raw -33727488.296046 + Penalty 6084.573524 = -33721403.722522 nChanged 4 SP:Iteration 77Q (22273.680000 sec): 3 clusters Score: Raw -33727488.366079 + Penalty 6084.573524 = -33721403.792556 nChanged 5 SP:Iteration 78Q (22274.830000 sec): 3 clusters Score: Raw -33727488.468211 + Penalty 6084.573524 = -33721403.894688 nChanged 4 SP:Iteration 79Q (22276.010000 sec): 3 clusters Score: Raw -33727488.522621 + Penalty 6084.573524 = -33721403.949097 nChanged 0 SP:Iteration 80F (22277.250000 sec): 3 clusters Score: Raw -33727488.522621 + Penalty 6084.573524 = -33721403.949097 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (26051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22277.580000 sec): 2 clusters Score: Raw -3881766.595699 + Penalty 2521.617236 = -3879244.978464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22277.880000 sec): 3 clusters Score: Raw -3866217.189082 + Penalty 5043.234471 = -3861173.954611 nChanged 11673 SP:Iteration 1F (22278.170000 sec): 3 clusters Score: Raw -3873905.741958 + Penalty 5043.234471 = -3868862.507486 nChanged 2190 SP:Iteration 2F (22278.510000 sec): 3 clusters Score: Raw -3876228.929696 + Penalty 5043.234471 = -3871185.695224 nChanged 2736 SP:Iteration 3F (22278.800000 sec): 3 clusters Score: Raw -3879606.953751 + Penalty 5043.234471 = -3874563.719280 nChanged 2813 SP:Iteration 4F (22279.070000 sec): 3 clusters Score: Raw -3883253.793583 + Penalty 5043.234471 = -3878210.559111 nChanged 2224 SP:Iteration 5F (22279.410000 sec): 3 clusters Score: Raw -3885566.200022 + Penalty 5043.234471 = -3880522.965550 nChanged 1522 SP:Iteration 6F (22279.690000 sec): 3 clusters Score: Raw -3886987.203395 + Penalty 5043.234471 = -3881943.968924 nChanged 1180 SP:Iteration 7Q (22280.040000 sec): 3 clusters Score: Raw -3888133.830309 + Penalty 5043.234471 = -3883090.595838 nChanged 971 SP:Iteration 8Q (22280.340000 sec): 3 clusters Score: Raw -3888733.331259 + Penalty 5043.234471 = -3883690.096787 nChanged 719 SP:Iteration 9Q (22280.680000 sec): 3 clusters Score: Raw -3889065.835305 + Penalty 5043.234471 = -3884022.600833 nChanged 535 SP:Iteration 10Q (22280.970000 sec): 3 clusters Score: Raw -3889278.396182 + Penalty 5043.234471 = -3884235.161711 nChanged 399 SP:Iteration 11Q (22281.290000 sec): 3 clusters Score: Raw -3889423.597206 + Penalty 5043.234471 = -3884380.362735 nChanged 307 SP:Iteration 12Q (22281.550000 sec): 3 clusters Score: Raw -3889541.652739 + Penalty 5043.234471 = -3884498.418267 nChanged 250 SP:Iteration 13Q (22281.930000 sec): 3 clusters Score: Raw -3889629.588067 + Penalty 5043.234471 = -3884586.353596 nChanged 232 SP:Iteration 14Q (22282.300000 sec): 3 clusters Score: Raw -3889707.303941 + Penalty 5043.234471 = -3884664.069470 nChanged 217 SP:Iteration 15Q (22282.640000 sec): 3 clusters Score: Raw -3889761.481213 + Penalty 5043.234471 = -3884718.246741 nChanged 177 SP:Iteration 16Q (22282.970000 sec): 3 clusters Score: Raw -3889810.689680 + Penalty 5043.234471 = -3884767.455208 nChanged 160 SP:Iteration 17Q (22283.340000 sec): 3 clusters Score: Raw -3889850.170203 + Penalty 5043.234471 = -3884806.935732 nChanged 136 SP:Iteration 18Q (22283.640000 sec): 3 clusters Score: Raw -3889879.228075 + Penalty 5043.234471 = -3884835.993603 nChanged 114 SP:Iteration 19Q (22283.960000 sec): 3 clusters Score: Raw -3889900.519213 + Penalty 5043.234471 = -3884857.284742 nChanged 99 SP:Iteration 20F (22284.290000 sec): 3 clusters Score: Raw -3889923.809272 + Penalty 5043.234471 = -3884880.574801 nChanged 103 SP:Iteration 21Q (22284.620000 sec): 3 clusters Score: Raw -3889947.601287 + Penalty 5043.234471 = -3884904.366816 nChanged 97 SP:Iteration 22Q (22284.970000 sec): 3 clusters Score: Raw -3889966.909729 + Penalty 5043.234471 = -3884923.675257 nChanged 88 SP:Iteration 23Q (22285.290000 sec): 3 clusters Score: Raw -3889982.846926 + Penalty 5043.234471 = -3884939.612454 nChanged 97 SP:Iteration 24Q (22285.570000 sec): 3 clusters Score: Raw -3889999.966401 + Penalty 5043.234471 = -3884956.731930 nChanged 100 SP:Iteration 25Q (22285.910000 sec): 3 clusters Score: Raw -3890020.954078 + Penalty 5043.234471 = -3884977.719607 nChanged 106 SP:Iteration 26Q (22286.300000 sec): 3 clusters Score: Raw -3890037.761580 + Penalty 5043.234471 = -3884994.527109 nChanged 75 SP:Iteration 27Q (22286.600000 sec): 3 clusters Score: Raw -3890050.558659 + Penalty 5043.234471 = -3885007.324187 nChanged 60 SP:Iteration 28Q (22286.920000 sec): 3 clusters Score: Raw -3890062.952018 + Penalty 5043.234471 = -3885019.717547 nChanged 64 SP:Iteration 29Q (22287.250000 sec): 3 clusters Score: Raw -3890074.032308 + Penalty 5043.234471 = -3885030.797837 nChanged 60 SP:Iteration 30Q (22287.580000 sec): 3 clusters Score: Raw -3890083.577206 + Penalty 5043.234471 = -3885040.342735 nChanged 46 SP:Iteration 31Q (22287.930000 sec): 3 clusters Score: Raw -3890091.391996 + Penalty 5043.234471 = -3885048.157524 nChanged 45 SP:Iteration 32Q (22288.240000 sec): 3 clusters Score: Raw -3890099.213325 + Penalty 5043.234471 = -3885055.978853 nChanged 40 SP:Iteration 33Q (22288.600000 sec): 3 clusters Score: Raw -3890105.967681 + Penalty 5043.234471 = -3885062.733210 nChanged 51 SP:Iteration 34Q (22288.910000 sec): 3 clusters Score: Raw -3890114.102188 + Penalty 5043.234471 = -3885070.867716 nChanged 66 SP:Iteration 35Q (22289.260000 sec): 3 clusters Score: Raw -3890123.577931 + Penalty 5043.234471 = -3885080.343460 nChanged 56 SP:Iteration 36Q (22289.530000 sec): 3 clusters Score: Raw -3890132.490567 + Penalty 5043.234471 = -3885089.256096 nChanged 45 SP:Iteration 37Q (22289.860000 sec): 3 clusters Score: Raw -3890141.582122 + Penalty 5043.234471 = -3885098.347651 nChanged 56 SP:Iteration 38Q (22290.150000 sec): 3 clusters Score: Raw -3890156.780860 + Penalty 5043.234471 = -3885113.546388 nChanged 73 SP:Iteration 39Q (22290.480000 sec): 3 clusters Score: Raw -3890179.062814 + Penalty 5043.234471 = -3885135.828343 nChanged 82 SP:Iteration 40F (22290.810000 sec): 3 clusters Score: Raw -3890206.907359 + Penalty 5043.234471 = -3885163.672888 nChanged 84 SP:Iteration 41Q (22291.160000 sec): 3 clusters Score: Raw -3890245.165581 + Penalty 5043.234471 = -3885201.931110 nChanged 102 SP:Iteration 42Q (22291.500000 sec): 3 clusters Score: Raw -3890280.778844 + Penalty 5043.234471 = -3885237.544373 nChanged 92 SP:Iteration 43Q (22291.840000 sec): 3 clusters Score: Raw -3890321.748901 + Penalty 5043.234471 = -3885278.514430 nChanged 105 SP:Iteration 44Q (22292.140000 sec): 3 clusters Score: Raw -3890357.054996 + Penalty 5043.234471 = -3885313.820525 nChanged 92 SP:Iteration 45Q (22292.450000 sec): 3 clusters Score: Raw -3890383.695211 + Penalty 5043.234471 = -3885340.460740 nChanged 84 SP:Iteration 46Q (22292.790000 sec): 3 clusters Score: Raw -3890403.040555 + Penalty 5043.234471 = -3885359.806083 nChanged 56 SP:Iteration 47Q (22293.100000 sec): 3 clusters Score: Raw -3890415.155272 + Penalty 5043.234471 = -3885371.920801 nChanged 58 SP:Iteration 48Q (22293.410000 sec): 3 clusters Score: Raw -3890424.935691 + Penalty 5043.234471 = -3885381.701220 nChanged 52 SP:Iteration 49Q (22293.790000 sec): 3 clusters Score: Raw -3890431.998189 + Penalty 5043.234471 = -3885388.763718 nChanged 45 SP:Iteration 50Q (22294.120000 sec): 3 clusters Score: Raw -3890438.751298 + Penalty 5043.234471 = -3885395.516827 nChanged 36 SP:Iteration 51Q (22294.410000 sec): 3 clusters Score: Raw -3890444.254161 + Penalty 5043.234471 = -3885401.019690 nChanged 43 SP:Iteration 52Q (22294.750000 sec): 3 clusters Score: Raw -3890448.426960 + Penalty 5043.234471 = -3885405.192488 nChanged 29 SP:Iteration 53Q (22295.030000 sec): 3 clusters Score: Raw -3890451.185188 + Penalty 5043.234471 = -3885407.950717 nChanged 24 SP:Iteration 54Q (22295.350000 sec): 3 clusters Score: Raw -3890453.891468 + Penalty 5043.234471 = -3885410.656997 nChanged 21 SP:Iteration 55Q (22295.670000 sec): 3 clusters Score: Raw -3890455.962934 + Penalty 5043.234471 = -3885412.728463 nChanged 14 SP:Iteration 56Q (22295.980000 sec): 3 clusters Score: Raw -3890457.248997 + Penalty 5043.234471 = -3885414.014525 nChanged 8 SP:Iteration 57Q (22296.310000 sec): 3 clusters Score: Raw -3890457.924693 + Penalty 5043.234471 = -3885414.690222 nChanged 8 SP:Iteration 58Q (22296.570000 sec): 3 clusters Score: Raw -3890459.088256 + Penalty 5043.234471 = -3885415.853785 nChanged 12 SP:Iteration 59Q (22296.880000 sec): 3 clusters Score: Raw -3890460.808720 + Penalty 5043.234471 = -3885417.574249 nChanged 14 SP:Iteration 60F (22297.190000 sec): 3 clusters Score: Raw -3890463.199544 + Penalty 5043.234471 = -3885419.965073 nChanged 14 SP:Iteration 61Q (22297.570000 sec): 3 clusters Score: Raw -3890464.364033 + Penalty 5043.234471 = -3885421.129562 nChanged 8 SP:Iteration 62Q (22297.890000 sec): 3 clusters Score: Raw -3890465.105692 + Penalty 5043.234471 = -3885421.871221 nChanged 9 SP:Iteration 63Q (22298.210000 sec): 3 clusters Score: Raw -3890465.766924 + Penalty 5043.234471 = -3885422.532453 nChanged 7 SP:Iteration 64Q (22298.530000 sec): 3 clusters Score: Raw -3890466.647468 + Penalty 5043.234471 = -3885423.412997 nChanged 13 SP:Iteration 65Q (22298.820000 sec): 3 clusters Score: Raw -3890468.281852 + Penalty 5043.234471 = -3885425.047380 nChanged 17 SP:Iteration 66Q (22299.170000 sec): 3 clusters Score: Raw -3890471.752427 + Penalty 5043.234471 = -3885428.517956 nChanged 19 SP:Iteration 67Q (22299.440000 sec): 3 clusters Score: Raw -3890474.779646 + Penalty 5043.234471 = -3885431.545175 nChanged 17 SP:Iteration 68Q (22299.750000 sec): 3 clusters Score: Raw -3890477.244552 + Penalty 5043.234471 = -3885434.010081 nChanged 15 SP:Iteration 69Q (22300.060000 sec): 3 clusters Score: Raw -3890479.156632 + Penalty 5043.234471 = -3885435.922161 nChanged 14 SP:Iteration 70Q (22300.340000 sec): 3 clusters Score: Raw -3890480.431063 + Penalty 5043.234471 = -3885437.196591 nChanged 9 SP:Iteration 71Q (22300.680000 sec): 3 clusters Score: Raw -3890482.220186 + Penalty 5043.234471 = -3885438.985715 nChanged 14 SP:Iteration 72Q (22301.050000 sec): 3 clusters Score: Raw -3890483.534519 + Penalty 5043.234471 = -3885440.300048 nChanged 12 SP:Iteration 73Q (22301.380000 sec): 3 clusters Score: Raw -3890484.947841 + Penalty 5043.234471 = -3885441.713369 nChanged 7 SP:Iteration 74Q (22301.660000 sec): 3 clusters Score: Raw -3890485.836808 + Penalty 5043.234471 = -3885442.602337 nChanged 12 SP:Iteration 75Q (22301.940000 sec): 3 clusters Score: Raw -3890487.079891 + Penalty 5043.234471 = -3885443.845419 nChanged 7 SP:Iteration 76Q (22302.300000 sec): 3 clusters Score: Raw -3890488.053684 + Penalty 5043.234471 = -3885444.819213 nChanged 6 SP:Iteration 77Q (22302.560000 sec): 3 clusters Score: Raw -3890488.586994 + Penalty 5043.234471 = -3885445.352523 nChanged 3 SP:Iteration 78Q (22302.890000 sec): 3 clusters Score: Raw -3890488.960577 + Penalty 5043.234471 = -3885445.726106 nChanged 7 SP:Iteration 79Q (22303.160000 sec): 3 clusters Score: Raw -3890489.537737 + Penalty 5043.234471 = -3885446.303266 nChanged 5 SP:Iteration 80F (22303.520000 sec): 3 clusters Score: Raw -3890490.227784 + Penalty 5043.234471 = -3885446.993313 nChanged 6 SP:Iteration 81Q (22303.790000 sec): 3 clusters Score: Raw -3890490.831316 + Penalty 5043.234471 = -3885447.596845 nChanged 6 SP:Iteration 82Q (22304.120000 sec): 3 clusters Score: Raw -3890491.509000 + Penalty 5043.234471 = -3885448.274528 nChanged 8 SP:Iteration 83Q (22304.390000 sec): 3 clusters Score: Raw -3890492.162380 + Penalty 5043.234471 = -3885448.927909 nChanged 6 SP:Iteration 84Q (22304.660000 sec): 3 clusters Score: Raw -3890492.720473 + Penalty 5043.234471 = -3885449.486002 nChanged 7 SP:Iteration 85Q (22304.930000 sec): 3 clusters Score: Raw -3890493.422481 + Penalty 5043.234471 = -3885450.188010 nChanged 6 SP:Iteration 86Q (22305.240000 sec): 3 clusters Score: Raw -3890493.869467 + Penalty 5043.234471 = -3885450.634996 nChanged 5 SP:Iteration 87Q (22305.520000 sec): 3 clusters Score: Raw -3890494.611920 + Penalty 5043.234471 = -3885451.377448 nChanged 3 SP:Iteration 88Q (22305.790000 sec): 3 clusters Score: Raw -3890494.875927 + Penalty 5043.234471 = -3885451.641456 nChanged 4 SP:Iteration 89Q (22306.100000 sec): 3 clusters Score: Raw -3890495.217661 + Penalty 5043.234471 = -3885451.983189 nChanged 1 SP:Iteration 90Q (22306.430000 sec): 3 clusters Score: Raw -3890495.272423 + Penalty 5043.234471 = -3885452.037951 nChanged 0 SP:Iteration 91F (22306.790000 sec): 3 clusters Score: Raw -3890495.272423 + Penalty 5043.234471 = -3885452.037951 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (41955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22307.060000 sec): 2 clusters Score: Raw -6467065.646203 + Penalty 2639.799518 = -6464425.846686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22307.510000 sec): 3 clusters Score: Raw -6441365.033454 + Penalty 5279.599036 = -6436085.434418 nChanged 19413 SP:Iteration 1F (22307.930000 sec): 3 clusters Score: Raw -6453287.943273 + Penalty 5279.599036 = -6448008.344237 nChanged 3014 SP:Iteration 2F (22308.340000 sec): 3 clusters Score: Raw -6457084.052178 + Penalty 5279.599036 = -6451804.453143 nChanged 3641 SP:Iteration 3F (22308.730000 sec): 3 clusters Score: Raw -6461617.971900 + Penalty 5279.599036 = -6456338.372865 nChanged 3673 SP:Iteration 4F (22309.150000 sec): 3 clusters Score: Raw -6464342.693584 + Penalty 5279.599036 = -6459063.094549 nChanged 3087 SP:Iteration 5F (22309.540000 sec): 3 clusters Score: Raw -6465985.438464 + Penalty 5279.599036 = -6460705.839428 nChanged 2490 SP:Iteration 6F (22309.910000 sec): 3 clusters Score: Raw -6467161.745570 + Penalty 5279.599036 = -6461882.146534 nChanged 2077 SP:Iteration 7Q (22310.330000 sec): 3 clusters Score: Raw -6468135.525882 + Penalty 5279.599036 = -6462855.926847 nChanged 1918 SP:Iteration 8Q (22310.670000 sec): 3 clusters Score: Raw -6469031.414283 + Penalty 5279.599036 = -6463751.815248 nChanged 1847 SP:Iteration 9Q (22311.060000 sec): 3 clusters Score: Raw -6469902.803549 + Penalty 5279.599036 = -6464623.204513 nChanged 1788 SP:Iteration 10Q (22311.480000 sec): 3 clusters Score: Raw -6470793.333168 + Penalty 5279.599036 = -6465513.734132 nChanged 1703 SP:Iteration 11Q (22311.840000 sec): 3 clusters Score: Raw -6471652.429238 + Penalty 5279.599036 = -6466372.830203 nChanged 1588 SP:Iteration 12Q (22312.240000 sec): 3 clusters Score: Raw -6472486.960475 + Penalty 5279.599036 = -6467207.361440 nChanged 1371 SP:Iteration 13Q (22312.630000 sec): 3 clusters Score: Raw -6473204.668451 + Penalty 5279.599036 = -6467925.069415 nChanged 1099 SP:Iteration 14Q (22313.040000 sec): 3 clusters Score: Raw -6473750.370705 + Penalty 5279.599036 = -6468470.771670 nChanged 791 SP:Iteration 15Q (22313.420000 sec): 3 clusters Score: Raw -6474098.737742 + Penalty 5279.599036 = -6468819.138707 nChanged 577 SP:Iteration 16Q (22313.810000 sec): 3 clusters Score: Raw -6474356.607845 + Penalty 5279.599036 = -6469077.008809 nChanged 435 SP:Iteration 17Q (22314.240000 sec): 3 clusters Score: Raw -6474537.005680 + Penalty 5279.599036 = -6469257.406644 nChanged 299 SP:Iteration 18Q (22314.640000 sec): 3 clusters Score: Raw -6474645.893117 + Penalty 5279.599036 = -6469366.294081 nChanged 203 SP:Iteration 19Q (22315.040000 sec): 3 clusters Score: Raw -6474714.678101 + Penalty 5279.599036 = -6469435.079065 nChanged 157 SP:Iteration 20F (22315.470000 sec): 3 clusters Score: Raw -6474790.532304 + Penalty 5279.599036 = -6469510.933269 nChanged 137 SP:Iteration 21Q (22315.890000 sec): 3 clusters Score: Raw -6474881.424638 + Penalty 5279.599036 = -6469601.825603 nChanged 148 SP:Iteration 22Q (22316.240000 sec): 3 clusters Score: Raw -6474992.014052 + Penalty 5279.599036 = -6469712.415016 nChanged 157 SP:Iteration 23Q (22316.710000 sec): 3 clusters Score: Raw -6475105.790009 + Penalty 5279.599036 = -6469826.190973 nChanged 146 SP:Iteration 24Q (22317.160000 sec): 3 clusters Score: Raw -6475214.313428 + Penalty 5279.599036 = -6469934.714393 nChanged 154 SP:Iteration 25Q (22317.580000 sec): 3 clusters Score: Raw -6475338.490990 + Penalty 5279.599036 = -6470058.891954 nChanged 151 SP:Iteration 26Q (22318.010000 sec): 3 clusters Score: Raw -6475507.167297 + Penalty 5279.599036 = -6470227.568261 nChanged 175 SP:Iteration 27Q (22318.360000 sec): 3 clusters Score: Raw -6475770.908975 + Penalty 5279.599036 = -6470491.309940 nChanged 191 SP:Iteration 28Q (22318.800000 sec): 3 clusters Score: Raw -6476248.345402 + Penalty 5279.599036 = -6470968.746367 nChanged 209 SP:Iteration 29Q (22319.130000 sec): 3 clusters Score: Raw -6476845.473869 + Penalty 5279.599036 = -6471565.874833 nChanged 199 SP:Iteration 30Q (22319.550000 sec): 3 clusters Score: Raw -6477125.933602 + Penalty 5279.599036 = -6471846.334567 nChanged 139 SP:Iteration 31Q (22319.900000 sec): 3 clusters Score: Raw -6477213.482167 + Penalty 5279.599036 = -6471933.883132 nChanged 81 SP:Iteration 32Q (22320.290000 sec): 3 clusters Score: Raw -6477241.506294 + Penalty 5279.599036 = -6471961.907259 nChanged 32 SP:Iteration 33Q (22320.670000 sec): 3 clusters Score: Raw -6477248.320233 + Penalty 5279.599036 = -6471968.721197 nChanged 19 SP:Iteration 34Q (22321.150000 sec): 3 clusters Score: Raw -6477251.199483 + Penalty 5279.599036 = -6471971.600448 nChanged 7 SP:Iteration 35Q (22321.520000 sec): 3 clusters Score: Raw -6477251.953659 + Penalty 5279.599036 = -6471972.354623 nChanged 2 SP:Iteration 36Q (22321.900000 sec): 3 clusters Score: Raw -6477252.249257 + Penalty 5279.599036 = -6471972.650222 nChanged 3 SP:Iteration 37Q (22322.290000 sec): 3 clusters Score: Raw -6477252.550599 + Penalty 5279.599036 = -6471972.951564 nChanged 2 SP:Iteration 38Q (22322.620000 sec): 3 clusters Score: Raw -6477252.764361 + Penalty 5279.599036 = -6471973.165325 nChanged 0 SP:Iteration 39F (22323.000000 sec): 3 clusters Score: Raw -6477252.764361 + Penalty 5279.599036 = -6471973.165325 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22323.150000 sec): 2 clusters Score: Raw -143517.050324 + Penalty 1722.850046 = -141794.200277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22323.310000 sec): 3 clusters Score: Raw -143436.813991 + Penalty 3445.700092 = -139991.113899 nChanged 316 SP:Iteration 1F (22323.500000 sec): 3 clusters Score: Raw -144138.728961 + Penalty 3445.700092 = -140693.028869 nChanged 113 SP:Iteration 2F (22323.670000 sec): 3 clusters Score: Raw -144571.475151 + Penalty 3445.700092 = -141125.775059 nChanged 68 SP:Iteration 3F (22323.840000 sec): 3 clusters Score: Raw -144730.600720 + Penalty 3445.700092 = -141284.900628 nChanged 44 SP:Iteration 4Q (22324.020000 sec): 3 clusters Score: Raw -144845.979322 + Penalty 3445.700092 = -141400.279230 nChanged 39 SP:Iteration 5Q (22324.240000 sec): 3 clusters Score: Raw -144947.068463 + Penalty 3445.700092 = -141501.368371 nChanged 29 SP:Iteration 6Q (22324.370000 sec): 3 clusters Score: Raw -144999.927641 + Penalty 3445.700092 = -141554.227549 nChanged 21 SP:Iteration 7Q (22324.540000 sec): 3 clusters Score: Raw -145046.964497 + Penalty 3445.700092 = -141601.264405 nChanged 15 SP:Iteration 8Q (22324.690000 sec): 3 clusters Score: Raw -145096.921924 + Penalty 3445.700092 = -141651.221831 nChanged 19 SP:Iteration 9Q (22324.860000 sec): 3 clusters Score: Raw -145155.304452 + Penalty 3445.700092 = -141709.604360 nChanged 11 SP:Iteration 10Q (22325.020000 sec): 3 clusters Score: Raw -145205.247095 + Penalty 3445.700092 = -141759.547003 nChanged 14 SP:Iteration 11Q (22325.200000 sec): 3 clusters Score: Raw -145240.194900 + Penalty 3445.700092 = -141794.494808 nChanged 11 SP:Iteration 12Q (22325.370000 sec): 3 clusters Score: Raw -145290.613430 + Penalty 3445.700092 = -141844.913338 nChanged 11 SP:Iteration 13Q (22325.510000 sec): 3 clusters Score: Raw -145312.143751 + Penalty 3445.700092 = -141866.443658 nChanged 6 SP:Iteration 14Q (22325.670000 sec): 3 clusters Score: Raw -145316.346114 + Penalty 3445.700092 = -141870.646022 nChanged 1 SP:Iteration 15Q (22325.860000 sec): 3 clusters Score: Raw -145316.741698 + Penalty 3445.700092 = -141871.041606 nChanged 0 SP:Iteration 16F (22326.040000 sec): 3 clusters Score: Raw -145316.741698 + Penalty 3445.700092 = -141871.041606 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (1770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22326.180000 sec): 2 clusters Score: Raw -234405.419520 + Penalty 1854.726237 = -232550.693284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22326.320000 sec): 3 clusters Score: Raw -234199.384960 + Penalty 3709.452473 = -230489.932486 nChanged 694 SP:Iteration 1F (22326.500000 sec): 3 clusters Score: Raw -236098.072534 + Penalty 3709.452473 = -232388.620060 nChanged 348 SP:Iteration 2F (22326.690000 sec): 3 clusters Score: Raw -238576.141211 + Penalty 3709.452473 = -234866.688737 nChanged 178 SP:Iteration 3F (22326.860000 sec): 3 clusters Score: Raw -240048.380185 + Penalty 3709.452473 = -236338.927712 nChanged 77 SP:Iteration 4Q (22327.050000 sec): 3 clusters Score: Raw -240336.476862 + Penalty 3709.452473 = -236627.024389 nChanged 55 SP:Iteration 5Q (22327.210000 sec): 3 clusters Score: Raw -240511.898535 + Penalty 3709.452473 = -236802.446062 nChanged 23 SP:Iteration 6Q (22327.400000 sec): 3 clusters Score: Raw -240603.561363 + Penalty 3709.452473 = -236894.108890 nChanged 14 SP:Iteration 7Q (22327.580000 sec): 3 clusters Score: Raw -240631.808039 + Penalty 3709.452473 = -236922.355565 nChanged 10 SP:Iteration 8Q (22327.730000 sec): 3 clusters Score: Raw -240643.874239 + Penalty 3709.452473 = -236934.421765 nChanged 4 SP:Iteration 9Q (22327.910000 sec): 3 clusters Score: Raw -240657.891937 + Penalty 3709.452473 = -236948.439463 nChanged 3 SP:Iteration 10Q (22328.080000 sec): 3 clusters Score: Raw -240719.579409 + Penalty 3709.452473 = -237010.126935 nChanged 6 SP:Iteration 11Q (22328.300000 sec): 3 clusters Score: Raw -240725.327451 + Penalty 3709.452473 = -237015.874978 nChanged 1 SP:Iteration 12Q (22328.480000 sec): 3 clusters Score: Raw -240725.879339 + Penalty 3709.452473 = -237016.426866 nChanged 2 SP:Iteration 13Q (22328.660000 sec): 3 clusters Score: Raw -240727.246681 + Penalty 3709.452473 = -237017.794207 nChanged 0 SP:Iteration 14F (22328.800000 sec): 3 clusters Score: Raw -240734.047227 + Penalty 3709.452473 = -237024.594753 nChanged 3 SP:Iteration 15Q (22328.990000 sec): 3 clusters Score: Raw -240764.681516 + Penalty 3709.452473 = -237055.229042 nChanged 7 SP:Iteration 16Q (22329.140000 sec): 3 clusters Score: Raw -240807.081896 + Penalty 3709.452473 = -237097.629423 nChanged 6 SP:Iteration 17Q (22329.330000 sec): 3 clusters Score: Raw -240840.203911 + Penalty 3709.452473 = -237130.751437 nChanged 4 SP:Iteration 18Q (22329.510000 sec): 3 clusters Score: Raw -240899.788066 + Penalty 3709.452473 = -237190.335592 nChanged 5 SP:Iteration 19Q (22329.730000 sec): 3 clusters Score: Raw -241058.947087 + Penalty 3709.452473 = -237349.494613 nChanged 9 SP:Iteration 20F (22329.920000 sec): 3 clusters Score: Raw -241124.351762 + Penalty 3709.452473 = -237414.899288 nChanged 5 SP:Iteration 21Q (22330.150000 sec): 3 clusters Score: Raw -241128.532325 + Penalty 3709.452473 = -237419.079851 nChanged 1 SP:Iteration 22Q (22330.310000 sec): 3 clusters Score: Raw -241129.078244 + Penalty 3709.452473 = -237419.625771 nChanged 0 SP:Iteration 23F (22330.530000 sec): 3 clusters Score: Raw -241129.078244 + Penalty 3709.452473 = -237419.625771 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (11387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22330.650000 sec): 2 clusters Score: Raw -1773956.015970 + Penalty 2316.376453 = -1771639.639517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22330.930000 sec): 3 clusters Score: Raw -1767753.529122 + Penalty 4632.752906 = -1763120.776216 nChanged 4842 SP:Iteration 1F (22331.180000 sec): 3 clusters Score: Raw -1771069.033056 + Penalty 4632.752906 = -1766436.280150 nChanged 1135 SP:Iteration 2F (22331.410000 sec): 3 clusters Score: Raw -1772676.260614 + Penalty 4632.752906 = -1768043.507708 nChanged 1341 SP:Iteration 3F (22331.650000 sec): 3 clusters Score: Raw -1774820.001868 + Penalty 4632.752906 = -1770187.248962 nChanged 1199 SP:Iteration 4F (22331.890000 sec): 3 clusters Score: Raw -1776465.599885 + Penalty 4632.752906 = -1771832.846980 nChanged 795 SP:Iteration 5F (22332.090000 sec): 3 clusters Score: Raw -1777193.846409 + Penalty 4632.752906 = -1772561.093503 nChanged 393 SP:Iteration 6Q (22332.370000 sec): 3 clusters Score: Raw -1777434.170255 + Penalty 4632.752906 = -1772801.417349 nChanged 218 SP:Iteration 7Q (22332.570000 sec): 3 clusters Score: Raw -1777531.470288 + Penalty 4632.752906 = -1772898.717382 nChanged 150 SP:Iteration 8Q (22332.850000 sec): 3 clusters Score: Raw -1777598.560259 + Penalty 4632.752906 = -1772965.807353 nChanged 122 SP:Iteration 9Q (22333.100000 sec): 3 clusters Score: Raw -1777646.497033 + Penalty 4632.752906 = -1773013.744127 nChanged 101 SP:Iteration 10Q (22333.300000 sec): 3 clusters Score: Raw -1777683.899993 + Penalty 4632.752906 = -1773051.147088 nChanged 85 SP:Iteration 11Q (22333.530000 sec): 3 clusters Score: Raw -1777710.081990 + Penalty 4632.752906 = -1773077.329084 nChanged 67 SP:Iteration 12Q (22333.790000 sec): 3 clusters Score: Raw -1777727.119250 + Penalty 4632.752906 = -1773094.366345 nChanged 46 SP:Iteration 13Q (22333.990000 sec): 3 clusters Score: Raw -1777738.613119 + Penalty 4632.752906 = -1773105.860213 nChanged 43 SP:Iteration 14Q (22334.230000 sec): 3 clusters Score: Raw -1777749.508455 + Penalty 4632.752906 = -1773116.755550 nChanged 37 SP:Iteration 15Q (22334.470000 sec): 3 clusters Score: Raw -1777757.779837 + Penalty 4632.752906 = -1773125.026931 nChanged 37 SP:Iteration 16Q (22334.740000 sec): 3 clusters Score: Raw -1777764.539682 + Penalty 4632.752906 = -1773131.786776 nChanged 28 SP:Iteration 17Q (22335.020000 sec): 3 clusters Score: Raw -1777769.912551 + Penalty 4632.752906 = -1773137.159645 nChanged 21 SP:Iteration 18Q (22335.260000 sec): 3 clusters Score: Raw -1777773.197564 + Penalty 4632.752906 = -1773140.444658 nChanged 19 SP:Iteration 19Q (22335.510000 sec): 3 clusters Score: Raw -1777775.933810 + Penalty 4632.752906 = -1773143.180904 nChanged 16 SP:Iteration 20F (22335.760000 sec): 3 clusters Score: Raw -1777778.981555 + Penalty 4632.752906 = -1773146.228649 nChanged 11 SP:Iteration 21Q (22335.990000 sec): 3 clusters Score: Raw -1777780.648015 + Penalty 4632.752906 = -1773147.895109 nChanged 11 SP:Iteration 22Q (22336.230000 sec): 3 clusters Score: Raw -1777782.192261 + Penalty 4632.752906 = -1773149.439355 nChanged 6 SP:Iteration 23Q (22336.470000 sec): 3 clusters Score: Raw -1777783.444938 + Penalty 4632.752906 = -1773150.692032 nChanged 6 SP:Iteration 24Q (22336.660000 sec): 3 clusters Score: Raw -1777784.292325 + Penalty 4632.752906 = -1773151.539419 nChanged 9 SP:Iteration 25Q (22336.920000 sec): 3 clusters Score: Raw -1777785.419434 + Penalty 4632.752906 = -1773152.666528 nChanged 9 SP:Iteration 26Q (22337.140000 sec): 3 clusters Score: Raw -1777786.923073 + Penalty 4632.752906 = -1773154.170167 nChanged 8 SP:Iteration 27Q (22337.400000 sec): 3 clusters Score: Raw -1777788.792143 + Penalty 4632.752906 = -1773156.039237 nChanged 12 SP:Iteration 28Q (22337.620000 sec): 3 clusters Score: Raw -1777790.504958 + Penalty 4632.752906 = -1773157.752052 nChanged 10 SP:Iteration 29Q (22337.870000 sec): 3 clusters Score: Raw -1777792.301044 + Penalty 4632.752906 = -1773159.548138 nChanged 11 SP:Iteration 30Q (22338.100000 sec): 3 clusters Score: Raw -1777793.887889 + Penalty 4632.752906 = -1773161.134983 nChanged 10 SP:Iteration 31Q (22338.320000 sec): 3 clusters Score: Raw -1777795.059003 + Penalty 4632.752906 = -1773162.306097 nChanged 10 SP:Iteration 32Q (22338.570000 sec): 3 clusters Score: Raw -1777796.166271 + Penalty 4632.752906 = -1773163.413365 nChanged 8 SP:Iteration 33Q (22338.740000 sec): 3 clusters Score: Raw -1777797.205856 + Penalty 4632.752906 = -1773164.452950 nChanged 9 SP:Iteration 34Q (22338.980000 sec): 3 clusters Score: Raw -1777798.367083 + Penalty 4632.752906 = -1773165.614177 nChanged 10 SP:Iteration 35Q (22339.240000 sec): 3 clusters Score: Raw -1777799.633939 + Penalty 4632.752906 = -1773166.881034 nChanged 8 SP:Iteration 36Q (22339.440000 sec): 3 clusters Score: Raw -1777800.448192 + Penalty 4632.752906 = -1773167.695286 nChanged 4 SP:Iteration 37Q (22339.690000 sec): 3 clusters Score: Raw -1777800.905458 + Penalty 4632.752906 = -1773168.152552 nChanged 3 SP:Iteration 38Q (22339.940000 sec): 3 clusters Score: Raw -1777801.104207 + Penalty 4632.752906 = -1773168.351301 nChanged 0 SP:Iteration 39F (22340.180000 sec): 3 clusters Score: Raw -1777801.104207 + Penalty 4632.752906 = -1773168.351301 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (279181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22341.910000 sec): 2 clusters Score: Raw -43985691.697866 + Penalty 3109.824668 = -43982581.873198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22343.440000 sec): 3 clusters Score: Raw -43800809.795176 + Penalty 6219.649336 = -43794590.145840 nChanged 135067 SP:Iteration 1F (22344.920000 sec): 3 clusters Score: Raw -43881473.052645 + Penalty 6219.649336 = -43875253.403309 nChanged 8113 SP:Iteration 2Q (22346.570000 sec): 3 clusters Score: Raw -43883437.474763 + Penalty 6219.649336 = -43877217.825427 nChanged 8980 SP:Iteration 3Q (22348.290000 sec): 3 clusters Score: Raw -43886083.941041 + Penalty 6219.649336 = -43879864.291705 nChanged 10201 SP:Iteration 4Q (22349.990000 sec): 3 clusters Score: Raw -43889781.672906 + Penalty 6219.649336 = -43883562.023570 nChanged 11735 SP:Iteration 5Q (22351.750000 sec): 3 clusters Score: Raw -43894841.673107 + Penalty 6219.649336 = -43888622.023771 nChanged 13079 SP:Iteration 6Q (22353.350000 sec): 3 clusters Score: Raw -43901318.933888 + Penalty 6219.649336 = -43895099.284553 nChanged 14216 SP:Iteration 7F (22354.830000 sec): 3 clusters Score: Raw -43908901.526674 + Penalty 6219.649336 = -43902681.877339 nChanged 14886 SP:Iteration 8F (22356.460000 sec): 3 clusters Score: Raw -43917034.137801 + Penalty 6219.649336 = -43910814.488465 nChanged 14837 SP:Iteration 9F (22358.050000 sec): 3 clusters Score: Raw -43925207.285299 + Penalty 6219.649336 = -43918987.635964 nChanged 14820 SP:Iteration 10F (22359.720000 sec): 3 clusters Score: Raw -43933713.782794 + Penalty 6219.649336 = -43927494.133459 nChanged 15278 SP:Iteration 11F (22361.280000 sec): 3 clusters Score: Raw -43943082.729697 + Penalty 6219.649336 = -43936863.080362 nChanged 15433 SP:Iteration 12F (22362.800000 sec): 3 clusters Score: Raw -43953175.078130 + Penalty 6219.649336 = -43946955.428794 nChanged 14535 SP:Iteration 13F (22364.390000 sec): 3 clusters Score: Raw -43963207.517429 + Penalty 6219.649336 = -43956987.868093 nChanged 12193 SP:Iteration 14Q (22365.930000 sec): 3 clusters Score: Raw -43971772.990215 + Penalty 6219.649336 = -43965553.340880 nChanged 8798 SP:Iteration 15Q (22367.510000 sec): 3 clusters Score: Raw -43977899.453974 + Penalty 6219.649336 = -43971679.804639 nChanged 5605 SP:Iteration 16Q (22369.150000 sec): 3 clusters Score: Raw -43981731.868582 + Penalty 6219.649336 = -43975512.219247 nChanged 3093 SP:Iteration 17Q (22370.490000 sec): 3 clusters Score: Raw -43983782.609545 + Penalty 6219.649336 = -43977562.960209 nChanged 1608 SP:Iteration 18Q (22371.920000 sec): 3 clusters Score: Raw -43984841.577381 + Penalty 6219.649336 = -43978621.928045 nChanged 798 SP:Iteration 19Q (22373.180000 sec): 3 clusters Score: Raw -43985389.780154 + Penalty 6219.649336 = -43979170.130818 nChanged 425 SP:Iteration 20F (22374.790000 sec): 3 clusters Score: Raw -43985662.512629 + Penalty 6219.649336 = -43979442.863293 nChanged 262 SP:Iteration 21Q (22376.150000 sec): 3 clusters Score: Raw -43985819.108940 + Penalty 6219.649336 = -43979599.459604 nChanged 143 SP:Iteration 22Q (22377.530000 sec): 3 clusters Score: Raw -43985912.828040 + Penalty 6219.649336 = -43979693.178704 nChanged 94 SP:Iteration 23Q (22378.830000 sec): 3 clusters Score: Raw -43985971.989225 + Penalty 6219.649336 = -43979752.339889 nChanged 73 SP:Iteration 24Q (22380.170000 sec): 3 clusters Score: Raw -43986019.258423 + Penalty 6219.649336 = -43979799.609087 nChanged 46 SP:Iteration 25Q (22381.550000 sec): 3 clusters Score: Raw -43986046.558556 + Penalty 6219.649336 = -43979826.909221 nChanged 33 SP:Iteration 26Q (22382.930000 sec): 3 clusters Score: Raw -43986067.373775 + Penalty 6219.649336 = -43979847.724440 nChanged 23 SP:Iteration 27Q (22384.290000 sec): 3 clusters Score: Raw -43986082.728873 + Penalty 6219.649336 = -43979863.079537 nChanged 22 SP:Iteration 28Q (22385.630000 sec): 3 clusters Score: Raw -43986097.631446 + Penalty 6219.649336 = -43979877.982111 nChanged 15 SP:Iteration 29Q (22387.000000 sec): 3 clusters Score: Raw -43986106.590831 + Penalty 6219.649336 = -43979886.941495 nChanged 11 SP:Iteration 30Q (22388.330000 sec): 3 clusters Score: Raw -43986112.755173 + Penalty 6219.649336 = -43979893.105838 nChanged 10 SP:Iteration 31Q (22389.700000 sec): 3 clusters Score: Raw -43986118.603475 + Penalty 6219.649336 = -43979898.954139 nChanged 10 SP:Iteration 32Q (22390.940000 sec): 3 clusters Score: Raw -43986123.785854 + Penalty 6219.649336 = -43979904.136519 nChanged 7 SP:Iteration 33Q (22392.190000 sec): 3 clusters Score: Raw -43986127.823449 + Penalty 6219.649336 = -43979908.174114 nChanged 6 SP:Iteration 34Q (22393.390000 sec): 3 clusters Score: Raw -43986131.351396 + Penalty 6219.649336 = -43979911.702061 nChanged 3 SP:Iteration 35Q (22394.690000 sec): 3 clusters Score: Raw -43986134.118162 + Penalty 6219.649336 = -43979914.468827 nChanged 5 SP:Iteration 36Q (22395.890000 sec): 3 clusters Score: Raw -43986137.386559 + Penalty 6219.649336 = -43979917.737224 nChanged 7 SP:Iteration 37Q (22397.260000 sec): 3 clusters Score: Raw -43986143.133826 + Penalty 6219.649336 = -43979923.484490 nChanged 7 SP:Iteration 38Q (22398.570000 sec): 3 clusters Score: Raw -43986146.555431 + Penalty 6219.649336 = -43979926.906095 nChanged 4 SP:Iteration 39Q (22399.840000 sec): 3 clusters Score: Raw -43986149.836234 + Penalty 6219.649336 = -43979930.186898 nChanged 2 SP:Iteration 40F (22401.400000 sec): 3 clusters Score: Raw -43986151.673389 + Penalty 6219.649336 = -43979932.024053 nChanged 3 SP:Iteration 41Q (22402.770000 sec): 3 clusters Score: Raw -43986152.609934 + Penalty 6219.649336 = -43979932.960598 nChanged 2 SP:Iteration 42Q (22404.170000 sec): 3 clusters Score: Raw -43986153.932357 + Penalty 6219.649336 = -43979934.283022 nChanged 3 SP:Iteration 43Q (22405.500000 sec): 3 clusters Score: Raw -43986155.866822 + Penalty 6219.649336 = -43979936.217487 nChanged 1 SP:Iteration 44Q (22406.750000 sec): 3 clusters Score: Raw -43986156.743437 + Penalty 6219.649336 = -43979937.094102 nChanged 4 SP:Iteration 45Q (22408.040000 sec): 3 clusters Score: Raw -43986158.933376 + Penalty 6219.649336 = -43979939.284041 nChanged 1 SP:Iteration 46Q (22409.270000 sec): 3 clusters Score: Raw -43986159.317453 + Penalty 6219.649336 = -43979939.668118 nChanged 1 SP:Iteration 47Q (22410.450000 sec): 3 clusters Score: Raw -43986159.869829 + Penalty 6219.649336 = -43979940.220493 nChanged 0 SP:Iteration 48F (22411.860000 sec): 3 clusters Score: Raw -43986159.869829 + Penalty 6219.649336 = -43979940.220493 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (89487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22412.410000 sec): 2 clusters Score: Raw -14077275.630355 + Penalty 2827.658463 = -14074447.971891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22413.020000 sec): 3 clusters Score: Raw -14020555.208377 + Penalty 5655.316927 = -14014899.891451 nChanged 41963 SP:Iteration 1F (22413.660000 sec): 3 clusters Score: Raw -14045236.516381 + Penalty 5655.316927 = -14039581.199454 nChanged 4457 SP:Iteration 2Q (22414.310000 sec): 3 clusters Score: Raw -14048002.775728 + Penalty 5655.316927 = -14042347.458802 nChanged 5375 SP:Iteration 3F (22414.960000 sec): 3 clusters Score: Raw -14052442.469545 + Penalty 5655.316927 = -14046787.152618 nChanged 6501 SP:Iteration 4F (22415.600000 sec): 3 clusters Score: Raw -14057429.911657 + Penalty 5655.316927 = -14051774.594730 nChanged 6747 SP:Iteration 5F (22416.290000 sec): 3 clusters Score: Raw -14062217.334657 + Penalty 5655.316927 = -14056562.017730 nChanged 6218 SP:Iteration 6F (22417.060000 sec): 3 clusters Score: Raw -14066538.171645 + Penalty 5655.316927 = -14060882.854718 nChanged 5550 SP:Iteration 7F (22417.720000 sec): 3 clusters Score: Raw -14070277.400574 + Penalty 5655.316927 = -14064622.083647 nChanged 4780 SP:Iteration 8F (22418.430000 sec): 3 clusters Score: Raw -14073299.571426 + Penalty 5655.316927 = -14067644.254499 nChanged 3801 SP:Iteration 9Q (22419.120000 sec): 3 clusters Score: Raw -14075493.185553 + Penalty 5655.316927 = -14069837.868626 nChanged 3039 SP:Iteration 10Q (22419.750000 sec): 3 clusters Score: Raw -14077180.106418 + Penalty 5655.316927 = -14071524.789491 nChanged 2464 SP:Iteration 11Q (22420.460000 sec): 3 clusters Score: Raw -14078575.555213 + Penalty 5655.316927 = -14072920.238286 nChanged 2132 SP:Iteration 12Q (22421.100000 sec): 3 clusters Score: Raw -14079929.966805 + Penalty 5655.316927 = -14074274.649879 nChanged 1947 SP:Iteration 13Q (22421.680000 sec): 3 clusters Score: Raw -14081288.173219 + Penalty 5655.316927 = -14075632.856293 nChanged 1774 SP:Iteration 14Q (22422.270000 sec): 3 clusters Score: Raw -14082667.958854 + Penalty 5655.316927 = -14077012.641927 nChanged 1575 SP:Iteration 15Q (22422.930000 sec): 3 clusters Score: Raw -14083847.826593 + Penalty 5655.316927 = -14078192.509667 nChanged 1290 SP:Iteration 16Q (22423.570000 sec): 3 clusters Score: Raw -14084501.754304 + Penalty 5655.316927 = -14078846.437378 nChanged 899 SP:Iteration 17Q (22424.250000 sec): 3 clusters Score: Raw -14084775.704886 + Penalty 5655.316927 = -14079120.387959 nChanged 632 SP:Iteration 18Q (22424.940000 sec): 3 clusters Score: Raw -14084910.276943 + Penalty 5655.316927 = -14079254.960016 nChanged 478 SP:Iteration 19Q (22425.540000 sec): 3 clusters Score: Raw -14084987.378754 + Penalty 5655.316927 = -14079332.061827 nChanged 353 SP:Iteration 20F (22426.160000 sec): 3 clusters Score: Raw -14085033.030184 + Penalty 5655.316927 = -14079377.713257 nChanged 287 SP:Iteration 21Q (22426.770000 sec): 3 clusters Score: Raw -14085063.100874 + Penalty 5655.316927 = -14079407.783948 nChanged 205 SP:Iteration 22Q (22427.410000 sec): 3 clusters Score: Raw -14085080.129130 + Penalty 5655.316927 = -14079424.812203 nChanged 161 SP:Iteration 23Q (22427.960000 sec): 3 clusters Score: Raw -14085091.309417 + Penalty 5655.316927 = -14079435.992490 nChanged 115 SP:Iteration 24Q (22428.590000 sec): 3 clusters Score: Raw -14085096.954237 + Penalty 5655.316927 = -14079441.637310 nChanged 96 SP:Iteration 25Q (22429.230000 sec): 3 clusters Score: Raw -14085102.232769 + Penalty 5655.316927 = -14079446.915843 nChanged 85 SP:Iteration 26Q (22429.890000 sec): 3 clusters Score: Raw -14085107.222848 + Penalty 5655.316927 = -14079451.905922 nChanged 84 SP:Iteration 27Q (22430.590000 sec): 3 clusters Score: Raw -14085111.920105 + Penalty 5655.316927 = -14079456.603179 nChanged 63 SP:Iteration 28Q (22431.290000 sec): 3 clusters Score: Raw -14085115.174858 + Penalty 5655.316927 = -14079459.857931 nChanged 49 SP:Iteration 29Q (22431.990000 sec): 3 clusters Score: Raw -14085117.431623 + Penalty 5655.316927 = -14079462.114696 nChanged 53 SP:Iteration 30Q (22432.630000 sec): 3 clusters Score: Raw -14085119.659389 + Penalty 5655.316927 = -14079464.342463 nChanged 60 SP:Iteration 31Q (22433.250000 sec): 3 clusters Score: Raw -14085122.530805 + Penalty 5655.316927 = -14079467.213879 nChanged 75 SP:Iteration 32Q (22433.860000 sec): 3 clusters Score: Raw -14085126.274163 + Penalty 5655.316927 = -14079470.957237 nChanged 72 SP:Iteration 33Q (22434.420000 sec): 3 clusters Score: Raw -14085129.245235 + Penalty 5655.316927 = -14079473.928308 nChanged 61 SP:Iteration 34Q (22435.000000 sec): 3 clusters Score: Raw -14085131.939326 + Penalty 5655.316927 = -14079476.622399 nChanged 57 SP:Iteration 35Q (22435.640000 sec): 3 clusters Score: Raw -14085134.235401 + Penalty 5655.316927 = -14079478.918474 nChanged 55 SP:Iteration 36Q (22436.200000 sec): 3 clusters Score: Raw -14085136.572091 + Penalty 5655.316927 = -14079481.255164 nChanged 59 SP:Iteration 37Q (22436.800000 sec): 3 clusters Score: Raw -14085139.134923 + Penalty 5655.316927 = -14079483.817996 nChanged 57 SP:Iteration 38Q (22437.420000 sec): 3 clusters Score: Raw -14085141.593326 + Penalty 5655.316927 = -14079486.276399 nChanged 64 SP:Iteration 39Q (22437.980000 sec): 3 clusters Score: Raw -14085144.610935 + Penalty 5655.316927 = -14079489.294008 nChanged 70 SP:Iteration 40F (22438.570000 sec): 3 clusters Score: Raw -14085147.759890 + Penalty 5655.316927 = -14079492.442964 nChanged 63 SP:Iteration 41Q (22439.160000 sec): 3 clusters Score: Raw -14085150.216298 + Penalty 5655.316927 = -14079494.899371 nChanged 52 SP:Iteration 42Q (22439.730000 sec): 3 clusters Score: Raw -14085152.570425 + Penalty 5655.316927 = -14079497.253499 nChanged 59 SP:Iteration 43Q (22440.280000 sec): 3 clusters Score: Raw -14085154.890797 + Penalty 5655.316927 = -14079499.573870 nChanged 37 SP:Iteration 44Q (22440.880000 sec): 3 clusters Score: Raw -14085156.491189 + Penalty 5655.316927 = -14079501.174263 nChanged 51 SP:Iteration 45Q (22441.440000 sec): 3 clusters Score: Raw -14085158.767388 + Penalty 5655.316927 = -14079503.450462 nChanged 42 SP:Iteration 46Q (22442.020000 sec): 3 clusters Score: Raw -14085160.757409 + Penalty 5655.316927 = -14079505.440482 nChanged 50 SP:Iteration 47Q (22442.670000 sec): 3 clusters Score: Raw -14085163.183194 + Penalty 5655.316927 = -14079507.866267 nChanged 56 SP:Iteration 48Q (22443.290000 sec): 3 clusters Score: Raw -14085166.130016 + Penalty 5655.316927 = -14079510.813090 nChanged 58 SP:Iteration 49Q (22443.920000 sec): 3 clusters Score: Raw -14085168.759807 + Penalty 5655.316927 = -14079513.442881 nChanged 51 SP:Iteration 50Q (22444.520000 sec): 3 clusters Score: Raw -14085170.955081 + Penalty 5655.316927 = -14079515.638154 nChanged 52 SP:Iteration 51Q (22445.200000 sec): 3 clusters Score: Raw -14085172.919791 + Penalty 5655.316927 = -14079517.602864 nChanged 47 SP:Iteration 52Q (22445.780000 sec): 3 clusters Score: Raw -14085174.671900 + Penalty 5655.316927 = -14079519.354973 nChanged 48 SP:Iteration 53Q (22446.410000 sec): 3 clusters Score: Raw -14085176.763899 + Penalty 5655.316927 = -14079521.446973 nChanged 44 SP:Iteration 54Q (22446.990000 sec): 3 clusters Score: Raw -14085178.693230 + Penalty 5655.316927 = -14079523.376303 nChanged 55 SP:Iteration 55Q (22447.580000 sec): 3 clusters Score: Raw -14085181.432214 + Penalty 5655.316927 = -14079526.115287 nChanged 59 SP:Iteration 56Q (22448.220000 sec): 3 clusters Score: Raw -14085184.262218 + Penalty 5655.316927 = -14079528.945291 nChanged 69 SP:Iteration 57Q (22448.840000 sec): 3 clusters Score: Raw -14085188.025065 + Penalty 5655.316927 = -14079532.708139 nChanged 77 SP:Iteration 58Q (22449.460000 sec): 3 clusters Score: Raw -14085192.299680 + Penalty 5655.316927 = -14079536.982753 nChanged 94 SP:Iteration 59Q (22450.030000 sec): 3 clusters Score: Raw -14085198.597582 + Penalty 5655.316927 = -14079543.280655 nChanged 97 SP:Iteration 60F (22450.630000 sec): 3 clusters Score: Raw -14085205.373714 + Penalty 5655.316927 = -14079550.056787 nChanged 102 SP:Iteration 61Q (22451.260000 sec): 3 clusters Score: Raw -14085211.752374 + Penalty 5655.316927 = -14079556.435448 nChanged 103 SP:Iteration 62Q (22451.850000 sec): 3 clusters Score: Raw -14085218.497400 + Penalty 5655.316927 = -14079563.180473 nChanged 98 SP:Iteration 63Q (22452.390000 sec): 3 clusters Score: Raw -14085226.123683 + Penalty 5655.316927 = -14079570.806757 nChanged 103 SP:Iteration 64Q (22452.950000 sec): 3 clusters Score: Raw -14085234.059145 + Penalty 5655.316927 = -14079578.742218 nChanged 126 SP:Iteration 65Q (22453.530000 sec): 3 clusters Score: Raw -14085244.803659 + Penalty 5655.316927 = -14079589.486733 nChanged 142 SP:Iteration 66Q (22454.040000 sec): 3 clusters Score: Raw -14085257.925199 + Penalty 5655.316927 = -14079602.608273 nChanged 149 SP:Iteration 67Q (22454.580000 sec): 3 clusters Score: Raw -14085270.151572 + Penalty 5655.316927 = -14079614.834645 nChanged 163 SP:Iteration 68Q (22455.140000 sec): 3 clusters Score: Raw -14085286.149028 + Penalty 5655.316927 = -14079630.832101 nChanged 183 SP:Iteration 69Q (22455.680000 sec): 3 clusters Score: Raw -14085305.296367 + Penalty 5655.316927 = -14079649.979440 nChanged 205 SP:Iteration 70Q (22456.310000 sec): 3 clusters Score: Raw -14085328.895929 + Penalty 5655.316927 = -14079673.579003 nChanged 217 SP:Iteration 71Q (22456.910000 sec): 3 clusters Score: Raw -14085351.094139 + Penalty 5655.316927 = -14079695.777213 nChanged 193 SP:Iteration 72Q (22457.490000 sec): 3 clusters Score: Raw -14085370.885527 + Penalty 5655.316927 = -14079715.568600 nChanged 186 SP:Iteration 73Q (22458.060000 sec): 3 clusters Score: Raw -14085391.451037 + Penalty 5655.316927 = -14079736.134110 nChanged 212 SP:Iteration 74Q (22458.670000 sec): 3 clusters Score: Raw -14085417.841574 + Penalty 5655.316927 = -14079762.524648 nChanged 238 SP:Iteration 75Q (22459.230000 sec): 3 clusters Score: Raw -14085453.130318 + Penalty 5655.316927 = -14079797.813391 nChanged 294 SP:Iteration 76Q (22459.800000 sec): 3 clusters Score: Raw -14085503.295144 + Penalty 5655.316927 = -14079847.978217 nChanged 294 SP:Iteration 77Q (22460.370000 sec): 3 clusters Score: Raw -14085552.018848 + Penalty 5655.316927 = -14079896.701921 nChanged 303 SP:Iteration 78Q (22460.960000 sec): 3 clusters Score: Raw -14085603.960149 + Penalty 5655.316927 = -14079948.643223 nChanged 304 SP:Iteration 79Q (22461.540000 sec): 3 clusters Score: Raw -14085657.826185 + Penalty 5655.316927 = -14080002.509258 nChanged 318 SP:Iteration 80F (22462.160000 sec): 3 clusters Score: Raw -14085720.453428 + Penalty 5655.316927 = -14080065.136502 nChanged 331 SP:Iteration 81Q (22462.830000 sec): 3 clusters Score: Raw -14085787.301555 + Penalty 5655.316927 = -14080131.984629 nChanged 365 SP:Iteration 82Q (22463.410000 sec): 3 clusters Score: Raw -14085862.761280 + Penalty 5655.316927 = -14080207.444354 nChanged 363 SP:Iteration 83Q (22464.120000 sec): 3 clusters Score: Raw -14085941.134171 + Penalty 5655.316927 = -14080285.817245 nChanged 337 SP:Iteration 84Q (22464.850000 sec): 3 clusters Score: Raw -14086016.560135 + Penalty 5655.316927 = -14080361.243209 nChanged 325 SP:Iteration 85Q (22465.410000 sec): 3 clusters Score: Raw -14086085.358039 + Penalty 5655.316927 = -14080430.041112 nChanged 300 SP:Iteration 86Q (22466.020000 sec): 3 clusters Score: Raw -14086140.786688 + Penalty 5655.316927 = -14080485.469761 nChanged 247 SP:Iteration 87Q (22466.620000 sec): 3 clusters Score: Raw -14086185.058673 + Penalty 5655.316927 = -14080529.741746 nChanged 253 SP:Iteration 88Q (22467.220000 sec): 3 clusters Score: Raw -14086230.280284 + Penalty 5655.316927 = -14080574.963357 nChanged 227 SP:Iteration 89Q (22467.790000 sec): 3 clusters Score: Raw -14086270.551084 + Penalty 5655.316927 = -14080615.234158 nChanged 223 SP:Iteration 90Q (22468.340000 sec): 3 clusters Score: Raw -14086311.093955 + Penalty 5655.316927 = -14080655.777029 nChanged 206 SP:Iteration 91Q (22468.900000 sec): 3 clusters Score: Raw -14086343.995476 + Penalty 5655.316927 = -14080688.678550 nChanged 171 SP:Iteration 92Q (22469.450000 sec): 3 clusters Score: Raw -14086370.390747 + Penalty 5655.316927 = -14080715.073821 nChanged 149 SP:Iteration 93Q (22470.020000 sec): 3 clusters Score: Raw -14086391.906932 + Penalty 5655.316927 = -14080736.590006 nChanged 139 SP:Iteration 94Q (22470.610000 sec): 3 clusters Score: Raw -14086409.165299 + Penalty 5655.316927 = -14080753.848372 nChanged 109 SP:Iteration 95Q (22471.140000 sec): 3 clusters Score: Raw -14086421.753952 + Penalty 5655.316927 = -14080766.437025 nChanged 92 SP:Iteration 96Q (22471.740000 sec): 3 clusters Score: Raw -14086432.855624 + Penalty 5655.316927 = -14080777.538698 nChanged 93 SP:Iteration 97Q (22472.320000 sec): 3 clusters Score: Raw -14086445.108184 + Penalty 5655.316927 = -14080789.791257 nChanged 95 SP:Iteration 98Q (22472.930000 sec): 3 clusters Score: Raw -14086457.356080 + Penalty 5655.316927 = -14080802.039154 nChanged 79 SP:Iteration 99Q (22473.510000 sec): 3 clusters Score: Raw -14086467.159074 + Penalty 5655.316927 = -14080811.842147 nChanged 72 SP:Iteration 100F (22474.150000 sec): 3 clusters Score: Raw -14086475.661064 + Penalty 5655.316927 = -14080820.344138 nChanged 59 SP:Iteration 101Q (22474.730000 sec): 3 clusters Score: Raw -14086483.011882 + Penalty 5655.316927 = -14080827.694956 nChanged 55 SP:Iteration 102Q (22475.430000 sec): 3 clusters Score: Raw -14086489.641326 + Penalty 5655.316927 = -14080834.324400 nChanged 68 SP:Iteration 103Q (22476.080000 sec): 3 clusters Score: Raw -14086498.455409 + Penalty 5655.316927 = -14080843.138482 nChanged 71 SP:Iteration 104Q (22476.680000 sec): 3 clusters Score: Raw -14086505.402561 + Penalty 5655.316927 = -14080850.085634 nChanged 41 SP:Iteration 105Q (22477.280000 sec): 3 clusters Score: Raw -14086508.926216 + Penalty 5655.316927 = -14080853.609289 nChanged 32 SP:Iteration 106Q (22477.890000 sec): 3 clusters Score: Raw -14086511.841775 + Penalty 5655.316927 = -14080856.524848 nChanged 28 SP:Iteration 107Q (22478.500000 sec): 3 clusters Score: Raw -14086513.947510 + Penalty 5655.316927 = -14080858.630584 nChanged 34 SP:Iteration 108Q (22479.080000 sec): 3 clusters Score: Raw -14086517.078878 + Penalty 5655.316927 = -14080861.761952 nChanged 38 SP:Iteration 109Q (22479.720000 sec): 3 clusters Score: Raw -14086520.557108 + Penalty 5655.316927 = -14080865.240181 nChanged 37 SP:Iteration 110Q (22480.280000 sec): 3 clusters Score: Raw -14086524.307761 + Penalty 5655.316927 = -14080868.990835 nChanged 37 SP:Iteration 111Q (22480.850000 sec): 3 clusters Score: Raw -14086528.103809 + Penalty 5655.316927 = -14080872.786882 nChanged 32 SP:Iteration 112Q (22481.430000 sec): 3 clusters Score: Raw -14086531.127725 + Penalty 5655.316927 = -14080875.810798 nChanged 29 SP:Iteration 113Q (22482.010000 sec): 3 clusters Score: Raw -14086533.241630 + Penalty 5655.316927 = -14080877.924704 nChanged 24 SP:Iteration 114Q (22482.580000 sec): 3 clusters Score: Raw -14086535.344905 + Penalty 5655.316927 = -14080880.027979 nChanged 23 SP:Iteration 115Q (22483.150000 sec): 3 clusters Score: Raw -14086537.094600 + Penalty 5655.316927 = -14080881.777674 nChanged 17 SP:Iteration 116Q (22483.720000 sec): 3 clusters Score: Raw -14086538.091690 + Penalty 5655.316927 = -14080882.774764 nChanged 9 SP:Iteration 117Q (22484.260000 sec): 3 clusters Score: Raw -14086538.434589 + Penalty 5655.316927 = -14080883.117663 nChanged 5 SP:Iteration 118Q (22484.900000 sec): 3 clusters Score: Raw -14086538.742602 + Penalty 5655.316927 = -14080883.425675 nChanged 6 SP:Iteration 119Q (22485.490000 sec): 3 clusters Score: Raw -14086539.106184 + Penalty 5655.316927 = -14080883.789257 nChanged 6 SP:Iteration 120F (22486.170000 sec): 3 clusters Score: Raw -14086539.367145 + Penalty 5655.316927 = -14080884.050219 nChanged 4 SP:Iteration 121Q (22486.730000 sec): 3 clusters Score: Raw -14086539.655155 + Penalty 5655.316927 = -14080884.338229 nChanged 1 SP:Iteration 122Q (22487.290000 sec): 3 clusters Score: Raw -14086539.669077 + Penalty 5655.316927 = -14080884.352150 nChanged 2 SP:Iteration 123Q (22487.900000 sec): 3 clusters Score: Raw -14086539.718071 + Penalty 5655.316927 = -14080884.401144 nChanged 2 SP:Iteration 124Q (22488.560000 sec): 3 clusters Score: Raw -14086539.843553 + Penalty 5655.316927 = -14080884.526626 nChanged 3 SP:Iteration 125Q (22489.180000 sec): 3 clusters Score: Raw -14086540.073518 + Penalty 5655.316927 = -14080884.756591 nChanged 7 SP:Iteration 126Q (22489.740000 sec): 3 clusters Score: Raw -14086540.476258 + Penalty 5655.316927 = -14080885.159331 nChanged 3 SP:Iteration 127Q (22490.310000 sec): 3 clusters Score: Raw -14086540.584423 + Penalty 5655.316927 = -14080885.267496 nChanged 2 SP:Iteration 128Q (22490.930000 sec): 3 clusters Score: Raw -14086540.649245 + Penalty 5655.316927 = -14080885.332318 nChanged 3 SP:Iteration 129Q (22491.480000 sec): 3 clusters Score: Raw -14086540.766335 + Penalty 5655.316927 = -14080885.449408 nChanged 0 SP:Iteration 130F (22492.130000 sec): 3 clusters Score: Raw -14086540.766335 + Penalty 5655.316927 = -14080885.449408 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22492.280000 sec): 2 clusters Score: Raw -291570.859333 + Penalty 1884.899779 = -289685.959554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22492.500000 sec): 3 clusters Score: Raw -290880.577394 + Penalty 3769.799558 = -287110.777836 nChanged 667 SP:Iteration 1F (22492.670000 sec): 3 clusters Score: Raw -291546.987352 + Penalty 3769.799558 = -287777.187794 nChanged 206 SP:Iteration 2F (22492.890000 sec): 3 clusters Score: Raw -291947.461564 + Penalty 3769.799558 = -288177.662006 nChanged 223 SP:Iteration 3F (22493.110000 sec): 3 clusters Score: Raw -292518.131116 + Penalty 3769.799558 = -288748.331558 nChanged 220 SP:Iteration 4F (22493.290000 sec): 3 clusters Score: Raw -293334.422712 + Penalty 3769.799558 = -289564.623154 nChanged 177 SP:Iteration 5F (22493.490000 sec): 3 clusters Score: Raw -293951.503250 + Penalty 3769.799558 = -290181.703692 nChanged 112 SP:Iteration 6F (22493.650000 sec): 3 clusters Score: Raw -294202.010391 + Penalty 3769.799558 = -290432.210833 nChanged 69 SP:Iteration 7Q (22493.870000 sec): 3 clusters Score: Raw -294311.359659 + Penalty 3769.799558 = -290541.560101 nChanged 35 SP:Iteration 8Q (22494.090000 sec): 3 clusters Score: Raw -294352.458187 + Penalty 3769.799558 = -290582.658629 nChanged 20 SP:Iteration 9Q (22494.270000 sec): 3 clusters Score: Raw -294377.538084 + Penalty 3769.799558 = -290607.738526 nChanged 11 SP:Iteration 10Q (22494.470000 sec): 3 clusters Score: Raw -294383.353780 + Penalty 3769.799558 = -290613.554222 nChanged 10 SP:Iteration 11Q (22494.630000 sec): 3 clusters Score: Raw -294386.945887 + Penalty 3769.799558 = -290617.146329 nChanged 4 SP:Iteration 12Q (22494.810000 sec): 3 clusters Score: Raw -294388.353062 + Penalty 3769.799558 = -290618.553504 nChanged 1 SP:Iteration 13Q (22495.010000 sec): 3 clusters Score: Raw -294388.552883 + Penalty 3769.799558 = -290618.753325 nChanged 1 SP:Iteration 14Q (22495.230000 sec): 3 clusters Score: Raw -294388.920810 + Penalty 3769.799558 = -290619.121252 nChanged 0 SP:Iteration 15F (22495.420000 sec): 3 clusters Score: Raw -294388.920810 + Penalty 3769.799558 = -290619.121252 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22495.500000 sec): 2 clusters Score: Raw -152810.364240 + Penalty 1741.892221 = -151068.472019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22495.730000 sec): 3 clusters Score: Raw -152625.917730 + Penalty 3483.784442 = -149142.133289 nChanged 355 SP:Iteration 1F (22495.900000 sec): 3 clusters Score: Raw -153318.137431 + Penalty 3483.784442 = -149834.352989 nChanged 123 SP:Iteration 2F (22496.090000 sec): 3 clusters Score: Raw -153998.505343 + Penalty 3483.784442 = -150514.720901 nChanged 135 SP:Iteration 3F (22496.270000 sec): 3 clusters Score: Raw -154604.849185 + Penalty 3483.784442 = -151121.064744 nChanged 139 SP:Iteration 4F (22496.440000 sec): 3 clusters Score: Raw -155250.533376 + Penalty 3483.784442 = -151766.748935 nChanged 88 SP:Iteration 5F (22496.660000 sec): 3 clusters Score: Raw -155785.130353 + Penalty 3483.784442 = -152301.345912 nChanged 52 SP:Iteration 6Q (22496.860000 sec): 3 clusters Score: Raw -156176.524905 + Penalty 3483.784442 = -152692.740463 nChanged 18 SP:Iteration 7Q (22497.020000 sec): 3 clusters Score: Raw -156224.455898 + Penalty 3483.784442 = -152740.671456 nChanged 10 SP:Iteration 8Q (22497.220000 sec): 3 clusters Score: Raw -156249.477011 + Penalty 3483.784442 = -152765.692569 nChanged 7 SP:Iteration 9Q (22497.400000 sec): 3 clusters Score: Raw -156269.710122 + Penalty 3483.784442 = -152785.925680 nChanged 8 SP:Iteration 10Q (22497.550000 sec): 3 clusters Score: Raw -156303.161408 + Penalty 3483.784442 = -152819.376967 nChanged 8 SP:Iteration 11Q (22497.730000 sec): 3 clusters Score: Raw -156331.450566 + Penalty 3483.784442 = -152847.666124 nChanged 7 SP:Iteration 12Q (22497.940000 sec): 3 clusters Score: Raw -156347.543373 + Penalty 3483.784442 = -152863.758931 nChanged 2 SP:Iteration 13Q (22498.120000 sec): 3 clusters Score: Raw -156351.289660 + Penalty 3483.784442 = -152867.505218 nChanged 0 SP:Iteration 14F (22498.320000 sec): 3 clusters Score: Raw -156354.472767 + Penalty 3483.784442 = -152870.688326 nChanged 1 SP:Iteration 15Q (22498.490000 sec): 3 clusters Score: Raw -156402.464545 + Penalty 3483.784442 = -152918.680104 nChanged 1 SP:Iteration 16Q (22498.700000 sec): 3 clusters Score: Raw -156403.908727 + Penalty 3483.784442 = -152920.124285 nChanged 0 SP:Iteration 17F (22498.840000 sec): 3 clusters Score: Raw -156403.908727 + Penalty 3483.784442 = -152920.124285 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (78906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22499.320000 sec): 2 clusters Score: Raw -12756287.232929 + Penalty 2796.451112 = -12753490.781816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22499.970000 sec): 3 clusters Score: Raw -12706237.241976 + Penalty 5592.902225 = -12700644.339751 nChanged 37042 SP:Iteration 1F (22500.520000 sec): 3 clusters Score: Raw -12727858.242611 + Penalty 5592.902225 = -12722265.340386 nChanged 4177 SP:Iteration 2F (22501.160000 sec): 3 clusters Score: Raw -12730281.705217 + Penalty 5592.902225 = -12724688.802992 nChanged 5755 SP:Iteration 3F (22501.700000 sec): 3 clusters Score: Raw -12734719.384267 + Penalty 5592.902225 = -12729126.482043 nChanged 7201 SP:Iteration 4F (22502.280000 sec): 3 clusters Score: Raw -12740988.871478 + Penalty 5592.902225 = -12735395.969253 nChanged 7390 SP:Iteration 5F (22502.830000 sec): 3 clusters Score: Raw -12747095.352367 + Penalty 5592.902225 = -12741502.450142 nChanged 5830 SP:Iteration 6F (22503.450000 sec): 3 clusters Score: Raw -12751149.043524 + Penalty 5592.902225 = -12745556.141299 nChanged 3943 SP:Iteration 7Q (22504.100000 sec): 3 clusters Score: Raw -12753385.914245 + Penalty 5592.902225 = -12747793.012020 nChanged 2634 SP:Iteration 8Q (22504.700000 sec): 3 clusters Score: Raw -12754680.089873 + Penalty 5592.902225 = -12749087.187649 nChanged 1914 SP:Iteration 9Q (22505.300000 sec): 3 clusters Score: Raw -12755508.952192 + Penalty 5592.902225 = -12749916.049967 nChanged 1570 SP:Iteration 10Q (22505.950000 sec): 3 clusters Score: Raw -12756141.748261 + Penalty 5592.902225 = -12750548.846036 nChanged 1274 SP:Iteration 11Q (22506.560000 sec): 3 clusters Score: Raw -12756638.320957 + Penalty 5592.902225 = -12751045.418733 nChanged 1074 SP:Iteration 12Q (22507.130000 sec): 3 clusters Score: Raw -12757058.719916 + Penalty 5592.902225 = -12751465.817691 nChanged 929 SP:Iteration 13Q (22507.730000 sec): 3 clusters Score: Raw -12757437.546468 + Penalty 5592.902225 = -12751844.644244 nChanged 753 SP:Iteration 14Q (22508.320000 sec): 3 clusters Score: Raw -12757731.041610 + Penalty 5592.902225 = -12752138.139385 nChanged 569 SP:Iteration 15Q (22508.990000 sec): 3 clusters Score: Raw -12757951.026493 + Penalty 5592.902225 = -12752358.124269 nChanged 451 SP:Iteration 16Q (22509.620000 sec): 3 clusters Score: Raw -12758119.809534 + Penalty 5592.902225 = -12752526.907310 nChanged 345 SP:Iteration 17Q (22510.300000 sec): 3 clusters Score: Raw -12758235.753547 + Penalty 5592.902225 = -12752642.851323 nChanged 262 SP:Iteration 18Q (22510.950000 sec): 3 clusters Score: Raw -12758315.744572 + Penalty 5592.902225 = -12752722.842347 nChanged 206 SP:Iteration 19Q (22511.600000 sec): 3 clusters Score: Raw -12758371.735762 + Penalty 5592.902225 = -12752778.833537 nChanged 158 SP:Iteration 20F (22512.220000 sec): 3 clusters Score: Raw -12758414.734560 + Penalty 5592.902225 = -12752821.832335 nChanged 125 SP:Iteration 21Q (22512.810000 sec): 3 clusters Score: Raw -12758446.844044 + Penalty 5592.902225 = -12752853.941819 nChanged 113 SP:Iteration 22Q (22513.460000 sec): 3 clusters Score: Raw -12758469.422376 + Penalty 5592.902225 = -12752876.520151 nChanged 71 SP:Iteration 23Q (22514.120000 sec): 3 clusters Score: Raw -12758484.721032 + Penalty 5592.902225 = -12752891.818808 nChanged 57 SP:Iteration 24Q (22514.760000 sec): 3 clusters Score: Raw -12758493.889350 + Penalty 5592.902225 = -12752900.987126 nChanged 47 SP:Iteration 25Q (22515.320000 sec): 3 clusters Score: Raw -12758501.761451 + Penalty 5592.902225 = -12752908.859227 nChanged 36 SP:Iteration 26Q (22515.990000 sec): 3 clusters Score: Raw -12758507.592486 + Penalty 5592.902225 = -12752914.690262 nChanged 25 SP:Iteration 27Q (22516.570000 sec): 3 clusters Score: Raw -12758511.265224 + Penalty 5592.902225 = -12752918.363000 nChanged 22 SP:Iteration 28Q (22517.160000 sec): 3 clusters Score: Raw -12758514.573316 + Penalty 5592.902225 = -12752921.671092 nChanged 18 SP:Iteration 29Q (22517.810000 sec): 3 clusters Score: Raw -12758517.375398 + Penalty 5592.902225 = -12752924.473174 nChanged 17 SP:Iteration 30Q (22518.360000 sec): 3 clusters Score: Raw -12758519.326681 + Penalty 5592.902225 = -12752926.424457 nChanged 13 SP:Iteration 31Q (22519.020000 sec): 3 clusters Score: Raw -12758521.169335 + Penalty 5592.902225 = -12752928.267111 nChanged 10 SP:Iteration 32Q (22519.620000 sec): 3 clusters Score: Raw -12758522.913384 + Penalty 5592.902225 = -12752930.011159 nChanged 17 SP:Iteration 33Q (22520.280000 sec): 3 clusters Score: Raw -12758525.218355 + Penalty 5592.902225 = -12752932.316130 nChanged 16 SP:Iteration 34Q (22520.920000 sec): 3 clusters Score: Raw -12758527.642144 + Penalty 5592.902225 = -12752934.739919 nChanged 15 SP:Iteration 35Q (22521.520000 sec): 3 clusters Score: Raw -12758529.834971 + Penalty 5592.902225 = -12752936.932747 nChanged 9 SP:Iteration 36Q (22522.090000 sec): 3 clusters Score: Raw -12758531.040934 + Penalty 5592.902225 = -12752938.138710 nChanged 10 SP:Iteration 37Q (22522.660000 sec): 3 clusters Score: Raw -12758532.230038 + Penalty 5592.902225 = -12752939.327813 nChanged 8 SP:Iteration 38Q (22523.250000 sec): 3 clusters Score: Raw -12758532.974018 + Penalty 5592.902225 = -12752940.071794 nChanged 4 SP:Iteration 39Q (22523.840000 sec): 3 clusters Score: Raw -12758533.342367 + Penalty 5592.902225 = -12752940.440142 nChanged 4 SP:Iteration 40F (22524.400000 sec): 3 clusters Score: Raw -12758533.885210 + Penalty 5592.902225 = -12752940.982985 nChanged 4 SP:Iteration 41Q (22524.950000 sec): 3 clusters Score: Raw -12758534.373087 + Penalty 5592.902225 = -12752941.470863 nChanged 3 SP:Iteration 42Q (22525.510000 sec): 3 clusters Score: Raw -12758534.937914 + Penalty 5592.902225 = -12752942.035690 nChanged 3 SP:Iteration 43Q (22526.100000 sec): 3 clusters Score: Raw -12758535.359270 + Penalty 5592.902225 = -12752942.457046 nChanged 3 SP:Iteration 44Q (22526.730000 sec): 3 clusters Score: Raw -12758535.641331 + Penalty 5592.902225 = -12752942.739106 nChanged 4 SP:Iteration 45Q (22527.330000 sec): 3 clusters Score: Raw -12758536.007311 + Penalty 5592.902225 = -12752943.105087 nChanged 4 SP:Iteration 46Q (22527.930000 sec): 3 clusters Score: Raw -12758536.512263 + Penalty 5592.902225 = -12752943.610039 nChanged 2 SP:Iteration 47Q (22528.550000 sec): 3 clusters Score: Raw -12758537.002073 + Penalty 5592.902225 = -12752944.099848 nChanged 3 SP:Iteration 48Q (22529.210000 sec): 3 clusters Score: Raw -12758537.346805 + Penalty 5592.902225 = -12752944.444581 nChanged 3 SP:Iteration 49Q (22529.820000 sec): 3 clusters Score: Raw -12758537.776011 + Penalty 5592.902225 = -12752944.873786 nChanged 3 SP:Iteration 50Q (22530.410000 sec): 3 clusters Score: Raw -12758538.092857 + Penalty 5592.902225 = -12752945.190633 nChanged 2 SP:Iteration 51Q (22531.000000 sec): 3 clusters Score: Raw -12758538.341716 + Penalty 5592.902225 = -12752945.439491 nChanged 2 SP:Iteration 52Q (22531.600000 sec): 3 clusters Score: Raw -12758538.472070 + Penalty 5592.902225 = -12752945.569845 nChanged 1 SP:Iteration 53Q (22532.170000 sec): 3 clusters Score: Raw -12758538.605752 + Penalty 5592.902225 = -12752945.703528 nChanged 0 SP:Iteration 54F (22532.760000 sec): 3 clusters Score: Raw -12758538.605752 + Penalty 5592.902225 = -12752945.703528 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22532.880000 sec): 2 clusters Score: Raw -127485.731493 + Penalty 1710.129309 = -125775.602184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22533.090000 sec): 3 clusters Score: Raw -127460.373958 + Penalty 3420.258618 = -124040.115340 nChanged 299 SP:Iteration 1F (22533.270000 sec): 3 clusters Score: Raw -128569.578127 + Penalty 3420.258618 = -125149.319509 nChanged 137 SP:Iteration 2F (22533.420000 sec): 3 clusters Score: Raw -129559.372247 + Penalty 3420.258618 = -126139.113629 nChanged 90 SP:Iteration 3F (22533.600000 sec): 3 clusters Score: Raw -130189.426512 + Penalty 3420.258618 = -126769.167894 nChanged 71 SP:Iteration 4F (22533.760000 sec): 3 clusters Score: Raw -130856.310536 + Penalty 3420.258618 = -127436.051917 nChanged 47 SP:Iteration 5Q (22533.970000 sec): 3 clusters Score: Raw -131669.353510 + Penalty 3420.258618 = -128249.094892 nChanged 47 SP:Iteration 6Q (22534.130000 sec): 3 clusters Score: Raw -131962.684472 + Penalty 3420.258618 = -128542.425854 nChanged 28 SP:Iteration 7Q (22534.300000 sec): 3 clusters Score: Raw -132203.783484 + Penalty 3420.258618 = -128783.524866 nChanged 21 SP:Iteration 8Q (22534.440000 sec): 3 clusters Score: Raw -132446.685196 + Penalty 3420.258618 = -129026.426578 nChanged 18 SP:Iteration 9Q (22534.630000 sec): 3 clusters Score: Raw -132675.362514 + Penalty 3420.258618 = -129255.103896 nChanged 16 SP:Iteration 10Q (22534.790000 sec): 3 clusters Score: Raw -132931.247913 + Penalty 3420.258618 = -129510.989295 nChanged 18 SP:Iteration 11Q (22534.950000 sec): 3 clusters Score: Raw -133122.580562 + Penalty 3420.258618 = -129702.321944 nChanged 18 SP:Iteration 12Q (22535.170000 sec): 3 clusters Score: Raw -133282.880727 + Penalty 3420.258618 = -129862.622109 nChanged 14 SP:Iteration 13Q (22535.360000 sec): 3 clusters Score: Raw -133407.940937 + Penalty 3420.258618 = -129987.682319 nChanged 14 SP:Iteration 14Q (22535.510000 sec): 3 clusters Score: Raw -133535.713134 + Penalty 3420.258618 = -130115.454516 nChanged 11 SP:Iteration 15Q (22535.720000 sec): 3 clusters Score: Raw -133661.160560 + Penalty 3420.258618 = -130240.901942 nChanged 13 SP:Iteration 16Q (22535.870000 sec): 3 clusters Score: Raw -133768.720038 + Penalty 3420.258618 = -130348.461420 nChanged 8 SP:Iteration 17Q (22536.050000 sec): 3 clusters Score: Raw -133970.507984 + Penalty 3420.258618 = -130550.249366 nChanged 9 SP:Iteration 18Q (22536.250000 sec): 3 clusters Score: Raw -134165.672710 + Penalty 3420.258618 = -130745.414092 nChanged 12 SP:Iteration 19Q (22536.440000 sec): 3 clusters Score: Raw -134221.551645 + Penalty 3420.258618 = -130801.293027 nChanged 5 SP:Iteration 20F (22536.630000 sec): 3 clusters Score: Raw -134246.639822 + Penalty 3420.258618 = -130826.381203 nChanged 4 SP:Iteration 21Q (22536.820000 sec): 3 clusters Score: Raw -134256.380424 + Penalty 3420.258618 = -130836.121806 nChanged 5 SP:Iteration 22Q (22536.980000 sec): 3 clusters Score: Raw -134269.847986 + Penalty 3420.258618 = -130849.589368 nChanged 4 SP:Iteration 23Q (22537.160000 sec): 3 clusters Score: Raw -134278.135313 + Penalty 3420.258618 = -130857.876695 nChanged 2 SP:Iteration 24Q (22537.330000 sec): 3 clusters Score: Raw -134284.565853 + Penalty 3420.258618 = -130864.307235 nChanged 3 SP:Iteration 25Q (22537.550000 sec): 3 clusters Score: Raw -134291.899053 + Penalty 3420.258618 = -130871.640435 nChanged 3 SP:Iteration 26Q (22537.680000 sec): 3 clusters Score: Raw -134298.031568 + Penalty 3420.258618 = -130877.772950 nChanged 5 SP:Iteration 27Q (22537.890000 sec): 3 clusters Score: Raw -134315.524040 + Penalty 3420.258618 = -130895.265422 nChanged 4 SP:Iteration 28Q (22538.050000 sec): 3 clusters Score: Raw -134331.433872 + Penalty 3420.258618 = -130911.175253 nChanged 8 SP:Iteration 29Q (22538.240000 sec): 3 clusters Score: Raw -134355.542527 + Penalty 3420.258618 = -130935.283909 nChanged 2 SP:Iteration 30Q (22538.410000 sec): 3 clusters Score: Raw -134358.774433 + Penalty 3420.258618 = -130938.515815 nChanged 3 SP:Iteration 31Q (22538.610000 sec): 3 clusters Score: Raw -134365.663291 + Penalty 3420.258618 = -130945.404673 nChanged 3 SP:Iteration 32Q (22538.790000 sec): 3 clusters Score: Raw -134371.294460 + Penalty 3420.258618 = -130951.035841 nChanged 1 SP:Iteration 33Q (22538.970000 sec): 3 clusters Score: Raw -134372.374545 + Penalty 3420.258618 = -130952.115927 nChanged 1 SP:Iteration 34Q (22539.160000 sec): 3 clusters Score: Raw -134373.729192 + Penalty 3420.258618 = -130953.470574 nChanged 1 SP:Iteration 35Q (22539.350000 sec): 3 clusters Score: Raw -134374.524359 + Penalty 3420.258618 = -130954.265741 nChanged 0 SP:Iteration 36F (22539.520000 sec): 3 clusters Score: Raw -134374.524359 + Penalty 3420.258618 = -130954.265741 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (10071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22539.630000 sec): 2 clusters Score: Raw -1600676.805143 + Penalty 2285.918991 = -1598390.886152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22539.860000 sec): 3 clusters Score: Raw -1595329.621784 + Penalty 4571.837982 = -1590757.783802 nChanged 4171 SP:Iteration 1F (22540.130000 sec): 3 clusters Score: Raw -1597885.101122 + Penalty 4571.837982 = -1593313.263141 nChanged 950 SP:Iteration 2F (22540.340000 sec): 3 clusters Score: Raw -1599066.817869 + Penalty 4571.837982 = -1594494.979887 nChanged 1099 SP:Iteration 3F (22540.540000 sec): 3 clusters Score: Raw -1600382.397008 + Penalty 4571.837982 = -1595810.559026 nChanged 1054 SP:Iteration 4F (22540.830000 sec): 3 clusters Score: Raw -1601533.027994 + Penalty 4571.837982 = -1596961.190013 nChanged 807 SP:Iteration 5F (22541.010000 sec): 3 clusters Score: Raw -1602343.425972 + Penalty 4571.837982 = -1597771.587991 nChanged 567 SP:Iteration 6F (22541.250000 sec): 3 clusters Score: Raw -1602820.877510 + Penalty 4571.837982 = -1598249.039528 nChanged 337 SP:Iteration 7Q (22541.510000 sec): 3 clusters Score: Raw -1603042.903320 + Penalty 4571.837982 = -1598471.065339 nChanged 198 SP:Iteration 8Q (22541.690000 sec): 3 clusters Score: Raw -1603148.547165 + Penalty 4571.837982 = -1598576.709183 nChanged 133 SP:Iteration 9Q (22541.900000 sec): 3 clusters Score: Raw -1603209.070034 + Penalty 4571.837982 = -1598637.232053 nChanged 66 SP:Iteration 10Q (22542.100000 sec): 3 clusters Score: Raw -1603234.259626 + Penalty 4571.837982 = -1598662.421644 nChanged 40 SP:Iteration 11Q (22542.310000 sec): 3 clusters Score: Raw -1603248.953301 + Penalty 4571.837982 = -1598677.115320 nChanged 39 SP:Iteration 12Q (22542.550000 sec): 3 clusters Score: Raw -1603263.127645 + Penalty 4571.837982 = -1598691.289664 nChanged 34 SP:Iteration 13Q (22542.720000 sec): 3 clusters Score: Raw -1603273.462156 + Penalty 4571.837982 = -1598701.624174 nChanged 15 SP:Iteration 14Q (22542.950000 sec): 3 clusters Score: Raw -1603277.179716 + Penalty 4571.837982 = -1598705.341735 nChanged 7 SP:Iteration 15Q (22543.240000 sec): 3 clusters Score: Raw -1603278.728207 + Penalty 4571.837982 = -1598706.890226 nChanged 6 SP:Iteration 16Q (22543.470000 sec): 3 clusters Score: Raw -1603280.160257 + Penalty 4571.837982 = -1598708.322275 nChanged 7 SP:Iteration 17Q (22543.650000 sec): 3 clusters Score: Raw -1603281.715396 + Penalty 4571.837982 = -1598709.877414 nChanged 6 SP:Iteration 18Q (22543.870000 sec): 3 clusters Score: Raw -1603283.391531 + Penalty 4571.837982 = -1598711.553549 nChanged 3 SP:Iteration 19Q (22544.090000 sec): 3 clusters Score: Raw -1603284.121460 + Penalty 4571.837982 = -1598712.283478 nChanged 3 SP:Iteration 20F (22544.330000 sec): 3 clusters Score: Raw -1603284.793252 + Penalty 4571.837982 = -1598712.955270 nChanged 2 SP:Iteration 21Q (22544.550000 sec): 3 clusters Score: Raw -1603285.374239 + Penalty 4571.837982 = -1598713.536257 nChanged 3 SP:Iteration 22Q (22544.800000 sec): 3 clusters Score: Raw -1603286.152243 + Penalty 4571.837982 = -1598714.314262 nChanged 2 SP:Iteration 23Q (22545.030000 sec): 3 clusters Score: Raw -1603287.001804 + Penalty 4571.837982 = -1598715.163822 nChanged 5 SP:Iteration 24Q (22545.280000 sec): 3 clusters Score: Raw -1603288.201561 + Penalty 4571.837982 = -1598716.363579 nChanged 4 SP:Iteration 25Q (22545.510000 sec): 3 clusters Score: Raw -1603289.215434 + Penalty 4571.837982 = -1598717.377452 nChanged 6 SP:Iteration 26Q (22545.750000 sec): 3 clusters Score: Raw -1603290.917280 + Penalty 4571.837982 = -1598719.079298 nChanged 6 SP:Iteration 27Q (22545.970000 sec): 3 clusters Score: Raw -1603292.282886 + Penalty 4571.837982 = -1598720.444905 nChanged 4 SP:Iteration 28Q (22546.230000 sec): 3 clusters Score: Raw -1603292.989710 + Penalty 4571.837982 = -1598721.151728 nChanged 5 SP:Iteration 29Q (22546.460000 sec): 3 clusters Score: Raw -1603294.084916 + Penalty 4571.837982 = -1598722.246934 nChanged 2 SP:Iteration 30Q (22546.710000 sec): 3 clusters Score: Raw -1603294.811823 + Penalty 4571.837982 = -1598722.973841 nChanged 5 SP:Iteration 31Q (22546.930000 sec): 3 clusters Score: Raw -1603297.050877 + Penalty 4571.837982 = -1598725.212896 nChanged 4 SP:Iteration 32Q (22547.150000 sec): 3 clusters Score: Raw -1603298.801231 + Penalty 4571.837982 = -1598726.963249 nChanged 3 SP:Iteration 33Q (22547.370000 sec): 3 clusters Score: Raw -1603299.716804 + Penalty 4571.837982 = -1598727.878823 nChanged 5 SP:Iteration 34Q (22547.640000 sec): 3 clusters Score: Raw -1603301.291984 + Penalty 4571.837982 = -1598729.454002 nChanged 6 SP:Iteration 35Q (22547.920000 sec): 3 clusters Score: Raw -1603302.988552 + Penalty 4571.837982 = -1598731.150570 nChanged 6 SP:Iteration 36Q (22548.130000 sec): 3 clusters Score: Raw -1603305.040148 + Penalty 4571.837982 = -1598733.202167 nChanged 5 SP:Iteration 37Q (22548.380000 sec): 3 clusters Score: Raw -1603306.612534 + Penalty 4571.837982 = -1598734.774552 nChanged 7 SP:Iteration 38Q (22548.590000 sec): 3 clusters Score: Raw -1603308.433524 + Penalty 4571.837982 = -1598736.595543 nChanged 4 SP:Iteration 39Q (22548.830000 sec): 3 clusters Score: Raw -1603309.723613 + Penalty 4571.837982 = -1598737.885631 nChanged 2 SP:Iteration 40F (22549.080000 sec): 3 clusters Score: Raw -1603311.179312 + Penalty 4571.837982 = -1598739.341330 nChanged 1 SP:Iteration 41Q (22549.330000 sec): 3 clusters Score: Raw -1603311.372347 + Penalty 4571.837982 = -1598739.534365 nChanged 0 SP:Iteration 42F (22549.610000 sec): 3 clusters Score: Raw -1603311.372347 + Penalty 4571.837982 = -1598739.534365 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (8270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22549.710000 sec): 2 clusters Score: Raw -1218563.744856 + Penalty 2237.056667 = -1216326.688188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22549.940000 sec): 3 clusters Score: Raw -1214365.128045 + Penalty 4474.113335 = -1209891.014711 nChanged 3436 SP:Iteration 1F (22550.210000 sec): 3 clusters Score: Raw -1217043.844742 + Penalty 4474.113335 = -1212569.731407 nChanged 871 SP:Iteration 2F (22550.380000 sec): 3 clusters Score: Raw -1219551.972738 + Penalty 4474.113335 = -1215077.859404 nChanged 1053 SP:Iteration 3F (22550.660000 sec): 3 clusters Score: Raw -1221938.451313 + Penalty 4474.113335 = -1217464.337978 nChanged 1192 SP:Iteration 4F (22550.900000 sec): 3 clusters Score: Raw -1224421.586206 + Penalty 4474.113335 = -1219947.472871 nChanged 844 SP:Iteration 5F (22551.090000 sec): 3 clusters Score: Raw -1225916.657911 + Penalty 4474.113335 = -1221442.544576 nChanged 347 SP:Iteration 6Q (22551.340000 sec): 3 clusters Score: Raw -1226297.568081 + Penalty 4474.113335 = -1221823.454746 nChanged 153 SP:Iteration 7Q (22551.500000 sec): 3 clusters Score: Raw -1226464.885233 + Penalty 4474.113335 = -1221990.771898 nChanged 92 SP:Iteration 8Q (22551.750000 sec): 3 clusters Score: Raw -1226687.106244 + Penalty 4474.113335 = -1222212.992909 nChanged 116 SP:Iteration 9Q (22551.960000 sec): 3 clusters Score: Raw -1227126.839169 + Penalty 4474.113335 = -1222652.725835 nChanged 150 SP:Iteration 10Q (22552.210000 sec): 3 clusters Score: Raw -1227592.894310 + Penalty 4474.113335 = -1223118.780975 nChanged 133 SP:Iteration 11Q (22552.400000 sec): 3 clusters Score: Raw -1227855.907794 + Penalty 4474.113335 = -1223381.794459 nChanged 110 SP:Iteration 12Q (22552.610000 sec): 3 clusters Score: Raw -1228028.405314 + Penalty 4474.113335 = -1223554.291979 nChanged 77 SP:Iteration 13Q (22552.830000 sec): 3 clusters Score: Raw -1228152.110070 + Penalty 4474.113335 = -1223677.996735 nChanged 54 SP:Iteration 14Q (22553.020000 sec): 3 clusters Score: Raw -1228279.265740 + Penalty 4474.113335 = -1223805.152405 nChanged 44 SP:Iteration 15Q (22553.200000 sec): 3 clusters Score: Raw -1228346.785784 + Penalty 4474.113335 = -1223872.672449 nChanged 39 SP:Iteration 16Q (22553.400000 sec): 3 clusters Score: Raw -1228381.168354 + Penalty 4474.113335 = -1223907.055019 nChanged 33 SP:Iteration 17Q (22553.660000 sec): 3 clusters Score: Raw -1228394.674384 + Penalty 4474.113335 = -1223920.561049 nChanged 22 SP:Iteration 18Q (22553.960000 sec): 3 clusters Score: Raw -1228400.549521 + Penalty 4474.113335 = -1223926.436186 nChanged 10 SP:Iteration 19Q (22554.180000 sec): 3 clusters Score: Raw -1228402.537444 + Penalty 4474.113335 = -1223928.424109 nChanged 2 SP:Iteration 20F (22554.410000 sec): 3 clusters Score: Raw -1228407.777970 + Penalty 4474.113335 = -1223933.664636 nChanged 4 SP:Iteration 21Q (22554.590000 sec): 3 clusters Score: Raw -1228413.673641 + Penalty 4474.113335 = -1223939.560306 nChanged 8 SP:Iteration 22Q (22554.790000 sec): 3 clusters Score: Raw -1228415.399311 + Penalty 4474.113335 = -1223941.285976 nChanged 5 SP:Iteration 23Q (22554.970000 sec): 3 clusters Score: Raw -1228416.080070 + Penalty 4474.113335 = -1223941.966735 nChanged 5 SP:Iteration 24Q (22555.150000 sec): 3 clusters Score: Raw -1228417.128681 + Penalty 4474.113335 = -1223943.015347 nChanged 2 SP:Iteration 25Q (22555.360000 sec): 3 clusters Score: Raw -1228417.600032 + Penalty 4474.113335 = -1223943.486697 nChanged 0 SP:Iteration 26F (22555.580000 sec): 3 clusters Score: Raw -1228417.600032 + Penalty 4474.113335 = -1223943.486697 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (2157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22555.690000 sec): 2 clusters Score: Raw -234258.044968 + Penalty 1903.765464 = -232354.279503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (22555.910000 sec): 3 clusters Score: Raw -234306.189226 + Penalty 3807.530929 = -230498.658298 nChanged 887 SP:Iteration 1F (22556.080000 sec): 3 clusters Score: Raw -239559.305382 + Penalty 3807.530929 = -235751.774453 nChanged 289 SP:Iteration 2F (22556.250000 sec): 3 clusters Score: Raw -241996.292084 + Penalty 3807.530929 = -238188.761156 nChanged 123 SP:Iteration 3F (22556.480000 sec): 3 clusters Score: Raw -244012.225188 + Penalty 3807.530929 = -240204.694259 nChanged 70 SP:Iteration 4Q (22556.680000 sec): 3 clusters Score: Raw -244650.768889 + Penalty 3807.530929 = -240843.237960 nChanged 45 SP:Iteration 5Q (22556.870000 sec): 3 clusters Score: Raw -245052.670819 + Penalty 3807.530929 = -241245.139890 nChanged 38 SP:Iteration 6Q (22557.030000 sec): 3 clusters Score: Raw -245224.917836 + Penalty 3807.530929 = -241417.386907 nChanged 29 SP:Iteration 7Q (22557.270000 sec): 3 clusters Score: Raw -245357.653986 + Penalty 3807.530929 = -241550.123057 nChanged 41 SP:Iteration 8Q (22557.460000 sec): 3 clusters Score: Raw -245937.570016 + Penalty 3807.530929 = -242130.039087 nChanged 25 SP:Iteration 9Q (22557.650000 sec): 3 clusters Score: Raw -246477.658565 + Penalty 3807.530929 = -242670.127636 nChanged 7 SP:Iteration 10Q (22557.840000 sec): 3 clusters Score: Raw -246501.744481 + Penalty 3807.530929 = -242694.213553 nChanged 4 SP:Iteration 11Q (22558.040000 sec): 3 clusters Score: Raw -246514.126223 + Penalty 3807.530929 = -242706.595295 nChanged 1 SP:Iteration 12Q (22558.190000 sec): 3 clusters Score: Raw -246517.411769 + Penalty 3807.530929 = -242709.880840 nChanged 1 SP:Iteration 13Q (22558.360000 sec): 3 clusters Score: Raw -246517.968989 + Penalty 3807.530929 = -242710.438061 nChanged 0 SP:Iteration 14F (22558.590000 sec): 3 clusters Score: Raw -246542.936827 + Penalty 3807.530929 = -242735.405898 nChanged 5 SP:Iteration 15Q (22558.720000 sec): 3 clusters Score: Raw -246579.745356 + Penalty 3807.530929 = -242772.214427 nChanged 7 SP:Iteration 16Q (22558.930000 sec): 3 clusters Score: Raw -246650.925463 + Penalty 3807.530929 = -242843.394535 nChanged 4 SP:Iteration 17Q (22559.130000 sec): 3 clusters Score: Raw -246693.425016 + Penalty 3807.530929 = -242885.894088 nChanged 1 SP:Iteration 18Q (22559.300000 sec): 3 clusters Score: Raw -246715.897256 + Penalty 3807.530929 = -242908.366328 nChanged 1 SP:Iteration 19Q (22559.480000 sec): 3 clusters Score: Raw -246734.409922 + Penalty 3807.530929 = -242926.878994 nChanged 1 SP:Iteration 20F (22559.660000 sec): 3 clusters Score: Raw -246833.031146 + Penalty 3807.530929 = -243025.500218 nChanged 14 SP:Iteration 21Q (22559.880000 sec): 3 clusters Score: Raw -247227.030894 + Penalty 3807.530929 = -243419.499966 nChanged 16 SP:Iteration 22Q (22560.060000 sec): 3 clusters Score: Raw -247726.879449 + Penalty 3807.530929 = -243919.348520 nChanged 9 SP:Iteration 23Q (22560.240000 sec): 3 clusters Score: Raw -248096.627952 + Penalty 3807.530929 = -244289.097023 nChanged 15 SP:Iteration 24Q (22560.370000 sec): 3 clusters Score: Raw -248451.910748 + Penalty 3807.530929 = -244644.379819 nChanged 10 SP:Iteration 25Q (22560.580000 sec): 3 clusters Score: Raw -248965.553221 + Penalty 3807.530929 = -245158.022292 nChanged 9 SP:Iteration 26Q (22560.770000 sec): 3 clusters Score: Raw -250392.396893 + Penalty 3807.530929 = -246584.865964 nChanged 4 SP:Iteration 27Q (22560.960000 sec): 3 clusters Score: Raw -250396.960732 + Penalty 3807.530929 = -246589.429804 nChanged 1 SP:Iteration 28Q (22561.170000 sec): 3 clusters Score: Raw -250397.617405 + Penalty 3807.530929 = -246590.086476 nChanged 0 SP:Iteration 29F (22561.340000 sec): 3 clusters Score: Raw -250397.617405 + Penalty 3807.530929 = -246590.086476 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Deleting Class 21 (163 points): Lose 3044.018278 but Gain 3363.489561 Iteration 20F (22615.580000 sec): 34 clusters Score: Raw -120015309.177968 + Penalty 110995.155499 = -119904314.022469 nChanged 21274 Iteration 21Q (22638.880000 sec): 34 clusters Score: Raw -120030628.368096 + Penalty 110995.155499 = -119919633.212597 nChanged 11001 Iteration 22Q (22665.210000 sec): 34 clusters Score: Raw -120035985.353437 + Penalty 110995.155499 = -119924990.197938 nChanged 7726 Iteration 23Q (22691.890000 sec): 34 clusters Score: Raw -120039205.167939 + Penalty 110995.155499 = -119928210.012440 nChanged 6006 Iteration 24Q (22714.840000 sec): 34 clusters Score: Raw -120041433.915205 + Penalty 110995.155499 = -119930438.759706 nChanged 5086 Iteration 25Q (22745.270000 sec): 34 clusters Score: Raw -120043466.099780 + Penalty 110995.155499 = -119932470.944281 nChanged 4417 Iteration 26Q (22768.160000 sec): 34 clusters Score: Raw -120045506.686345 + Penalty 110995.155499 = -119934511.530845 nChanged 4130 Iteration 27Q (22795.530000 sec): 34 clusters Score: Raw -120047786.552329 + Penalty 110995.155499 = -119936791.396830 nChanged 3791 Iteration 28Q (22821.600000 sec): 34 clusters Score: Raw -120049005.071891 + Penalty 110995.155499 = -119938009.916392 nChanged 3500 Iteration 29Q (22848.630000 sec): 34 clusters Score: Raw -120050222.576203 + Penalty 110995.155499 = -119939227.420704 nChanged 3524 Iteration 30Q (22876.330000 sec): 34 clusters Score: Raw -120051582.533685 + Penalty 110995.155499 = -119940587.378186 nChanged 3587 Iteration 31Q (22924.330000 sec): 34 clusters Score: Raw -120053122.085526 + Penalty 110995.155499 = -119942126.930027 nChanged 3645 Iteration 32Q (22949.820000 sec): 34 clusters Score: Raw -120054633.434354 + Penalty 110995.155499 = -119943638.278855 nChanged 3478 Iteration 33Q (22975.050000 sec): 34 clusters Score: Raw -120055891.760436 + Penalty 110995.155499 = -119944896.604937 nChanged 3163 Iteration 34Q (23003.440000 sec): 34 clusters Score: Raw -120056830.781373 + Penalty 110995.155499 = -119945835.625874 nChanged 2694 Iteration 35Q (23028.640000 sec): 34 clusters Score: Raw -120057477.384755 + Penalty 110995.155499 = -119946482.229256 nChanged 2203 Iteration 36Q (23052.680000 sec): 34 clusters Score: Raw -120057877.590203 + Penalty 110995.155499 = -119946882.434704 nChanged 1899 Iteration 37Q (23078.700000 sec): 34 clusters Score: Raw -120058158.976833 + Penalty 110995.155499 = -119947163.821334 nChanged 1680 Iteration 38Q (23104.650000 sec): 34 clusters Score: Raw -120058373.457938 + Penalty 110995.155499 = -119947378.302439 nChanged 1431 Iteration 39Q (23129.000000 sec): 34 clusters Score: Raw -120058541.352583 + Penalty 110995.155499 = -119947546.197084 nChanged 1227 Iteration 40F (23183.320000 sec): 34 clusters Score: Raw -120067345.228438 + Penalty 110995.155499 = -119956350.072939 nChanged 4101 Iteration 41Q (23206.800000 sec): 34 clusters Score: Raw -120078709.334044 + Penalty 110995.155499 = -119967714.178544 nChanged 4248 Iteration 42Q (23229.010000 sec): 34 clusters Score: Raw -120080762.822803 + Penalty 110995.155499 = -119969767.667304 nChanged 4051 Iteration 43Q (23252.570000 sec): 34 clusters Score: Raw -120082098.206282 + Penalty 110995.155499 = -119971103.050783 nChanged 3530 Iteration 44Q (23276.240000 sec): 34 clusters Score: Raw -120082960.937551 + Penalty 110995.155499 = -119971965.782052 nChanged 3210 Iteration 45Q (23300.320000 sec): 34 clusters Score: Raw -120083581.925194 + Penalty 110995.155499 = -119972586.769695 nChanged 2618 Iteration 46Q (23324.980000 sec): 34 clusters Score: Raw -120083996.729046 + Penalty 110995.155499 = -119973001.573547 nChanged 2295 Iteration 47Q (23348.830000 sec): 34 clusters Score: Raw -120084318.470752 + Penalty 110995.155499 = -119973323.315253 nChanged 1928 Iteration 48Q (23371.000000 sec): 34 clusters Score: Raw -120084544.774980 + Penalty 110995.155499 = -119973549.619481 nChanged 1622 Iteration 49Q (23391.910000 sec): 34 clusters Score: Raw -120084698.894872 + Penalty 110995.155499 = -119973703.739373 nChanged 1302 Iteration 50Q (23411.540000 sec): 34 clusters Score: Raw -120084809.514881 + Penalty 110995.155499 = -119973814.359382 nChanged 1074 Iteration 51Q (23432.360000 sec): 34 clusters Score: Raw -120084880.322101 + Penalty 110995.155499 = -119973885.166602 nChanged 851 Iteration 52Q (23452.040000 sec): 34 clusters Score: Raw -120084933.977351 + Penalty 110995.155499 = -119973938.821852 nChanged 688 Iteration 53Q (23473.980000 sec): 34 clusters Score: Raw -120084971.970573 + Penalty 110995.155499 = -119973976.815074 nChanged 533 Iteration 54Q (23504.090000 sec): 34 clusters Score: Raw -120085001.340109 + Penalty 110995.155499 = -119974006.184610 nChanged 425 Iteration 55Q (23529.300000 sec): 34 clusters Score: Raw -120085024.578872 + Penalty 110995.155499 = -119974029.423373 nChanged 377 Iteration 56Q (23554.320000 sec): 34 clusters Score: Raw -120085046.446414 + Penalty 110995.155499 = -119974051.290915 nChanged 306 Iteration 57Q (23582.530000 sec): 34 clusters Score: Raw -120085063.715571 + Penalty 110995.155499 = -119974068.560072 nChanged 255 Iteration 58Q (23607.800000 sec): 34 clusters Score: Raw -120085081.187861 + Penalty 110995.155499 = -119974086.032362 nChanged 217 Writing temp clu file Because OldScore, -119974068.560072, is greater than current (better) Score,-119974086.032362 Compute initial score before splitting: Score: Raw -120085081.187861 + Penalty 110995.155499 = -119974086.032362 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23608.040000 sec): 2 clusters Score: Raw -148352.689287 + Penalty 1706.590003 = -146646.099284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23608.250000 sec): 3 clusters Score: Raw -148288.818200 + Penalty 3413.180007 = -144875.638193 nChanged 273 SP:Iteration 1F (23608.470000 sec): 3 clusters Score: Raw -148916.437392 + Penalty 3413.180007 = -145503.257386 nChanged 129 SP:Iteration 2F (23608.690000 sec): 3 clusters Score: Raw -149505.632043 + Penalty 3413.180007 = -146092.452036 nChanged 114 SP:Iteration 3F (23608.830000 sec): 3 clusters Score: Raw -150265.118365 + Penalty 3413.180007 = -146851.938359 nChanged 100 SP:Iteration 4F (23608.970000 sec): 3 clusters Score: Raw -151172.599902 + Penalty 3413.180007 = -147759.419895 nChanged 72 SP:Iteration 5F (23609.170000 sec): 3 clusters Score: Raw -152212.845055 + Penalty 3413.180007 = -148799.665049 nChanged 27 SP:Iteration 6Q (23609.330000 sec): 3 clusters Score: Raw -152855.261597 + Penalty 3413.180007 = -149442.081591 nChanged 4 SP:Iteration 7Q (23609.500000 sec): 3 clusters Score: Raw -152975.083408 + Penalty 3413.180007 = -149561.903402 nChanged 1 SP:Iteration 8Q (23609.710000 sec): 3 clusters Score: Raw -152979.006004 + Penalty 3413.180007 = -149565.825998 nChanged 0 SP:Iteration 9F (23609.890000 sec): 3 clusters Score: Raw -152979.006004 + Penalty 3413.180007 = -149565.825998 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23610.010000 sec): 2 clusters Score: Raw -71491.508430 + Penalty 1547.588410 = -69943.920020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23610.150000 sec): 3 clusters Score: Raw -71746.983817 + Penalty 3095.176819 = -68651.806998 nChanged 149 SP:Iteration 1F (23610.370000 sec): 3 clusters Score: Raw -72841.027677 + Penalty 3095.176819 = -69745.850857 nChanged 75 SP:Iteration 2F (23610.530000 sec): 3 clusters Score: Raw -73509.553615 + Penalty 3095.176819 = -70414.376796 nChanged 10 SP:Iteration 3Q (23610.690000 sec): 3 clusters Score: Raw -73590.086053 + Penalty 3095.176819 = -70494.909234 nChanged 4 SP:Iteration 4Q (23610.850000 sec): 3 clusters Score: Raw -73619.610788 + Penalty 3095.176819 = -70524.433968 nChanged 6 SP:Iteration 5Q (23611.010000 sec): 3 clusters Score: Raw -73655.600277 + Penalty 3095.176819 = -70560.423458 nChanged 2 SP:Iteration 6Q (23611.220000 sec): 3 clusters Score: Raw -73675.768739 + Penalty 3095.176819 = -70580.591920 nChanged 4 SP:Iteration 7Q (23611.390000 sec): 3 clusters Score: Raw -73719.271322 + Penalty 3095.176819 = -70624.094503 nChanged 3 SP:Iteration 8Q (23611.550000 sec): 3 clusters Score: Raw -73743.695842 + Penalty 3095.176819 = -70648.519023 nChanged 1 SP:Iteration 9Q (23611.760000 sec): 3 clusters Score: Raw -73763.714840 + Penalty 3095.176819 = -70668.538021 nChanged 4 SP:Iteration 10Q (23611.900000 sec): 3 clusters Score: Raw -73809.642320 + Penalty 3095.176819 = -70714.465501 nChanged 1 SP:Iteration 11Q (23612.090000 sec): 3 clusters Score: Raw -73814.742273 + Penalty 3095.176819 = -70719.565454 nChanged 0 SP:Iteration 12F (23612.250000 sec): 3 clusters Score: Raw -73826.430409 + Penalty 3095.176819 = -70731.253590 nChanged 1 SP:Iteration 13Q (23612.390000 sec): 3 clusters Score: Raw -73834.070725 + Penalty 3095.176819 = -70738.893906 nChanged 0 SP:Iteration 14F (23612.580000 sec): 3 clusters Score: Raw -73834.070725 + Penalty 3095.176819 = -70738.893906 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23612.700000 sec): 2 clusters Score: Raw -91159.736557 + Penalty 1588.906237 = -89570.830321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23612.850000 sec): 3 clusters Score: Raw -91128.672957 + Penalty 3177.812473 = -87950.860484 nChanged 119 SP:Iteration 1F (23612.990000 sec): 3 clusters Score: Raw -91331.511551 + Penalty 3177.812473 = -88153.699078 nChanged 22 SP:Iteration 2Q (23613.170000 sec): 3 clusters Score: Raw -91389.882310 + Penalty 3177.812473 = -88212.069836 nChanged 18 SP:Iteration 3Q (23613.360000 sec): 3 clusters Score: Raw -91451.122891 + Penalty 3177.812473 = -88273.310418 nChanged 19 SP:Iteration 4Q (23613.550000 sec): 3 clusters Score: Raw -91500.143211 + Penalty 3177.812473 = -88322.330738 nChanged 9 SP:Iteration 5Q (23613.690000 sec): 3 clusters Score: Raw -91522.068024 + Penalty 3177.812473 = -88344.255551 nChanged 4 SP:Iteration 6Q (23613.880000 sec): 3 clusters Score: Raw -91533.268070 + Penalty 3177.812473 = -88355.455597 nChanged 4 SP:Iteration 7Q (23614.030000 sec): 3 clusters Score: Raw -91544.293427 + Penalty 3177.812473 = -88366.480954 nChanged 8 SP:Iteration 8Q (23614.270000 sec): 3 clusters Score: Raw -91560.969280 + Penalty 3177.812473 = -88383.156807 nChanged 5 SP:Iteration 9Q (23614.400000 sec): 3 clusters Score: Raw -91572.644406 + Penalty 3177.812473 = -88394.831933 nChanged 4 SP:Iteration 10Q (23614.610000 sec): 3 clusters Score: Raw -91584.285154 + Penalty 3177.812473 = -88406.472681 nChanged 3 SP:Iteration 11Q (23614.810000 sec): 3 clusters Score: Raw -91595.677222 + Penalty 3177.812473 = -88417.864749 nChanged 3 SP:Iteration 12Q (23614.940000 sec): 3 clusters Score: Raw -91625.982668 + Penalty 3177.812473 = -88448.170195 nChanged 8 SP:Iteration 13Q (23615.160000 sec): 3 clusters Score: Raw -91660.736938 + Penalty 3177.812473 = -88482.924465 nChanged 9 SP:Iteration 14Q (23615.330000 sec): 3 clusters Score: Raw -91685.925285 + Penalty 3177.812473 = -88508.112812 nChanged 4 SP:Iteration 15Q (23615.510000 sec): 3 clusters Score: Raw -91704.384174 + Penalty 3177.812473 = -88526.571701 nChanged 8 SP:Iteration 16Q (23615.710000 sec): 3 clusters Score: Raw -91736.089021 + Penalty 3177.812473 = -88558.276548 nChanged 11 SP:Iteration 17Q (23615.870000 sec): 3 clusters Score: Raw -91767.799757 + Penalty 3177.812473 = -88589.987283 nChanged 10 SP:Iteration 18Q (23616.060000 sec): 3 clusters Score: Raw -91797.433843 + Penalty 3177.812473 = -88619.621370 nChanged 11 SP:Iteration 19Q (23616.240000 sec): 3 clusters Score: Raw -91823.681799 + Penalty 3177.812473 = -88645.869326 nChanged 7 SP:Iteration 20F (23616.410000 sec): 3 clusters Score: Raw -91839.652088 + Penalty 3177.812473 = -88661.839615 nChanged 6 SP:Iteration 21Q (23616.600000 sec): 3 clusters Score: Raw -91854.306725 + Penalty 3177.812473 = -88676.494252 nChanged 4 SP:Iteration 22Q (23616.800000 sec): 3 clusters Score: Raw -91863.093561 + Penalty 3177.812473 = -88685.281088 nChanged 6 SP:Iteration 23Q (23616.990000 sec): 3 clusters Score: Raw -91888.858217 + Penalty 3177.812473 = -88711.045744 nChanged 7 SP:Iteration 24Q (23617.170000 sec): 3 clusters Score: Raw -91905.211609 + Penalty 3177.812473 = -88727.399136 nChanged 6 SP:Iteration 25Q (23617.360000 sec): 3 clusters Score: Raw -91918.015152 + Penalty 3177.812473 = -88740.202679 nChanged 3 SP:Iteration 26Q (23617.580000 sec): 3 clusters Score: Raw -91927.766191 + Penalty 3177.812473 = -88749.953718 nChanged 7 SP:Iteration 27Q (23617.720000 sec): 3 clusters Score: Raw -91949.413699 + Penalty 3177.812473 = -88771.601225 nChanged 9 SP:Iteration 28Q (23617.920000 sec): 3 clusters Score: Raw -91979.957723 + Penalty 3177.812473 = -88802.145250 nChanged 7 SP:Iteration 29Q (23618.100000 sec): 3 clusters Score: Raw -92006.056429 + Penalty 3177.812473 = -88828.243956 nChanged 9 SP:Iteration 30Q (23618.290000 sec): 3 clusters Score: Raw -92046.226954 + Penalty 3177.812473 = -88868.414481 nChanged 9 SP:Iteration 31Q (23618.480000 sec): 3 clusters Score: Raw -92075.727327 + Penalty 3177.812473 = -88897.914854 nChanged 4 SP:Iteration 32Q (23618.640000 sec): 3 clusters Score: Raw -92102.162984 + Penalty 3177.812473 = -88924.350511 nChanged 7 SP:Iteration 33Q (23618.850000 sec): 3 clusters Score: Raw -92137.979295 + Penalty 3177.812473 = -88960.166822 nChanged 5 SP:Iteration 34Q (23619.030000 sec): 3 clusters Score: Raw -92154.133046 + Penalty 3177.812473 = -88976.320573 nChanged 1 SP:Iteration 35Q (23619.210000 sec): 3 clusters Score: Raw -92161.243545 + Penalty 3177.812473 = -88983.431072 nChanged 1 SP:Iteration 36Q (23619.400000 sec): 3 clusters Score: Raw -92166.279629 + Penalty 3177.812473 = -88988.467155 nChanged 1 SP:Iteration 37Q (23619.610000 sec): 3 clusters Score: Raw -92169.735000 + Penalty 3177.812473 = -88991.922527 nChanged 1 SP:Iteration 38Q (23619.820000 sec): 3 clusters Score: Raw -92173.890374 + Penalty 3177.812473 = -88996.077901 nChanged 1 SP:Iteration 39Q (23620.000000 sec): 3 clusters Score: Raw -92180.049699 + Penalty 3177.812473 = -89002.237226 nChanged 0 SP:Iteration 40F (23620.200000 sec): 3 clusters Score: Raw -92180.049699 + Penalty 3177.812473 = -89002.237226 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23620.270000 sec): 2 clusters Score: Raw -93671.912969 + Penalty 1611.947186 = -92059.965783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23620.450000 sec): 3 clusters Score: Raw -93681.466002 + Penalty 3223.894372 = -90457.571629 nChanged 159 SP:Iteration 1F (23620.650000 sec): 3 clusters Score: Raw -94074.224620 + Penalty 3223.894372 = -90850.330248 nChanged 58 SP:Iteration 2F (23620.830000 sec): 3 clusters Score: Raw -94390.285008 + Penalty 3223.894372 = -91166.390636 nChanged 73 SP:Iteration 3F (23621.020000 sec): 3 clusters Score: Raw -94927.827079 + Penalty 3223.894372 = -91703.932707 nChanged 67 SP:Iteration 4F (23621.210000 sec): 3 clusters Score: Raw -95294.997220 + Penalty 3223.894372 = -92071.102848 nChanged 43 SP:Iteration 5F (23621.380000 sec): 3 clusters Score: Raw -95636.089951 + Penalty 3223.894372 = -92412.195579 nChanged 22 SP:Iteration 6Q (23621.600000 sec): 3 clusters Score: Raw -95800.133983 + Penalty 3223.894372 = -92576.239611 nChanged 11 SP:Iteration 7Q (23621.750000 sec): 3 clusters Score: Raw -95910.787499 + Penalty 3223.894372 = -92686.893126 nChanged 8 SP:Iteration 8Q (23621.930000 sec): 3 clusters Score: Raw -95947.834405 + Penalty 3223.894372 = -92723.940033 nChanged 4 SP:Iteration 9Q (23622.070000 sec): 3 clusters Score: Raw -95960.841468 + Penalty 3223.894372 = -92736.947096 nChanged 3 SP:Iteration 10Q (23622.260000 sec): 3 clusters Score: Raw -95970.001444 + Penalty 3223.894372 = -92746.107072 nChanged 3 SP:Iteration 11Q (23622.440000 sec): 3 clusters Score: Raw -95976.459024 + Penalty 3223.894372 = -92752.564652 nChanged 3 SP:Iteration 12Q (23622.640000 sec): 3 clusters Score: Raw -95983.403053 + Penalty 3223.894372 = -92759.508681 nChanged 1 SP:Iteration 13Q (23622.820000 sec): 3 clusters Score: Raw -95990.302464 + Penalty 3223.894372 = -92766.408091 nChanged 1 SP:Iteration 14Q (23623.030000 sec): 3 clusters Score: Raw -95999.523558 + Penalty 3223.894372 = -92775.629186 nChanged 0 SP:Iteration 15F (23623.210000 sec): 3 clusters Score: Raw -95999.523558 + Penalty 3223.894372 = -92775.629186 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (206983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23624.360000 sec): 2 clusters Score: Raw -32890532.899973 + Penalty 3035.617202 = -32887497.282771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23625.600000 sec): 3 clusters Score: Raw -32755095.388825 + Penalty 6071.234404 = -32749024.154421 nChanged 99453 SP:Iteration 1F (23626.850000 sec): 3 clusters Score: Raw -32814212.603119 + Penalty 6071.234404 = -32808141.368715 nChanged 7300 SP:Iteration 2Q (23628.130000 sec): 3 clusters Score: Raw -32816622.253246 + Penalty 6071.234404 = -32810551.018842 nChanged 8951 SP:Iteration 3Q (23629.520000 sec): 3 clusters Score: Raw -32820459.512920 + Penalty 6071.234404 = -32814388.278517 nChanged 11443 SP:Iteration 4F (23630.780000 sec): 3 clusters Score: Raw -32826622.953827 + Penalty 6071.234404 = -32820551.719424 nChanged 14082 SP:Iteration 5F (23632.030000 sec): 3 clusters Score: Raw -32835899.087245 + Penalty 6071.234404 = -32829827.852841 nChanged 15546 SP:Iteration 6F (23633.340000 sec): 3 clusters Score: Raw -32847679.205614 + Penalty 6071.234404 = -32841607.971210 nChanged 14626 SP:Iteration 7F (23634.640000 sec): 3 clusters Score: Raw -32860400.739231 + Penalty 6071.234404 = -32854329.504828 nChanged 12004 SP:Iteration 8F (23635.950000 sec): 3 clusters Score: Raw -32871066.755555 + Penalty 6071.234404 = -32864995.521151 nChanged 8407 SP:Iteration 9Q (23637.230000 sec): 3 clusters Score: Raw -32876828.762752 + Penalty 6071.234404 = -32870757.528348 nChanged 5285 SP:Iteration 10Q (23638.460000 sec): 3 clusters Score: Raw -32879249.434182 + Penalty 6071.234404 = -32873178.199778 nChanged 3475 SP:Iteration 11Q (23639.630000 sec): 3 clusters Score: Raw -32880597.426964 + Penalty 6071.234404 = -32874526.192560 nChanged 2800 SP:Iteration 12Q (23640.830000 sec): 3 clusters Score: Raw -32881578.217206 + Penalty 6071.234404 = -32875506.982803 nChanged 2441 SP:Iteration 13Q (23641.910000 sec): 3 clusters Score: Raw -32882341.380449 + Penalty 6071.234404 = -32876270.146045 nChanged 2241 SP:Iteration 14Q (23643.040000 sec): 3 clusters Score: Raw -32882989.322037 + Penalty 6071.234404 = -32876918.087633 nChanged 2137 SP:Iteration 15Q (23644.080000 sec): 3 clusters Score: Raw -32883573.715898 + Penalty 6071.234404 = -32877502.481494 nChanged 1996 SP:Iteration 16Q (23645.260000 sec): 3 clusters Score: Raw -32884113.220480 + Penalty 6071.234404 = -32878041.986076 nChanged 1935 SP:Iteration 17Q (23646.490000 sec): 3 clusters Score: Raw -32884653.060419 + Penalty 6071.234404 = -32878581.826016 nChanged 1894 SP:Iteration 18Q (23647.780000 sec): 3 clusters Score: Raw -32885145.287380 + Penalty 6071.234404 = -32879074.052976 nChanged 1761 SP:Iteration 19Q (23648.880000 sec): 3 clusters Score: Raw -32885597.654454 + Penalty 6071.234404 = -32879526.420050 nChanged 1741 SP:Iteration 20F (23650.210000 sec): 3 clusters Score: Raw -32886035.479252 + Penalty 6071.234404 = -32879964.244848 nChanged 1678 SP:Iteration 21Q (23651.380000 sec): 3 clusters Score: Raw -32886467.697818 + Penalty 6071.234404 = -32880396.463414 nChanged 1585 SP:Iteration 22Q (23652.540000 sec): 3 clusters Score: Raw -32886875.051637 + Penalty 6071.234404 = -32880803.817234 nChanged 1570 SP:Iteration 23Q (23653.590000 sec): 3 clusters Score: Raw -32887276.084735 + Penalty 6071.234404 = -32881204.850331 nChanged 1429 SP:Iteration 24Q (23654.650000 sec): 3 clusters Score: Raw -32887630.975169 + Penalty 6071.234404 = -32881559.740765 nChanged 1331 SP:Iteration 25Q (23655.740000 sec): 3 clusters Score: Raw -32887966.966376 + Penalty 6071.234404 = -32881895.731972 nChanged 1288 SP:Iteration 26Q (23656.900000 sec): 3 clusters Score: Raw -32888286.358278 + Penalty 6071.234404 = -32882215.123874 nChanged 1186 SP:Iteration 27Q (23658.130000 sec): 3 clusters Score: Raw -32888581.597921 + Penalty 6071.234404 = -32882510.363517 nChanged 1142 SP:Iteration 28Q (23659.220000 sec): 3 clusters Score: Raw -32888857.391211 + Penalty 6071.234404 = -32882786.156807 nChanged 1097 SP:Iteration 29Q (23660.370000 sec): 3 clusters Score: Raw -32889127.406736 + Penalty 6071.234404 = -32883056.172332 nChanged 1051 SP:Iteration 30Q (23661.400000 sec): 3 clusters Score: Raw -32889385.350195 + Penalty 6071.234404 = -32883314.115791 nChanged 980 SP:Iteration 31Q (23662.430000 sec): 3 clusters Score: Raw -32889605.203433 + Penalty 6071.234404 = -32883533.969029 nChanged 906 SP:Iteration 32Q (23663.500000 sec): 3 clusters Score: Raw -32889806.312371 + Penalty 6071.234404 = -32883735.077968 nChanged 904 SP:Iteration 33Q (23664.660000 sec): 3 clusters Score: Raw -32890000.705938 + Penalty 6071.234404 = -32883929.471535 nChanged 805 SP:Iteration 34Q (23665.940000 sec): 3 clusters Score: Raw -32890167.886006 + Penalty 6071.234404 = -32884096.651602 nChanged 751 SP:Iteration 35Q (23667.140000 sec): 3 clusters Score: Raw -32890322.737627 + Penalty 6071.234404 = -32884251.503223 nChanged 718 SP:Iteration 36Q (23668.250000 sec): 3 clusters Score: Raw -32890468.081608 + Penalty 6071.234404 = -32884396.847204 nChanged 665 SP:Iteration 37Q (23669.290000 sec): 3 clusters Score: Raw -32890600.707715 + Penalty 6071.234404 = -32884529.473311 nChanged 639 SP:Iteration 38Q (23670.310000 sec): 3 clusters Score: Raw -32890720.109726 + Penalty 6071.234404 = -32884648.875323 nChanged 564 SP:Iteration 39Q (23671.290000 sec): 3 clusters Score: Raw -32890824.317684 + Penalty 6071.234404 = -32884753.083280 nChanged 533 SP:Iteration 40F (23672.520000 sec): 3 clusters Score: Raw -32890924.223500 + Penalty 6071.234404 = -32884852.989096 nChanged 546 SP:Iteration 41Q (23673.540000 sec): 3 clusters Score: Raw -32891027.673311 + Penalty 6071.234404 = -32884956.438907 nChanged 509 SP:Iteration 42Q (23674.540000 sec): 3 clusters Score: Raw -32891125.598044 + Penalty 6071.234404 = -32885054.363640 nChanged 500 SP:Iteration 43Q (23675.620000 sec): 3 clusters Score: Raw -32891221.723224 + Penalty 6071.234404 = -32885150.488820 nChanged 481 SP:Iteration 44Q (23676.770000 sec): 3 clusters Score: Raw -32891319.757000 + Penalty 6071.234404 = -32885248.522596 nChanged 429 SP:Iteration 45Q (23677.850000 sec): 3 clusters Score: Raw -32891404.318020 + Penalty 6071.234404 = -32885333.083617 nChanged 410 SP:Iteration 46Q (23678.850000 sec): 3 clusters Score: Raw -32891481.651684 + Penalty 6071.234404 = -32885410.417280 nChanged 392 SP:Iteration 47Q (23679.830000 sec): 3 clusters Score: Raw -32891554.508595 + Penalty 6071.234404 = -32885483.274191 nChanged 386 SP:Iteration 48Q (23680.850000 sec): 3 clusters Score: Raw -32891621.919246 + Penalty 6071.234404 = -32885550.684842 nChanged 362 SP:Iteration 49Q (23681.800000 sec): 3 clusters Score: Raw -32891686.815771 + Penalty 6071.234404 = -32885615.581367 nChanged 332 SP:Iteration 50Q (23682.830000 sec): 3 clusters Score: Raw -32891745.152649 + Penalty 6071.234404 = -32885673.918245 nChanged 303 SP:Iteration 51Q (23683.940000 sec): 3 clusters Score: Raw -32891796.337640 + Penalty 6071.234404 = -32885725.103236 nChanged 258 SP:Iteration 52Q (23685.000000 sec): 3 clusters Score: Raw -32891833.702978 + Penalty 6071.234404 = -32885762.468574 nChanged 250 SP:Iteration 53Q (23686.020000 sec): 3 clusters Score: Raw -32891869.763156 + Penalty 6071.234404 = -32885798.528752 nChanged 223 SP:Iteration 54Q (23687.060000 sec): 3 clusters Score: Raw -32891898.320698 + Penalty 6071.234404 = -32885827.086294 nChanged 199 SP:Iteration 55Q (23688.120000 sec): 3 clusters Score: Raw -32891922.586159 + Penalty 6071.234404 = -32885851.351756 nChanged 169 SP:Iteration 56Q (23689.340000 sec): 3 clusters Score: Raw -32891942.789176 + Penalty 6071.234404 = -32885871.554772 nChanged 173 SP:Iteration 57Q (23690.390000 sec): 3 clusters Score: Raw -32891963.197215 + Penalty 6071.234404 = -32885891.962811 nChanged 165 SP:Iteration 58Q (23691.570000 sec): 3 clusters Score: Raw -32891983.002205 + Penalty 6071.234404 = -32885911.767801 nChanged 158 SP:Iteration 59Q (23692.740000 sec): 3 clusters Score: Raw -32892001.740475 + Penalty 6071.234404 = -32885930.506071 nChanged 142 SP:Iteration 60F (23694.130000 sec): 3 clusters Score: Raw -32892018.096627 + Penalty 6071.234404 = -32885946.862223 nChanged 126 SP:Iteration 61Q (23695.270000 sec): 3 clusters Score: Raw -32892031.866773 + Penalty 6071.234404 = -32885960.632369 nChanged 106 SP:Iteration 62Q (23696.370000 sec): 3 clusters Score: Raw -32892042.305819 + Penalty 6071.234404 = -32885971.071415 nChanged 89 SP:Iteration 63Q (23697.530000 sec): 3 clusters Score: Raw -32892050.537207 + Penalty 6071.234404 = -32885979.302803 nChanged 86 SP:Iteration 64Q (23698.660000 sec): 3 clusters Score: Raw -32892057.952954 + Penalty 6071.234404 = -32885986.718550 nChanged 75 SP:Iteration 65Q (23699.810000 sec): 3 clusters Score: Raw -32892064.071341 + Penalty 6071.234404 = -32885992.836937 nChanged 58 SP:Iteration 66Q (23700.970000 sec): 3 clusters Score: Raw -32892069.051631 + Penalty 6071.234404 = -32885997.817227 nChanged 45 SP:Iteration 67Q (23701.960000 sec): 3 clusters Score: Raw -32892072.424342 + Penalty 6071.234404 = -32886001.189938 nChanged 39 SP:Iteration 68Q (23702.910000 sec): 3 clusters Score: Raw -32892075.104889 + Penalty 6071.234404 = -32886003.870485 nChanged 33 SP:Iteration 69Q (23704.080000 sec): 3 clusters Score: Raw -32892077.029999 + Penalty 6071.234404 = -32886005.795595 nChanged 22 SP:Iteration 70Q (23705.140000 sec): 3 clusters Score: Raw -32892078.181344 + Penalty 6071.234404 = -32886006.946940 nChanged 13 SP:Iteration 71Q (23706.410000 sec): 3 clusters Score: Raw -32892078.889568 + Penalty 6071.234404 = -32886007.655164 nChanged 12 SP:Iteration 72Q (23707.510000 sec): 3 clusters Score: Raw -32892079.556158 + Penalty 6071.234404 = -32886008.321754 nChanged 14 SP:Iteration 73Q (23708.660000 sec): 3 clusters Score: Raw -32892080.208145 + Penalty 6071.234404 = -32886008.973742 nChanged 8 SP:Iteration 74Q (23709.650000 sec): 3 clusters Score: Raw -32892080.493099 + Penalty 6071.234404 = -32886009.258695 nChanged 7 SP:Iteration 75Q (23710.780000 sec): 3 clusters Score: Raw -32892080.913581 + Penalty 6071.234404 = -32886009.679177 nChanged 6 SP:Iteration 76Q (23711.890000 sec): 3 clusters Score: Raw -32892081.262478 + Penalty 6071.234404 = -32886010.028074 nChanged 12 SP:Iteration 77Q (23712.980000 sec): 3 clusters Score: Raw -32892081.878907 + Penalty 6071.234404 = -32886010.644503 nChanged 10 SP:Iteration 78Q (23714.000000 sec): 3 clusters Score: Raw -32892082.464608 + Penalty 6071.234404 = -32886011.230205 nChanged 6 SP:Iteration 79Q (23715.080000 sec): 3 clusters Score: Raw -32892082.908179 + Penalty 6071.234404 = -32886011.673775 nChanged 11 SP:Iteration 80F (23716.230000 sec): 3 clusters Score: Raw -32892083.614685 + Penalty 6071.234404 = -32886012.380281 nChanged 12 SP:Iteration 81Q (23717.190000 sec): 3 clusters Score: Raw -32892084.312017 + Penalty 6071.234404 = -32886013.077613 nChanged 6 SP:Iteration 82Q (23718.070000 sec): 3 clusters Score: Raw -32892084.669065 + Penalty 6071.234404 = -32886013.434661 nChanged 8 SP:Iteration 83Q (23719.310000 sec): 3 clusters Score: Raw -32892085.022669 + Penalty 6071.234404 = -32886013.788265 nChanged 10 SP:Iteration 84Q (23720.400000 sec): 3 clusters Score: Raw -32892085.450294 + Penalty 6071.234404 = -32886014.215890 nChanged 6 SP:Iteration 85Q (23721.720000 sec): 3 clusters Score: Raw -32892085.859859 + Penalty 6071.234404 = -32886014.625456 nChanged 3 SP:Iteration 86Q (23722.980000 sec): 3 clusters Score: Raw -32892086.002029 + Penalty 6071.234404 = -32886014.767625 nChanged 2 SP:Iteration 87Q (23724.170000 sec): 3 clusters Score: Raw -32892086.074990 + Penalty 6071.234404 = -32886014.840586 nChanged 2 SP:Iteration 88Q (23725.210000 sec): 3 clusters Score: Raw -32892086.233077 + Penalty 6071.234404 = -32886014.998673 nChanged 0 SP:Iteration 89F (23726.400000 sec): 3 clusters Score: Raw -32892086.233077 + Penalty 6071.234404 = -32886014.998673 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23726.610000 sec): 2 clusters Score: Raw -767144.686617 + Penalty 2120.267754 = -765024.418863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23726.810000 sec): 3 clusters Score: Raw -764722.402109 + Penalty 4240.535509 = -760481.866600 nChanged 1987 SP:Iteration 1F (23726.990000 sec): 3 clusters Score: Raw -766058.679962 + Penalty 4240.535509 = -761818.144453 nChanged 440 SP:Iteration 2F (23727.220000 sec): 3 clusters Score: Raw -766431.583223 + Penalty 4240.535509 = -762191.047714 nChanged 343 SP:Iteration 3F (23727.430000 sec): 3 clusters Score: Raw -766739.458901 + Penalty 4240.535509 = -762498.923392 nChanged 296 SP:Iteration 4F (23727.680000 sec): 3 clusters Score: Raw -767022.077538 + Penalty 4240.535509 = -762781.542029 nChanged 288 SP:Iteration 5F (23727.910000 sec): 3 clusters Score: Raw -767326.765735 + Penalty 4240.535509 = -763086.230226 nChanged 260 SP:Iteration 6F (23728.110000 sec): 3 clusters Score: Raw -767557.223160 + Penalty 4240.535509 = -763316.687651 nChanged 182 SP:Iteration 7Q (23728.360000 sec): 3 clusters Score: Raw -767690.890972 + Penalty 4240.535509 = -763450.355463 nChanged 146 SP:Iteration 8Q (23728.560000 sec): 3 clusters Score: Raw -767781.508925 + Penalty 4240.535509 = -763540.973416 nChanged 100 SP:Iteration 9Q (23728.740000 sec): 3 clusters Score: Raw -767846.376165 + Penalty 4240.535509 = -763605.840656 nChanged 88 SP:Iteration 10Q (23728.950000 sec): 3 clusters Score: Raw -767892.921042 + Penalty 4240.535509 = -763652.385533 nChanged 71 SP:Iteration 11Q (23729.190000 sec): 3 clusters Score: Raw -767931.762819 + Penalty 4240.535509 = -763691.227310 nChanged 64 SP:Iteration 12Q (23729.390000 sec): 3 clusters Score: Raw -767972.300454 + Penalty 4240.535509 = -763731.764945 nChanged 71 SP:Iteration 13Q (23729.640000 sec): 3 clusters Score: Raw -768019.111244 + Penalty 4240.535509 = -763778.575735 nChanged 70 SP:Iteration 14Q (23729.840000 sec): 3 clusters Score: Raw -768074.827167 + Penalty 4240.535509 = -763834.291658 nChanged 77 SP:Iteration 15Q (23730.030000 sec): 3 clusters Score: Raw -768129.876654 + Penalty 4240.535509 = -763889.341145 nChanged 66 SP:Iteration 16Q (23730.280000 sec): 3 clusters Score: Raw -768170.871553 + Penalty 4240.535509 = -763930.336044 nChanged 71 SP:Iteration 17Q (23730.450000 sec): 3 clusters Score: Raw -768221.488399 + Penalty 4240.535509 = -763980.952890 nChanged 67 SP:Iteration 18Q (23730.690000 sec): 3 clusters Score: Raw -768265.065064 + Penalty 4240.535509 = -764024.529555 nChanged 56 SP:Iteration 19Q (23730.900000 sec): 3 clusters Score: Raw -768295.793961 + Penalty 4240.535509 = -764055.258452 nChanged 45 SP:Iteration 20F (23731.150000 sec): 3 clusters Score: Raw -768321.661571 + Penalty 4240.535509 = -764081.126062 nChanged 40 SP:Iteration 21Q (23731.320000 sec): 3 clusters Score: Raw -768345.416799 + Penalty 4240.535509 = -764104.881290 nChanged 37 SP:Iteration 22Q (23731.500000 sec): 3 clusters Score: Raw -768368.264844 + Penalty 4240.535509 = -764127.729335 nChanged 39 SP:Iteration 23Q (23731.750000 sec): 3 clusters Score: Raw -768401.440580 + Penalty 4240.535509 = -764160.905071 nChanged 41 SP:Iteration 24Q (23731.900000 sec): 3 clusters Score: Raw -768432.384337 + Penalty 4240.535509 = -764191.848828 nChanged 44 SP:Iteration 25Q (23732.140000 sec): 3 clusters Score: Raw -768464.748692 + Penalty 4240.535509 = -764224.213183 nChanged 33 SP:Iteration 26Q (23732.330000 sec): 3 clusters Score: Raw -768491.198579 + Penalty 4240.535509 = -764250.663070 nChanged 39 SP:Iteration 27Q (23732.580000 sec): 3 clusters Score: Raw -768529.712360 + Penalty 4240.535509 = -764289.176851 nChanged 41 SP:Iteration 28Q (23732.800000 sec): 3 clusters Score: Raw -768583.624889 + Penalty 4240.535509 = -764343.089380 nChanged 52 SP:Iteration 29Q (23733.020000 sec): 3 clusters Score: Raw -768648.515041 + Penalty 4240.535509 = -764407.979532 nChanged 51 SP:Iteration 30Q (23733.220000 sec): 3 clusters Score: Raw -768712.005323 + Penalty 4240.535509 = -764471.469814 nChanged 40 SP:Iteration 31Q (23733.450000 sec): 3 clusters Score: Raw -768756.028229 + Penalty 4240.535509 = -764515.492720 nChanged 25 SP:Iteration 32Q (23733.630000 sec): 3 clusters Score: Raw -768777.964607 + Penalty 4240.535509 = -764537.429098 nChanged 25 SP:Iteration 33Q (23733.850000 sec): 3 clusters Score: Raw -768795.533719 + Penalty 4240.535509 = -764554.998210 nChanged 21 SP:Iteration 34Q (23734.110000 sec): 3 clusters Score: Raw -768807.584884 + Penalty 4240.535509 = -764567.049375 nChanged 21 SP:Iteration 35Q (23734.280000 sec): 3 clusters Score: Raw -768818.868999 + Penalty 4240.535509 = -764578.333490 nChanged 12 SP:Iteration 36Q (23734.520000 sec): 3 clusters Score: Raw -768826.368638 + Penalty 4240.535509 = -764585.833129 nChanged 8 SP:Iteration 37Q (23734.700000 sec): 3 clusters Score: Raw -768829.807221 + Penalty 4240.535509 = -764589.271712 nChanged 7 SP:Iteration 38Q (23734.920000 sec): 3 clusters Score: Raw -768834.274346 + Penalty 4240.535509 = -764593.738837 nChanged 5 SP:Iteration 39Q (23735.110000 sec): 3 clusters Score: Raw -768835.861397 + Penalty 4240.535509 = -764595.325888 nChanged 5 SP:Iteration 40F (23735.340000 sec): 3 clusters Score: Raw -768837.885084 + Penalty 4240.535509 = -764597.349575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23735.490000 sec): 2 clusters Score: Raw -1010098.235197 + Penalty 2180.778170 = -1007917.457027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23735.690000 sec): 3 clusters Score: Raw -1006748.800976 + Penalty 4361.556339 = -1002387.244637 nChanged 2637 SP:Iteration 1F (23735.890000 sec): 3 clusters Score: Raw -1008227.641648 + Penalty 4361.556339 = -1003866.085309 nChanged 453 SP:Iteration 2F (23736.120000 sec): 3 clusters Score: Raw -1008465.512578 + Penalty 4361.556339 = -1004103.956239 nChanged 347 SP:Iteration 3F (23736.300000 sec): 3 clusters Score: Raw -1008638.080784 + Penalty 4361.556339 = -1004276.524445 nChanged 274 SP:Iteration 4Q (23736.520000 sec): 3 clusters Score: Raw -1008763.030609 + Penalty 4361.556339 = -1004401.474270 nChanged 223 SP:Iteration 5Q (23736.770000 sec): 3 clusters Score: Raw -1008884.930017 + Penalty 4361.556339 = -1004523.373678 nChanged 195 SP:Iteration 6Q (23736.990000 sec): 3 clusters Score: Raw -1008989.382621 + Penalty 4361.556339 = -1004627.826282 nChanged 186 SP:Iteration 7Q (23737.210000 sec): 3 clusters Score: Raw -1009096.466406 + Penalty 4361.556339 = -1004734.910067 nChanged 180 SP:Iteration 8Q (23737.430000 sec): 3 clusters Score: Raw -1009191.081908 + Penalty 4361.556339 = -1004829.525569 nChanged 161 SP:Iteration 9Q (23737.650000 sec): 3 clusters Score: Raw -1009279.065035 + Penalty 4361.556339 = -1004917.508696 nChanged 158 SP:Iteration 10Q (23737.890000 sec): 3 clusters Score: Raw -1009362.255886 + Penalty 4361.556339 = -1005000.699547 nChanged 130 SP:Iteration 11Q (23738.100000 sec): 3 clusters Score: Raw -1009423.370147 + Penalty 4361.556339 = -1005061.813808 nChanged 121 SP:Iteration 12Q (23738.330000 sec): 3 clusters Score: Raw -1009484.883957 + Penalty 4361.556339 = -1005123.327618 nChanged 119 SP:Iteration 13Q (23738.540000 sec): 3 clusters Score: Raw -1009539.077838 + Penalty 4361.556339 = -1005177.521499 nChanged 101 SP:Iteration 14Q (23738.830000 sec): 3 clusters Score: Raw -1009583.856035 + Penalty 4361.556339 = -1005222.299696 nChanged 91 SP:Iteration 15Q (23739.060000 sec): 3 clusters Score: Raw -1009622.681246 + Penalty 4361.556339 = -1005261.124907 nChanged 107 SP:Iteration 16Q (23739.280000 sec): 3 clusters Score: Raw -1009676.551274 + Penalty 4361.556339 = -1005314.994935 nChanged 100 SP:Iteration 17Q (23739.500000 sec): 3 clusters Score: Raw -1009730.261114 + Penalty 4361.556339 = -1005368.704775 nChanged 93 SP:Iteration 18Q (23739.670000 sec): 3 clusters Score: Raw -1009783.625579 + Penalty 4361.556339 = -1005422.069240 nChanged 103 SP:Iteration 19Q (23739.930000 sec): 3 clusters Score: Raw -1009828.225508 + Penalty 4361.556339 = -1005466.669168 nChanged 77 SP:Iteration 20F (23740.110000 sec): 3 clusters Score: Raw -1009860.014680 + Penalty 4361.556339 = -1005498.458341 nChanged 74 SP:Iteration 21Q (23740.320000 sec): 3 clusters Score: Raw -1009893.037882 + Penalty 4361.556339 = -1005531.481543 nChanged 62 SP:Iteration 22Q (23740.550000 sec): 3 clusters Score: Raw -1009925.290683 + Penalty 4361.556339 = -1005563.734344 nChanged 61 SP:Iteration 23Q (23740.800000 sec): 3 clusters Score: Raw -1009953.604762 + Penalty 4361.556339 = -1005592.048423 nChanged 87 SP:Iteration 24Q (23741.000000 sec): 3 clusters Score: Raw -1009996.560775 + Penalty 4361.556339 = -1005635.004436 nChanged 78 SP:Iteration 25Q (23741.190000 sec): 3 clusters Score: Raw -1010031.211317 + Penalty 4361.556339 = -1005669.654978 nChanged 70 SP:Iteration 26Q (23741.410000 sec): 3 clusters Score: Raw -1010065.780397 + Penalty 4361.556339 = -1005704.224058 nChanged 64 SP:Iteration 27Q (23741.640000 sec): 3 clusters Score: Raw -1010102.028706 + Penalty 4361.556339 = -1005740.472367 nChanged 74 SP:Iteration 28Q (23741.800000 sec): 3 clusters Score: Raw -1010143.549548 + Penalty 4361.556339 = -1005781.993209 nChanged 60 SP:Iteration 29Q (23742.040000 sec): 3 clusters Score: Raw -1010175.429836 + Penalty 4361.556339 = -1005813.873497 nChanged 47 SP:Iteration 30Q (23742.250000 sec): 3 clusters Score: Raw -1010207.226519 + Penalty 4361.556339 = -1005845.670179 nChanged 54 SP:Iteration 31Q (23742.470000 sec): 3 clusters Score: Raw -1010238.862140 + Penalty 4361.556339 = -1005877.305801 nChanged 50 SP:Iteration 32Q (23742.700000 sec): 3 clusters Score: Raw -1010270.489458 + Penalty 4361.556339 = -1005908.933119 nChanged 33 SP:Iteration 33Q (23742.910000 sec): 3 clusters Score: Raw -1010289.141443 + Penalty 4361.556339 = -1005927.585104 nChanged 35 SP:Iteration 34Q (23743.130000 sec): 3 clusters Score: Raw -1010310.454362 + Penalty 4361.556339 = -1005948.898023 nChanged 40 SP:Iteration 35Q (23743.330000 sec): 3 clusters Score: Raw -1010339.931449 + Penalty 4361.556339 = -1005978.375110 nChanged 38 SP:Iteration 36Q (23743.520000 sec): 3 clusters Score: Raw -1010366.262282 + Penalty 4361.556339 = -1006004.705943 nChanged 21 SP:Iteration 37Q (23743.730000 sec): 3 clusters Score: Raw -1010379.240910 + Penalty 4361.556339 = -1006017.684571 nChanged 17 SP:Iteration 38Q (23743.940000 sec): 3 clusters Score: Raw -1010391.832864 + Penalty 4361.556339 = -1006030.276525 nChanged 22 SP:Iteration 39Q (23744.170000 sec): 3 clusters Score: Raw -1010407.077289 + Penalty 4361.556339 = -1006045.520950 nChanged 19 SP:Iteration 40F (23744.340000 sec): 3 clusters Score: Raw -1010418.587806 + Penalty 4361.556339 = -1006057.031467 nChanged 14 SP:Iteration 41Q (23744.560000 sec): 3 clusters Score: Raw -1010428.595614 + Penalty 4361.556339 = -1006067.039275 nChanged 18 SP:Iteration 42Q (23744.790000 sec): 3 clusters Score: Raw -1010438.986384 + Penalty 4361.556339 = -1006077.430045 nChanged 10 SP:Iteration 43Q (23745.000000 sec): 3 clusters Score: Raw -1010444.568713 + Penalty 4361.556339 = -1006083.012374 nChanged 7 SP:Iteration 44Q (23745.220000 sec): 3 clusters Score: Raw -1010451.084111 + Penalty 4361.556339 = -1006089.527772 nChanged 15 SP:Iteration 45Q (23745.440000 sec): 3 clusters Score: Raw -1010461.657812 + Penalty 4361.556339 = -1006100.101473 nChanged 10 SP:Iteration 46Q (23745.620000 sec): 3 clusters Score: Raw -1010467.966862 + Penalty 4361.556339 = -1006106.410523 nChanged 7 SP:Iteration 47Q (23745.850000 sec): 3 clusters Score: Raw -1010472.398758 + Penalty 4361.556339 = -1006110.842419 nChanged 10 SP:Iteration 48Q (23746.050000 sec): 3 clusters Score: Raw -1010478.549754 + Penalty 4361.556339 = -1006116.993415 nChanged 6 SP:Iteration 49Q (23746.270000 sec): 3 clusters Score: Raw -1010481.418922 + Penalty 4361.556339 = -1006119.862583 nChanged 5 SP:Iteration 50Q (23746.470000 sec): 3 clusters Score: Raw -1010485.457226 + Penalty 4361.556339 = -1006123.900887 nChanged 7 SP:Iteration 51Q (23746.680000 sec): 3 clusters Score: Raw -1010489.442565 + Penalty 4361.556339 = -1006127.886225 nChanged 7 SP:Iteration 52Q (23746.920000 sec): 3 clusters Score: Raw -1010492.661806 + Penalty 4361.556339 = -1006131.105467 nChanged 5 SP:Iteration 53Q (23747.110000 sec): 3 clusters Score: Raw -1010495.835123 + Penalty 4361.556339 = -1006134.278784 nChanged 6 SP:Iteration 54Q (23747.340000 sec): 3 clusters Score: Raw -1010498.173023 + Penalty 4361.556339 = -1006136.616684 nChanged 5 SP:Iteration 55Q (23747.530000 sec): 3 clusters Score: Raw -1010500.713368 + Penalty 4361.556339 = -1006139.157029 nChanged 6 SP:Iteration 56Q (23747.720000 sec): 3 clusters Score: Raw -1010503.318219 + Penalty 4361.556339 = -1006141.761880 nChanged 3 SP:Iteration 57Q (23747.960000 sec): 3 clusters Score: Raw -1010505.512085 + Penalty 4361.556339 = -1006143.955745 nChanged 3 SP:Iteration 58Q (23748.170000 sec): 3 clusters Score: Raw -1010506.791362 + Penalty 4361.556339 = -1006145.235023 nChanged 2 SP:Iteration 59Q (23748.410000 sec): 3 clusters Score: Raw -1010507.720381 + Penalty 4361.556339 = -1006146.164042 nChanged 1 SP:Iteration 60F (23748.620000 sec): 3 clusters Score: Raw -1010507.844478 + Penalty 4361.556339 = -1006146.288139 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23748.710000 sec): 2 clusters Score: Raw -119243.687625 + Penalty 1671.355484 = -117572.332141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23748.910000 sec): 3 clusters Score: Raw -119118.904958 + Penalty 3342.710967 = -115776.193991 nChanged 219 SP:Iteration 1F (23749.050000 sec): 3 clusters Score: Raw -119550.601113 + Penalty 3342.710967 = -116207.890146 nChanged 89 SP:Iteration 2F (23749.210000 sec): 3 clusters Score: Raw -120044.757101 + Penalty 3342.710967 = -116702.046133 nChanged 71 SP:Iteration 3F (23749.350000 sec): 3 clusters Score: Raw -120433.217681 + Penalty 3342.710967 = -117090.506714 nChanged 74 SP:Iteration 4F (23749.550000 sec): 3 clusters Score: Raw -120699.449818 + Penalty 3342.710967 = -117356.738851 nChanged 42 SP:Iteration 5Q (23749.720000 sec): 3 clusters Score: Raw -120894.362106 + Penalty 3342.710967 = -117551.651139 nChanged 23 SP:Iteration 6Q (23749.870000 sec): 3 clusters Score: Raw -120977.407448 + Penalty 3342.710967 = -117634.696481 nChanged 15 SP:Iteration 7Q (23750.030000 sec): 3 clusters Score: Raw -121036.457123 + Penalty 3342.710967 = -117693.746156 nChanged 14 SP:Iteration 8Q (23750.220000 sec): 3 clusters Score: Raw -121087.477592 + Penalty 3342.710967 = -117744.766625 nChanged 10 SP:Iteration 9Q (23750.380000 sec): 3 clusters Score: Raw -121123.245856 + Penalty 3342.710967 = -117780.534888 nChanged 9 SP:Iteration 10Q (23750.550000 sec): 3 clusters Score: Raw -121149.563246 + Penalty 3342.710967 = -117806.852279 nChanged 5 SP:Iteration 11Q (23750.750000 sec): 3 clusters Score: Raw -121170.708337 + Penalty 3342.710967 = -117827.997370 nChanged 2 SP:Iteration 12Q (23750.890000 sec): 3 clusters Score: Raw -121176.266195 + Penalty 3342.710967 = -117833.555228 nChanged 1 SP:Iteration 13Q (23751.080000 sec): 3 clusters Score: Raw -121178.179252 + Penalty 3342.710967 = -117835.468285 nChanged 1 SP:Iteration 14Q (23751.250000 sec): 3 clusters Score: Raw -121181.839624 + Penalty 3342.710967 = -117839.128656 nChanged 1 SP:Iteration 15Q (23751.420000 sec): 3 clusters Score: Raw -121187.825454 + Penalty 3342.710967 = -117845.114486 nChanged 1 SP:Iteration 16Q (23751.620000 sec): 3 clusters Score: Raw -121188.910234 + Penalty 3342.710967 = -117846.199267 nChanged 0 SP:Iteration 17F (23751.770000 sec): 3 clusters Score: Raw -121195.629036 + Penalty 3342.710967 = -117852.918069 nChanged 1 SP:Iteration 18Q (23751.940000 sec): 3 clusters Score: Raw -121209.937255 + Penalty 3342.710967 = -117867.226288 nChanged 2 SP:Iteration 19Q (23752.080000 sec): 3 clusters Score: Raw -121214.566548 + Penalty 3342.710967 = -117871.855580 nChanged 1 SP:Iteration 20F (23752.300000 sec): 3 clusters Score: Raw -121219.748767 + Penalty 3342.710967 = -117877.037800 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23752.360000 sec): 2 clusters Score: Raw -47511.256419 + Penalty 1472.508979 = -46038.747440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23752.540000 sec): 3 clusters Score: Raw -47830.536935 + Penalty 2945.017958 = -44885.518977 nChanged 89 SP:Iteration 1F (23752.720000 sec): 3 clusters Score: Raw -48166.970898 + Penalty 2945.017958 = -45221.952940 nChanged 36 SP:Iteration 2F (23752.910000 sec): 3 clusters Score: Raw -48437.667466 + Penalty 2945.017958 = -45492.649508 nChanged 24 SP:Iteration 3F (23753.050000 sec): 3 clusters Score: Raw -48576.913998 + Penalty 2945.017958 = -45631.896040 nChanged 20 SP:Iteration 4F (23753.240000 sec): 3 clusters Score: Raw -48753.749599 + Penalty 2945.017958 = -45808.731642 nChanged 13 SP:Iteration 5Q (23753.420000 sec): 3 clusters Score: Raw -49062.861558 + Penalty 2945.017958 = -46117.843600 nChanged 10 SP:Iteration 6Q (23753.590000 sec): 3 clusters Score: Raw -49138.892357 + Penalty 2945.017958 = -46193.874400 nChanged 1 SP:Iteration 7Q (23753.760000 sec): 3 clusters Score: Raw -49149.408261 + Penalty 2945.017958 = -46204.390303 nChanged 1 SP:Iteration 8Q (23753.900000 sec): 3 clusters Score: Raw -49169.127371 + Penalty 2945.017958 = -46224.109413 nChanged 0 SP:Iteration 9F (23754.070000 sec): 3 clusters Score: Raw -49169.127371 + Penalty 2945.017958 = -46224.109413 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (6755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23754.200000 sec): 2 clusters Score: Raw -1067637.879612 + Penalty 2186.873486 = -1065451.006126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23754.440000 sec): 3 clusters Score: Raw -1064278.524752 + Penalty 4373.746972 = -1059904.777780 nChanged 2665 SP:Iteration 1F (23754.680000 sec): 3 clusters Score: Raw -1065748.320181 + Penalty 4373.746972 = -1061374.573209 nChanged 438 SP:Iteration 2F (23754.870000 sec): 3 clusters Score: Raw -1065996.511215 + Penalty 4373.746972 = -1061622.764242 nChanged 362 SP:Iteration 3F (23755.130000 sec): 3 clusters Score: Raw -1066203.844232 + Penalty 4373.746972 = -1061830.097260 nChanged 321 SP:Iteration 4Q (23755.340000 sec): 3 clusters Score: Raw -1066396.430387 + Penalty 4373.746972 = -1062022.683415 nChanged 291 SP:Iteration 5Q (23755.570000 sec): 3 clusters Score: Raw -1066602.238472 + Penalty 4373.746972 = -1062228.491500 nChanged 316 SP:Iteration 6Q (23755.760000 sec): 3 clusters Score: Raw -1066818.723239 + Penalty 4373.746972 = -1062444.976267 nChanged 321 SP:Iteration 7Q (23755.990000 sec): 3 clusters Score: Raw -1067050.769301 + Penalty 4373.746972 = -1062677.022329 nChanged 325 SP:Iteration 8Q (23756.210000 sec): 3 clusters Score: Raw -1067280.291425 + Penalty 4373.746972 = -1062906.544453 nChanged 311 SP:Iteration 9Q (23756.380000 sec): 3 clusters Score: Raw -1067512.364360 + Penalty 4373.746972 = -1063138.617388 nChanged 291 SP:Iteration 10Q (23756.620000 sec): 3 clusters Score: Raw -1067739.088580 + Penalty 4373.746972 = -1063365.341608 nChanged 272 SP:Iteration 11Q (23756.850000 sec): 3 clusters Score: Raw -1067911.549254 + Penalty 4373.746972 = -1063537.802282 nChanged 188 SP:Iteration 12Q (23757.050000 sec): 3 clusters Score: Raw -1068019.191056 + Penalty 4373.746972 = -1063645.444084 nChanged 161 SP:Iteration 13Q (23757.290000 sec): 3 clusters Score: Raw -1068097.404470 + Penalty 4373.746972 = -1063723.657498 nChanged 113 SP:Iteration 14Q (23757.550000 sec): 3 clusters Score: Raw -1068148.158039 + Penalty 4373.746972 = -1063774.411066 nChanged 80 SP:Iteration 15Q (23757.750000 sec): 3 clusters Score: Raw -1068185.290119 + Penalty 4373.746972 = -1063811.543146 nChanged 83 SP:Iteration 16Q (23757.950000 sec): 3 clusters Score: Raw -1068224.005260 + Penalty 4373.746972 = -1063850.258288 nChanged 82 SP:Iteration 17Q (23758.170000 sec): 3 clusters Score: Raw -1068261.920749 + Penalty 4373.746972 = -1063888.173777 nChanged 69 SP:Iteration 18Q (23758.380000 sec): 3 clusters Score: Raw -1068287.967869 + Penalty 4373.746972 = -1063914.220897 nChanged 46 SP:Iteration 19Q (23758.580000 sec): 3 clusters Score: Raw -1068305.945486 + Penalty 4373.746972 = -1063932.198514 nChanged 33 SP:Iteration 20F (23758.760000 sec): 3 clusters Score: Raw -1068317.460754 + Penalty 4373.746972 = -1063943.713781 nChanged 27 SP:Iteration 21Q (23759.000000 sec): 3 clusters Score: Raw -1068326.267589 + Penalty 4373.746972 = -1063952.520617 nChanged 24 SP:Iteration 22Q (23759.250000 sec): 3 clusters Score: Raw -1068334.910031 + Penalty 4373.746972 = -1063961.163059 nChanged 31 SP:Iteration 23Q (23759.450000 sec): 3 clusters Score: Raw -1068346.263530 + Penalty 4373.746972 = -1063972.516558 nChanged 33 SP:Iteration 24Q (23759.640000 sec): 3 clusters Score: Raw -1068357.400941 + Penalty 4373.746972 = -1063983.653969 nChanged 19 SP:Iteration 25Q (23759.850000 sec): 3 clusters Score: Raw -1068363.283484 + Penalty 4373.746972 = -1063989.536512 nChanged 19 SP:Iteration 26Q (23760.030000 sec): 3 clusters Score: Raw -1068369.160077 + Penalty 4373.746972 = -1063995.413105 nChanged 21 SP:Iteration 27Q (23760.250000 sec): 3 clusters Score: Raw -1068376.662124 + Penalty 4373.746972 = -1064002.915152 nChanged 16 SP:Iteration 28Q (23760.430000 sec): 3 clusters Score: Raw -1068381.890834 + Penalty 4373.746972 = -1064008.143862 nChanged 14 SP:Iteration 29Q (23760.620000 sec): 3 clusters Score: Raw -1068386.143599 + Penalty 4373.746972 = -1064012.396627 nChanged 12 SP:Iteration 30Q (23760.830000 sec): 3 clusters Score: Raw -1068388.916601 + Penalty 4373.746972 = -1064015.169629 nChanged 11 SP:Iteration 31Q (23760.950000 sec): 3 clusters Score: Raw -1068391.756005 + Penalty 4373.746972 = -1064018.009033 nChanged 8 SP:Iteration 32Q (23761.170000 sec): 3 clusters Score: Raw -1068394.770538 + Penalty 4373.746972 = -1064021.023566 nChanged 11 SP:Iteration 33Q (23761.400000 sec): 3 clusters Score: Raw -1068398.958776 + Penalty 4373.746972 = -1064025.211804 nChanged 13 SP:Iteration 34Q (23761.650000 sec): 3 clusters Score: Raw -1068402.915607 + Penalty 4373.746972 = -1064029.168635 nChanged 5 SP:Iteration 35Q (23761.850000 sec): 3 clusters Score: Raw -1068404.227681 + Penalty 4373.746972 = -1064030.480709 nChanged 6 SP:Iteration 36Q (23762.100000 sec): 3 clusters Score: Raw -1068405.510992 + Penalty 4373.746972 = -1064031.764020 nChanged 1 SP:Iteration 37Q (23762.310000 sec): 3 clusters Score: Raw -1068405.676172 + Penalty 4373.746972 = -1064031.929200 nChanged 1 SP:Iteration 38Q (23762.530000 sec): 3 clusters Score: Raw -1068405.895847 + Penalty 4373.746972 = -1064032.148875 nChanged 0 SP:Iteration 39F (23762.740000 sec): 3 clusters Score: Raw -1068405.895847 + Penalty 4373.746972 = -1064032.148875 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23762.880000 sec): 2 clusters Score: Raw -232059.507974 + Penalty 1839.261863 = -230220.246111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23763.010000 sec): 3 clusters Score: Raw -231846.602466 + Penalty 3678.523726 = -228168.078740 nChanged 606 SP:Iteration 1F (23763.220000 sec): 3 clusters Score: Raw -235026.560838 + Penalty 3678.523726 = -231348.037112 nChanged 245 SP:Iteration 2F (23763.430000 sec): 3 clusters Score: Raw -237323.628667 + Penalty 3678.523726 = -233645.104941 nChanged 155 SP:Iteration 3F (23763.610000 sec): 3 clusters Score: Raw -238170.436238 + Penalty 3678.523726 = -234491.912512 nChanged 67 SP:Iteration 4Q (23763.810000 sec): 3 clusters Score: Raw -238821.138638 + Penalty 3678.523726 = -235142.614913 nChanged 34 SP:Iteration 5Q (23763.970000 sec): 3 clusters Score: Raw -239247.078871 + Penalty 3678.523726 = -235568.555145 nChanged 26 SP:Iteration 6Q (23764.180000 sec): 3 clusters Score: Raw -239762.177249 + Penalty 3678.523726 = -236083.653523 nChanged 13 SP:Iteration 7Q (23764.410000 sec): 3 clusters Score: Raw -239815.349025 + Penalty 3678.523726 = -236136.825299 nChanged 7 SP:Iteration 8Q (23764.580000 sec): 3 clusters Score: Raw -239825.170878 + Penalty 3678.523726 = -236146.647152 nChanged 7 SP:Iteration 9Q (23764.750000 sec): 3 clusters Score: Raw -239837.667161 + Penalty 3678.523726 = -236159.143435 nChanged 12 SP:Iteration 10Q (23764.940000 sec): 3 clusters Score: Raw -239855.787151 + Penalty 3678.523726 = -236177.263425 nChanged 6 SP:Iteration 11Q (23765.100000 sec): 3 clusters Score: Raw -239860.684240 + Penalty 3678.523726 = -236182.160515 nChanged 2 SP:Iteration 12Q (23765.280000 sec): 3 clusters Score: Raw -239861.896765 + Penalty 3678.523726 = -236183.373040 nChanged 1 SP:Iteration 13Q (23765.430000 sec): 3 clusters Score: Raw -239862.353608 + Penalty 3678.523726 = -236183.829882 nChanged 1 SP:Iteration 14Q (23765.610000 sec): 3 clusters Score: Raw -239863.129741 + Penalty 3678.523726 = -236184.606015 nChanged 3 SP:Iteration 15Q (23765.750000 sec): 3 clusters Score: Raw -239864.976278 + Penalty 3678.523726 = -236186.452552 nChanged 3 SP:Iteration 16Q (23765.940000 sec): 3 clusters Score: Raw -239869.258434 + Penalty 3678.523726 = -236190.734709 nChanged 3 SP:Iteration 17Q (23766.070000 sec): 3 clusters Score: Raw -239871.025349 + Penalty 3678.523726 = -236192.501623 nChanged 2 SP:Iteration 18Q (23766.270000 sec): 3 clusters Score: Raw -239872.623201 + Penalty 3678.523726 = -236194.099475 nChanged 1 SP:Iteration 19Q (23766.420000 sec): 3 clusters Score: Raw -239873.274056 + Penalty 3678.523726 = -236194.750331 nChanged 1 SP:Iteration 20F (23766.640000 sec): 3 clusters Score: Raw -239874.411332 + Penalty 3678.523726 = -236195.887606 nChanged 4 SP:Iteration 21Q (23766.830000 sec): 3 clusters Score: Raw -239878.729329 + Penalty 3678.523726 = -236200.205604 nChanged 6 SP:Iteration 22Q (23766.990000 sec): 3 clusters Score: Raw -239884.920836 + Penalty 3678.523726 = -236206.397110 nChanged 5 SP:Iteration 23Q (23767.230000 sec): 3 clusters Score: Raw -239892.115946 + Penalty 3678.523726 = -236213.592221 nChanged 8 SP:Iteration 24Q (23767.420000 sec): 3 clusters Score: Raw -239904.712637 + Penalty 3678.523726 = -236226.188911 nChanged 8 SP:Iteration 25Q (23767.680000 sec): 3 clusters Score: Raw -239921.714185 + Penalty 3678.523726 = -236243.190459 nChanged 13 SP:Iteration 26Q (23767.830000 sec): 3 clusters Score: Raw -239947.223229 + Penalty 3678.523726 = -236268.699503 nChanged 13 SP:Iteration 27Q (23768.040000 sec): 3 clusters Score: Raw -239965.995874 + Penalty 3678.523726 = -236287.472149 nChanged 8 SP:Iteration 28Q (23768.190000 sec): 3 clusters Score: Raw -240108.966716 + Penalty 3678.523726 = -236430.442990 nChanged 6 SP:Iteration 29Q (23768.370000 sec): 3 clusters Score: Raw -240114.749084 + Penalty 3678.523726 = -236436.225358 nChanged 4 SP:Iteration 30Q (23768.580000 sec): 3 clusters Score: Raw -240117.881820 + Penalty 3678.523726 = -236439.358095 nChanged 2 SP:Iteration 31Q (23768.780000 sec): 3 clusters Score: Raw -240122.943032 + Penalty 3678.523726 = -236444.419306 nChanged 4 SP:Iteration 32Q (23768.980000 sec): 3 clusters Score: Raw -240127.617682 + Penalty 3678.523726 = -236449.093956 nChanged 4 SP:Iteration 33Q (23769.150000 sec): 3 clusters Score: Raw -240130.063043 + Penalty 3678.523726 = -236451.539318 nChanged 0 SP:Iteration 34F (23769.400000 sec): 3 clusters Score: Raw -240154.605124 + Penalty 3678.523726 = -236476.081399 nChanged 20 SP:Iteration 35Q (23769.600000 sec): 3 clusters Score: Raw -240203.074050 + Penalty 3678.523726 = -236524.550325 nChanged 17 SP:Iteration 36Q (23769.770000 sec): 3 clusters Score: Raw -240231.588186 + Penalty 3678.523726 = -236553.064460 nChanged 9 SP:Iteration 37Q (23769.990000 sec): 3 clusters Score: Raw -240243.939768 + Penalty 3678.523726 = -236565.416043 nChanged 6 SP:Iteration 38Q (23770.190000 sec): 3 clusters Score: Raw -240252.795569 + Penalty 3678.523726 = -236574.271843 nChanged 5 SP:Iteration 39Q (23770.400000 sec): 3 clusters Score: Raw -240259.313781 + Penalty 3678.523726 = -236580.790055 nChanged 6 SP:Iteration 40F (23770.620000 sec): 3 clusters Score: Raw -240271.570401 + Penalty 3678.523726 = -236593.046675 nChanged 3 SP:Iteration 41Q (23770.780000 sec): 3 clusters Score: Raw -240276.267803 + Penalty 3678.523726 = -236597.744077 nChanged 3 SP:Iteration 42Q (23770.980000 sec): 3 clusters Score: Raw -240278.507499 + Penalty 3678.523726 = -236599.983774 nChanged 1 SP:Iteration 43Q (23771.120000 sec): 3 clusters Score: Raw -240282.415976 + Penalty 3678.523726 = -236603.892250 nChanged 3 SP:Iteration 44Q (23771.300000 sec): 3 clusters Score: Raw -240288.119399 + Penalty 3678.523726 = -236609.595674 nChanged 1 SP:Iteration 45Q (23771.470000 sec): 3 clusters Score: Raw -240289.386906 + Penalty 3678.523726 = -236610.863180 nChanged 1 SP:Iteration 46Q (23771.680000 sec): 3 clusters Score: Raw -240291.289121 + Penalty 3678.523726 = -236612.765395 nChanged 1 SP:Iteration 47Q (23771.840000 sec): 3 clusters Score: Raw -240293.076608 + Penalty 3678.523726 = -236614.552882 nChanged 1 SP:Iteration 48Q (23772.020000 sec): 3 clusters Score: Raw -240293.827900 + Penalty 3678.523726 = -236615.304175 nChanged 1 SP:Iteration 49Q (23772.160000 sec): 3 clusters Score: Raw -240294.650462 + Penalty 3678.523726 = -236616.126737 nChanged 2 SP:Iteration 50Q (23772.350000 sec): 3 clusters Score: Raw -240295.936834 + Penalty 3678.523726 = -236617.413108 nChanged 0 SP:Iteration 51F (23772.500000 sec): 3 clusters Score: Raw -240295.936834 + Penalty 3678.523726 = -236617.413108 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (255919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23773.680000 sec): 2 clusters Score: Raw -40400611.476802 + Penalty 3088.248834 = -40397523.227968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23775.320000 sec): 3 clusters Score: Raw -40231471.913775 + Penalty 6176.497669 = -40225295.416107 nChanged 123855 SP:Iteration 1F (23776.820000 sec): 3 clusters Score: Raw -40304802.793873 + Penalty 6176.497669 = -40298626.296205 nChanged 6387 SP:Iteration 2Q (23778.240000 sec): 3 clusters Score: Raw -40306051.997433 + Penalty 6176.497669 = -40299875.499765 nChanged 6939 SP:Iteration 3Q (23779.820000 sec): 3 clusters Score: Raw -40307625.287916 + Penalty 6176.497669 = -40301448.790247 nChanged 7854 SP:Iteration 4Q (23781.360000 sec): 3 clusters Score: Raw -40309772.201506 + Penalty 6176.497669 = -40303595.703838 nChanged 8967 SP:Iteration 5Q (23783.010000 sec): 3 clusters Score: Raw -40312612.716546 + Penalty 6176.497669 = -40306436.218877 nChanged 10179 SP:Iteration 6Q (23784.470000 sec): 3 clusters Score: Raw -40316482.357523 + Penalty 6176.497669 = -40310305.859854 nChanged 11794 SP:Iteration 7Q (23785.950000 sec): 3 clusters Score: Raw -40321882.370915 + Penalty 6176.497669 = -40315705.873246 nChanged 13248 SP:Iteration 8F (23787.360000 sec): 3 clusters Score: Raw -40328941.501998 + Penalty 6176.497669 = -40322765.004329 nChanged 14534 SP:Iteration 9F (23788.850000 sec): 3 clusters Score: Raw -40337937.010435 + Penalty 6176.497669 = -40331760.512766 nChanged 15149 SP:Iteration 10F (23790.230000 sec): 3 clusters Score: Raw -40348099.610758 + Penalty 6176.497669 = -40341923.113090 nChanged 14015 SP:Iteration 11F (23791.750000 sec): 3 clusters Score: Raw -40357176.592340 + Penalty 6176.497669 = -40351000.094671 nChanged 11234 SP:Iteration 12Q (23793.330000 sec): 3 clusters Score: Raw -40362880.005775 + Penalty 6176.497669 = -40356703.508107 nChanged 7700 SP:Iteration 13Q (23794.780000 sec): 3 clusters Score: Raw -40365735.466773 + Penalty 6176.497669 = -40359558.969105 nChanged 5357 SP:Iteration 14Q (23796.300000 sec): 3 clusters Score: Raw -40367593.482916 + Penalty 6176.497669 = -40361416.985248 nChanged 4667 SP:Iteration 15Q (23797.770000 sec): 3 clusters Score: Raw -40369339.623783 + Penalty 6176.497669 = -40363163.126115 nChanged 4694 SP:Iteration 16Q (23799.190000 sec): 3 clusters Score: Raw -40371289.915308 + Penalty 6176.497669 = -40365113.417640 nChanged 4967 SP:Iteration 17Q (23800.450000 sec): 3 clusters Score: Raw -40373532.303196 + Penalty 6176.497669 = -40367355.805527 nChanged 5202 SP:Iteration 18Q (23801.690000 sec): 3 clusters Score: Raw -40376149.155464 + Penalty 6176.497669 = -40369972.657796 nChanged 5351 SP:Iteration 19Q (23802.990000 sec): 3 clusters Score: Raw -40379027.809086 + Penalty 6176.497669 = -40372851.311417 nChanged 5118 SP:Iteration 20F (23804.390000 sec): 3 clusters Score: Raw -40381862.496376 + Penalty 6176.497669 = -40375685.998708 nChanged 4788 SP:Iteration 21Q (23805.760000 sec): 3 clusters Score: Raw -40384437.309063 + Penalty 6176.497669 = -40378260.811394 nChanged 4360 SP:Iteration 22Q (23807.080000 sec): 3 clusters Score: Raw -40386636.029708 + Penalty 6176.497669 = -40380459.532040 nChanged 3855 SP:Iteration 23Q (23808.460000 sec): 3 clusters Score: Raw -40388430.832760 + Penalty 6176.497669 = -40382254.335092 nChanged 3354 SP:Iteration 24Q (23810.090000 sec): 3 clusters Score: Raw -40389831.938146 + Penalty 6176.497669 = -40383655.440478 nChanged 2959 SP:Iteration 25Q (23811.560000 sec): 3 clusters Score: Raw -40390954.986093 + Penalty 6176.497669 = -40384778.488424 nChanged 2617 SP:Iteration 26Q (23812.830000 sec): 3 clusters Score: Raw -40391896.941338 + Penalty 6176.497669 = -40385720.443670 nChanged 2400 SP:Iteration 27Q (23814.100000 sec): 3 clusters Score: Raw -40392738.367347 + Penalty 6176.497669 = -40386561.869678 nChanged 2210 SP:Iteration 28Q (23815.390000 sec): 3 clusters Score: Raw -40393483.617601 + Penalty 6176.497669 = -40387307.119932 nChanged 2072 SP:Iteration 29Q (23816.780000 sec): 3 clusters Score: Raw -40394151.985193 + Penalty 6176.497669 = -40387975.487524 nChanged 1853 SP:Iteration 30Q (23818.200000 sec): 3 clusters Score: Raw -40394710.084278 + Penalty 6176.497669 = -40388533.586609 nChanged 1658 SP:Iteration 31Q (23819.640000 sec): 3 clusters Score: Raw -40395186.513671 + Penalty 6176.497669 = -40389010.016002 nChanged 1521 SP:Iteration 32Q (23820.980000 sec): 3 clusters Score: Raw -40395624.135067 + Penalty 6176.497669 = -40389447.637398 nChanged 1432 SP:Iteration 33Q (23822.180000 sec): 3 clusters Score: Raw -40396036.047984 + Penalty 6176.497669 = -40389859.550316 nChanged 1307 SP:Iteration 34Q (23823.570000 sec): 3 clusters Score: Raw -40396411.640448 + Penalty 6176.497669 = -40390235.142779 nChanged 1230 SP:Iteration 35Q (23824.920000 sec): 3 clusters Score: Raw -40396767.660500 + Penalty 6176.497669 = -40390591.162832 nChanged 1166 SP:Iteration 36Q (23826.260000 sec): 3 clusters Score: Raw -40397102.976142 + Penalty 6176.497669 = -40390926.478474 nChanged 1117 SP:Iteration 37Q (23827.460000 sec): 3 clusters Score: Raw -40397430.275716 + Penalty 6176.497669 = -40391253.778048 nChanged 1041 SP:Iteration 38Q (23828.670000 sec): 3 clusters Score: Raw -40397730.976615 + Penalty 6176.497669 = -40391554.478947 nChanged 954 SP:Iteration 39Q (23829.820000 sec): 3 clusters Score: Raw -40397989.074630 + Penalty 6176.497669 = -40391812.576962 nChanged 841 SP:Iteration 40F (23831.150000 sec): 3 clusters Score: Raw -40398200.822619 + Penalty 6176.497669 = -40392024.324951 nChanged 765 SP:Iteration 41Q (23832.380000 sec): 3 clusters Score: Raw -40398388.585713 + Penalty 6176.497669 = -40392212.088044 nChanged 714 SP:Iteration 42Q (23833.590000 sec): 3 clusters Score: Raw -40398571.101850 + Penalty 6176.497669 = -40392394.604182 nChanged 674 SP:Iteration 43Q (23834.840000 sec): 3 clusters Score: Raw -40398742.138884 + Penalty 6176.497669 = -40392565.641216 nChanged 647 SP:Iteration 44Q (23836.180000 sec): 3 clusters Score: Raw -40398906.771848 + Penalty 6176.497669 = -40392730.274179 nChanged 604 SP:Iteration 45Q (23837.580000 sec): 3 clusters Score: Raw -40399063.232641 + Penalty 6176.497669 = -40392886.734973 nChanged 571 SP:Iteration 46Q (23838.880000 sec): 3 clusters Score: Raw -40399209.753200 + Penalty 6176.497669 = -40393033.255531 nChanged 527 SP:Iteration 47Q (23840.100000 sec): 3 clusters Score: Raw -40399341.146407 + Penalty 6176.497669 = -40393164.648738 nChanged 488 SP:Iteration 48Q (23841.280000 sec): 3 clusters Score: Raw -40399458.851195 + Penalty 6176.497669 = -40393282.353527 nChanged 457 SP:Iteration 49Q (23842.440000 sec): 3 clusters Score: Raw -40399564.573875 + Penalty 6176.497669 = -40393388.076206 nChanged 413 SP:Iteration 50Q (23843.550000 sec): 3 clusters Score: Raw -40399666.546446 + Penalty 6176.497669 = -40393490.048778 nChanged 428 SP:Iteration 51Q (23844.730000 sec): 3 clusters Score: Raw -40399775.555708 + Penalty 6176.497669 = -40393599.058039 nChanged 396 SP:Iteration 52Q (23845.980000 sec): 3 clusters Score: Raw -40399875.314861 + Penalty 6176.497669 = -40393698.817193 nChanged 389 SP:Iteration 53Q (23847.170000 sec): 3 clusters Score: Raw -40399963.641438 + Penalty 6176.497669 = -40393787.143770 nChanged 340 SP:Iteration 54Q (23848.450000 sec): 3 clusters Score: Raw -40400034.132889 + Penalty 6176.497669 = -40393857.635221 nChanged 289 SP:Iteration 55Q (23849.750000 sec): 3 clusters Score: Raw -40400095.456353 + Penalty 6176.497669 = -40393918.958685 nChanged 264 SP:Iteration 56Q (23850.930000 sec): 3 clusters Score: Raw -40400151.310075 + Penalty 6176.497669 = -40393974.812407 nChanged 238 SP:Iteration 57Q (23852.150000 sec): 3 clusters Score: Raw -40400200.161955 + Penalty 6176.497669 = -40394023.664286 nChanged 261 SP:Iteration 58Q (23853.370000 sec): 3 clusters Score: Raw -40400254.301855 + Penalty 6176.497669 = -40394077.804186 nChanged 254 SP:Iteration 59Q (23854.670000 sec): 3 clusters Score: Raw -40400302.755251 + Penalty 6176.497669 = -40394126.257582 nChanged 219 SP:Iteration 60F (23856.110000 sec): 3 clusters Score: Raw -40400342.458150 + Penalty 6176.497669 = -40394165.960481 nChanged 192 SP:Iteration 61Q (23857.390000 sec): 3 clusters Score: Raw -40400378.062950 + Penalty 6176.497669 = -40394201.565281 nChanged 171 SP:Iteration 62Q (23858.510000 sec): 3 clusters Score: Raw -40400408.628245 + Penalty 6176.497669 = -40394232.130577 nChanged 147 SP:Iteration 63Q (23859.840000 sec): 3 clusters Score: Raw -40400433.139070 + Penalty 6176.497669 = -40394256.641402 nChanged 137 SP:Iteration 64Q (23861.110000 sec): 3 clusters Score: Raw -40400455.003892 + Penalty 6176.497669 = -40394278.506224 nChanged 131 SP:Iteration 65Q (23862.440000 sec): 3 clusters Score: Raw -40400477.825136 + Penalty 6176.497669 = -40394301.327467 nChanged 139 SP:Iteration 66Q (23863.750000 sec): 3 clusters Score: Raw -40400501.002507 + Penalty 6176.497669 = -40394324.504838 nChanged 133 SP:Iteration 67Q (23865.110000 sec): 3 clusters Score: Raw -40400522.362913 + Penalty 6176.497669 = -40394345.865245 nChanged 125 SP:Iteration 68Q (23866.410000 sec): 3 clusters Score: Raw -40400542.954284 + Penalty 6176.497669 = -40394366.456616 nChanged 119 SP:Iteration 69Q (23867.750000 sec): 3 clusters Score: Raw -40400562.165588 + Penalty 6176.497669 = -40394385.667919 nChanged 106 SP:Iteration 70Q (23869.050000 sec): 3 clusters Score: Raw -40400580.776867 + Penalty 6176.497669 = -40394404.279198 nChanged 111 SP:Iteration 71Q (23870.290000 sec): 3 clusters Score: Raw -40400601.787270 + Penalty 6176.497669 = -40394425.289602 nChanged 110 SP:Iteration 72Q (23871.560000 sec): 3 clusters Score: Raw -40400622.791925 + Penalty 6176.497669 = -40394446.294256 nChanged 116 SP:Iteration 73Q (23872.730000 sec): 3 clusters Score: Raw -40400646.897677 + Penalty 6176.497669 = -40394470.400009 nChanged 126 SP:Iteration 74Q (23873.870000 sec): 3 clusters Score: Raw -40400674.653562 + Penalty 6176.497669 = -40394498.155893 nChanged 118 SP:Iteration 75Q (23875.100000 sec): 3 clusters Score: Raw -40400699.563841 + Penalty 6176.497669 = -40394523.066172 nChanged 116 SP:Iteration 76Q (23876.250000 sec): 3 clusters Score: Raw -40400722.808229 + Penalty 6176.497669 = -40394546.310561 nChanged 106 SP:Iteration 77Q (23877.400000 sec): 3 clusters Score: Raw -40400743.604371 + Penalty 6176.497669 = -40394567.106703 nChanged 101 SP:Iteration 78Q (23878.640000 sec): 3 clusters Score: Raw -40400763.352067 + Penalty 6176.497669 = -40394586.854398 nChanged 113 SP:Iteration 79Q (23879.890000 sec): 3 clusters Score: Raw -40400786.381652 + Penalty 6176.497669 = -40394609.883983 nChanged 93 SP:Iteration 80F (23881.480000 sec): 3 clusters Score: Raw -40400806.411985 + Penalty 6176.497669 = -40394629.914317 nChanged 97 SP:Iteration 81Q (23882.750000 sec): 3 clusters Score: Raw -40400828.105697 + Penalty 6176.497669 = -40394651.608028 nChanged 80 SP:Iteration 82Q (23884.130000 sec): 3 clusters Score: Raw -40400842.548858 + Penalty 6176.497669 = -40394666.051190 nChanged 67 SP:Iteration 83Q (23885.490000 sec): 3 clusters Score: Raw -40400854.401060 + Penalty 6176.497669 = -40394677.903391 nChanged 64 SP:Iteration 84Q (23886.740000 sec): 3 clusters Score: Raw -40400865.280391 + Penalty 6176.497669 = -40394688.782723 nChanged 47 SP:Iteration 85Q (23887.990000 sec): 3 clusters Score: Raw -40400872.162228 + Penalty 6176.497669 = -40394695.664559 nChanged 44 SP:Iteration 86Q (23889.260000 sec): 3 clusters Score: Raw -40400879.212562 + Penalty 6176.497669 = -40394702.714894 nChanged 50 SP:Iteration 87Q (23890.720000 sec): 3 clusters Score: Raw -40400888.065188 + Penalty 6176.497669 = -40394711.567519 nChanged 47 SP:Iteration 88Q (23892.030000 sec): 3 clusters Score: Raw -40400896.105963 + Penalty 6176.497669 = -40394719.608294 nChanged 47 SP:Iteration 89Q (23893.380000 sec): 3 clusters Score: Raw -40400903.712354 + Penalty 6176.497669 = -40394727.214685 nChanged 44 SP:Iteration 90Q (23894.760000 sec): 3 clusters Score: Raw -40400910.234659 + Penalty 6176.497669 = -40394733.736990 nChanged 35 SP:Iteration 91Q (23896.070000 sec): 3 clusters Score: Raw -40400916.200739 + Penalty 6176.497669 = -40394739.703070 nChanged 34 SP:Iteration 92Q (23897.390000 sec): 3 clusters Score: Raw -40400921.629804 + Penalty 6176.497669 = -40394745.132136 nChanged 34 SP:Iteration 93Q (23898.910000 sec): 3 clusters Score: Raw -40400927.701777 + Penalty 6176.497669 = -40394751.204109 nChanged 42 SP:Iteration 94Q (23900.160000 sec): 3 clusters Score: Raw -40400935.619279 + Penalty 6176.497669 = -40394759.121610 nChanged 47 SP:Iteration 95Q (23901.430000 sec): 3 clusters Score: Raw -40400945.218246 + Penalty 6176.497669 = -40394768.720578 nChanged 49 SP:Iteration 96Q (23902.640000 sec): 3 clusters Score: Raw -40400954.121911 + Penalty 6176.497669 = -40394777.624243 nChanged 51 SP:Iteration 97Q (23903.840000 sec): 3 clusters Score: Raw -40400965.019667 + Penalty 6176.497669 = -40394788.521999 nChanged 51 SP:Iteration 98Q (23905.040000 sec): 3 clusters Score: Raw -40400978.212277 + Penalty 6176.497669 = -40394801.714609 nChanged 61 SP:Iteration 99Q (23906.370000 sec): 3 clusters Score: Raw -40400990.512959 + Penalty 6176.497669 = -40394814.015291 nChanged 54 SP:Iteration 100F (23907.780000 sec): 3 clusters Score: Raw -40401002.060665 + Penalty 6176.497669 = -40394825.562997 nChanged 46 SP:Iteration 101Q (23909.050000 sec): 3 clusters Score: Raw -40401011.772184 + Penalty 6176.497669 = -40394835.274516 nChanged 38 SP:Iteration 102Q (23910.410000 sec): 3 clusters Score: Raw -40401018.569414 + Penalty 6176.497669 = -40394842.071745 nChanged 39 SP:Iteration 103Q (23911.670000 sec): 3 clusters Score: Raw -40401025.804469 + Penalty 6176.497669 = -40394849.306800 nChanged 39 SP:Iteration 104Q (23913.010000 sec): 3 clusters Score: Raw -40401034.033674 + Penalty 6176.497669 = -40394857.536006 nChanged 45 SP:Iteration 105Q (23914.280000 sec): 3 clusters Score: Raw -40401044.544423 + Penalty 6176.497669 = -40394868.046754 nChanged 43 SP:Iteration 106Q (23915.570000 sec): 3 clusters Score: Raw -40401053.809033 + Penalty 6176.497669 = -40394877.311364 nChanged 40 SP:Iteration 107Q (23916.800000 sec): 3 clusters Score: Raw -40401060.926349 + Penalty 6176.497669 = -40394884.428680 nChanged 30 SP:Iteration 108Q (23918.060000 sec): 3 clusters Score: Raw -40401066.594182 + Penalty 6176.497669 = -40394890.096513 nChanged 17 SP:Iteration 109Q (23919.210000 sec): 3 clusters Score: Raw -40401070.154205 + Penalty 6176.497669 = -40394893.656536 nChanged 20 SP:Iteration 110Q (23920.510000 sec): 3 clusters Score: Raw -40401073.369882 + Penalty 6176.497669 = -40394896.872214 nChanged 11 SP:Iteration 111Q (23921.740000 sec): 3 clusters Score: Raw -40401075.890546 + Penalty 6176.497669 = -40394899.392878 nChanged 13 SP:Iteration 112Q (23922.960000 sec): 3 clusters Score: Raw -40401078.262944 + Penalty 6176.497669 = -40394901.765275 nChanged 8 SP:Iteration 113Q (23924.250000 sec): 3 clusters Score: Raw -40401079.580269 + Penalty 6176.497669 = -40394903.082601 nChanged 7 SP:Iteration 114Q (23925.500000 sec): 3 clusters Score: Raw -40401080.723537 + Penalty 6176.497669 = -40394904.225868 nChanged 9 SP:Iteration 115Q (23926.720000 sec): 3 clusters Score: Raw -40401082.054941 + Penalty 6176.497669 = -40394905.557273 nChanged 6 SP:Iteration 116Q (23927.900000 sec): 3 clusters Score: Raw -40401083.440086 + Penalty 6176.497669 = -40394906.942417 nChanged 13 SP:Iteration 117Q (23929.050000 sec): 3 clusters Score: Raw -40401085.378617 + Penalty 6176.497669 = -40394908.880948 nChanged 13 SP:Iteration 118Q (23930.320000 sec): 3 clusters Score: Raw -40401086.988971 + Penalty 6176.497669 = -40394910.491302 nChanged 8 SP:Iteration 119Q (23931.550000 sec): 3 clusters Score: Raw -40401088.224058 + Penalty 6176.497669 = -40394911.726389 nChanged 8 SP:Iteration 120F (23933.010000 sec): 3 clusters Score: Raw -40401089.589489 + Penalty 6176.497669 = -40394913.091821 nChanged 9 SP:Iteration 121Q (23934.110000 sec): 3 clusters Score: Raw -40401090.840042 + Penalty 6176.497669 = -40394914.342374 nChanged 10 SP:Iteration 122Q (23935.240000 sec): 3 clusters Score: Raw -40401093.008931 + Penalty 6176.497669 = -40394916.511263 nChanged 13 SP:Iteration 123Q (23936.570000 sec): 3 clusters Score: Raw -40401095.079429 + Penalty 6176.497669 = -40394918.581761 nChanged 6 SP:Iteration 124Q (23937.870000 sec): 3 clusters Score: Raw -40401095.925164 + Penalty 6176.497669 = -40394919.427496 nChanged 8 SP:Iteration 125Q (23939.140000 sec): 3 clusters Score: Raw -40401097.141362 + Penalty 6176.497669 = -40394920.643693 nChanged 7 SP:Iteration 126Q (23940.380000 sec): 3 clusters Score: Raw -40401098.250144 + Penalty 6176.497669 = -40394921.752476 nChanged 6 SP:Iteration 127Q (23941.740000 sec): 3 clusters Score: Raw -40401099.155670 + Penalty 6176.497669 = -40394922.658001 nChanged 6 SP:Iteration 128Q (23943.070000 sec): 3 clusters Score: Raw -40401100.077411 + Penalty 6176.497669 = -40394923.579742 nChanged 6 SP:Iteration 129Q (23944.370000 sec): 3 clusters Score: Raw -40401101.133314 + Penalty 6176.497669 = -40394924.635646 nChanged 5 SP:Iteration 130Q (23945.660000 sec): 3 clusters Score: Raw -40401102.322995 + Penalty 6176.497669 = -40394925.825327 nChanged 11 SP:Iteration 131Q (23946.900000 sec): 3 clusters Score: Raw -40401104.107772 + Penalty 6176.497669 = -40394927.610103 nChanged 5 SP:Iteration 132Q (23948.150000 sec): 3 clusters Score: Raw -40401105.328856 + Penalty 6176.497669 = -40394928.831188 nChanged 6 SP:Iteration 133Q (23949.380000 sec): 3 clusters Score: Raw -40401106.512804 + Penalty 6176.497669 = -40394930.015136 nChanged 5 SP:Iteration 134Q (23950.560000 sec): 3 clusters Score: Raw -40401107.395845 + Penalty 6176.497669 = -40394930.898177 nChanged 2 SP:Iteration 135Q (23951.890000 sec): 3 clusters Score: Raw -40401107.841395 + Penalty 6176.497669 = -40394931.343727 nChanged 3 SP:Iteration 136Q (23953.160000 sec): 3 clusters Score: Raw -40401108.312022 + Penalty 6176.497669 = -40394931.814353 nChanged 2 SP:Iteration 137Q (23954.410000 sec): 3 clusters Score: Raw -40401108.629773 + Penalty 6176.497669 = -40394932.132104 nChanged 2 SP:Iteration 138Q (23955.760000 sec): 3 clusters Score: Raw -40401108.956363 + Penalty 6176.497669 = -40394932.458694 nChanged 1 SP:Iteration 139Q (23957.050000 sec): 3 clusters Score: Raw -40401109.120979 + Penalty 6176.497669 = -40394932.623311 nChanged 2 SP:Iteration 140F (23958.430000 sec): 3 clusters Score: Raw -40401109.462326 + Penalty 6176.497669 = -40394932.964658 nChanged 3 SP:Iteration 141Q (23959.630000 sec): 3 clusters Score: Raw -40401109.721758 + Penalty 6176.497669 = -40394933.224090 nChanged 2 SP:Iteration 142Q (23960.640000 sec): 3 clusters Score: Raw -40401109.889052 + Penalty 6176.497669 = -40394933.391384 nChanged 1 SP:Iteration 143Q (23961.750000 sec): 3 clusters Score: Raw -40401110.084975 + Penalty 6176.497669 = -40394933.587306 nChanged 2 SP:Iteration 144Q (23962.970000 sec): 3 clusters Score: Raw -40401110.481250 + Penalty 6176.497669 = -40394933.983582 nChanged 3 SP:Iteration 145Q (23964.120000 sec): 3 clusters Score: Raw -40401110.918020 + Penalty 6176.497669 = -40394934.420351 nChanged 2 SP:Iteration 146Q (23965.400000 sec): 3 clusters Score: Raw -40401111.267544 + Penalty 6176.497669 = -40394934.769876 nChanged 3 SP:Iteration 147Q (23966.650000 sec): 3 clusters Score: Raw -40401111.816108 + Penalty 6176.497669 = -40394935.318439 nChanged 2 SP:Iteration 148Q (23967.830000 sec): 3 clusters Score: Raw -40401112.190343 + Penalty 6176.497669 = -40394935.692675 nChanged 2 SP:Iteration 149Q (23969.070000 sec): 3 clusters Score: Raw -40401112.325042 + Penalty 6176.497669 = -40394935.827373 nChanged 0 SP:Iteration 150F (23970.520000 sec): 3 clusters Score: Raw -40401112.325042 + Penalty 6176.497669 = -40394935.827373 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (7143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23970.740000 sec): 2 clusters Score: Raw -1132318.936123 + Penalty 2200.724258 = -1130118.211866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23971.000000 sec): 3 clusters Score: Raw -1128626.585390 + Penalty 4401.448515 = -1124225.136875 nChanged 2901 SP:Iteration 1F (23971.240000 sec): 3 clusters Score: Raw -1130128.737856 + Penalty 4401.448515 = -1125727.289341 nChanged 504 SP:Iteration 2F (23971.550000 sec): 3 clusters Score: Raw -1130394.843679 + Penalty 4401.448515 = -1125993.395163 nChanged 384 SP:Iteration 3F (23971.740000 sec): 3 clusters Score: Raw -1130580.463993 + Penalty 4401.448515 = -1126179.015478 nChanged 322 SP:Iteration 4Q (23971.980000 sec): 3 clusters Score: Raw -1130729.900973 + Penalty 4401.448515 = -1126328.452458 nChanged 277 SP:Iteration 5Q (23972.220000 sec): 3 clusters Score: Raw -1130873.204523 + Penalty 4401.448515 = -1126471.756008 nChanged 271 SP:Iteration 6Q (23972.440000 sec): 3 clusters Score: Raw -1131017.115208 + Penalty 4401.448515 = -1126615.666693 nChanged 257 SP:Iteration 7Q (23972.720000 sec): 3 clusters Score: Raw -1131146.960785 + Penalty 4401.448515 = -1126745.512270 nChanged 227 SP:Iteration 8Q (23972.930000 sec): 3 clusters Score: Raw -1131250.705560 + Penalty 4401.448515 = -1126849.257045 nChanged 200 SP:Iteration 9Q (23973.160000 sec): 3 clusters Score: Raw -1131341.174057 + Penalty 4401.448515 = -1126939.725542 nChanged 190 SP:Iteration 10Q (23973.380000 sec): 3 clusters Score: Raw -1131429.911821 + Penalty 4401.448515 = -1127028.463306 nChanged 187 SP:Iteration 11Q (23973.630000 sec): 3 clusters Score: Raw -1131522.955837 + Penalty 4401.448515 = -1127121.507322 nChanged 206 SP:Iteration 12Q (23973.790000 sec): 3 clusters Score: Raw -1131626.148175 + Penalty 4401.448515 = -1127224.699660 nChanged 200 SP:Iteration 13Q (23974.020000 sec): 3 clusters Score: Raw -1131751.187636 + Penalty 4401.448515 = -1127349.739121 nChanged 214 SP:Iteration 14Q (23974.260000 sec): 3 clusters Score: Raw -1131870.677856 + Penalty 4401.448515 = -1127469.229341 nChanged 206 SP:Iteration 15Q (23974.460000 sec): 3 clusters Score: Raw -1131989.105197 + Penalty 4401.448515 = -1127587.656682 nChanged 195 SP:Iteration 16Q (23974.710000 sec): 3 clusters Score: Raw -1132107.745131 + Penalty 4401.448515 = -1127706.296616 nChanged 182 SP:Iteration 17Q (23974.920000 sec): 3 clusters Score: Raw -1132204.570345 + Penalty 4401.448515 = -1127803.121830 nChanged 163 SP:Iteration 18Q (23975.100000 sec): 3 clusters Score: Raw -1132294.077334 + Penalty 4401.448515 = -1127892.628819 nChanged 133 SP:Iteration 19Q (23975.340000 sec): 3 clusters Score: Raw -1132366.878168 + Penalty 4401.448515 = -1127965.429653 nChanged 136 SP:Iteration 20F (23975.540000 sec): 3 clusters Score: Raw -1132445.135749 + Penalty 4401.448515 = -1128043.687234 nChanged 127 SP:Iteration 21Q (23975.780000 sec): 3 clusters Score: Raw -1132515.944031 + Penalty 4401.448515 = -1128114.495516 nChanged 103 SP:Iteration 22Q (23975.980000 sec): 3 clusters Score: Raw -1132570.242075 + Penalty 4401.448515 = -1128168.793560 nChanged 101 SP:Iteration 23Q (23976.210000 sec): 3 clusters Score: Raw -1132625.935284 + Penalty 4401.448515 = -1128224.486769 nChanged 76 SP:Iteration 24Q (23976.420000 sec): 3 clusters Score: Raw -1132662.341344 + Penalty 4401.448515 = -1128260.892829 nChanged 56 SP:Iteration 25Q (23976.650000 sec): 3 clusters Score: Raw -1132692.718649 + Penalty 4401.448515 = -1128291.270134 nChanged 50 SP:Iteration 26Q (23976.880000 sec): 3 clusters Score: Raw -1132724.447151 + Penalty 4401.448515 = -1128322.998636 nChanged 46 SP:Iteration 27Q (23977.080000 sec): 3 clusters Score: Raw -1132751.302595 + Penalty 4401.448515 = -1128349.854080 nChanged 41 SP:Iteration 28Q (23977.300000 sec): 3 clusters Score: Raw -1132772.723709 + Penalty 4401.448515 = -1128371.275194 nChanged 46 SP:Iteration 29Q (23977.540000 sec): 3 clusters Score: Raw -1132798.107721 + Penalty 4401.448515 = -1128396.659206 nChanged 37 SP:Iteration 30Q (23977.760000 sec): 3 clusters Score: Raw -1132817.870850 + Penalty 4401.448515 = -1128416.422335 nChanged 22 SP:Iteration 31Q (23977.950000 sec): 3 clusters Score: Raw -1132827.510255 + Penalty 4401.448515 = -1128426.061740 nChanged 17 SP:Iteration 32Q (23978.170000 sec): 3 clusters Score: Raw -1132835.897526 + Penalty 4401.448515 = -1128434.449011 nChanged 15 SP:Iteration 33Q (23978.400000 sec): 3 clusters Score: Raw -1132843.557877 + Penalty 4401.448515 = -1128442.109362 nChanged 16 SP:Iteration 34Q (23978.580000 sec): 3 clusters Score: Raw -1132852.544258 + Penalty 4401.448515 = -1128451.095743 nChanged 15 SP:Iteration 35Q (23978.770000 sec): 3 clusters Score: Raw -1132861.572246 + Penalty 4401.448515 = -1128460.123731 nChanged 16 SP:Iteration 36Q (23978.990000 sec): 3 clusters Score: Raw -1132869.501003 + Penalty 4401.448515 = -1128468.052488 nChanged 8 SP:Iteration 37Q (23979.180000 sec): 3 clusters Score: Raw -1132874.602814 + Penalty 4401.448515 = -1128473.154299 nChanged 10 SP:Iteration 38Q (23979.420000 sec): 3 clusters Score: Raw -1132880.071912 + Penalty 4401.448515 = -1128478.623397 nChanged 8 SP:Iteration 39Q (23979.640000 sec): 3 clusters Score: Raw -1132885.670955 + Penalty 4401.448515 = -1128484.222440 nChanged 7 SP:Iteration 40F (23979.870000 sec): 3 clusters Score: Raw -1132889.081009 + Penalty 4401.448515 = -1128487.632494 nChanged 3 SP:Iteration 41Q (23980.060000 sec): 3 clusters Score: Raw -1132890.652785 + Penalty 4401.448515 = -1128489.204270 nChanged 1 SP:Iteration 42Q (23980.310000 sec): 3 clusters Score: Raw -1132891.476427 + Penalty 4401.448515 = -1128490.027912 nChanged 3 SP:Iteration 43Q (23980.510000 sec): 3 clusters Score: Raw -1132892.701633 + Penalty 4401.448515 = -1128491.253118 nChanged 3 SP:Iteration 44Q (23980.750000 sec): 3 clusters Score: Raw -1132894.376085 + Penalty 4401.448515 = -1128492.927570 nChanged 1 SP:Iteration 45Q (23980.980000 sec): 3 clusters Score: Raw -1132894.830195 + Penalty 4401.448515 = -1128493.381680 nChanged 3 SP:Iteration 46Q (23981.220000 sec): 3 clusters Score: Raw -1132896.628667 + Penalty 4401.448515 = -1128495.180152 nChanged 2 SP:Iteration 47Q (23981.400000 sec): 3 clusters Score: Raw -1132897.823603 + Penalty 4401.448515 = -1128496.375088 nChanged 3 SP:Iteration 48Q (23981.590000 sec): 3 clusters Score: Raw -1132899.674652 + Penalty 4401.448515 = -1128498.226137 nChanged 4 SP:Iteration 49Q (23981.810000 sec): 3 clusters Score: Raw -1132902.523300 + Penalty 4401.448515 = -1128501.074785 nChanged 2 SP:Iteration 50Q (23982.000000 sec): 3 clusters Score: Raw -1132905.548759 + Penalty 4401.448515 = -1128504.100244 nChanged 4 SP:Iteration 51Q (23982.270000 sec): 3 clusters Score: Raw -1132908.154923 + Penalty 4401.448515 = -1128506.706408 nChanged 5 SP:Iteration 52Q (23982.440000 sec): 3 clusters Score: Raw -1132911.378252 + Penalty 4401.448515 = -1128509.929737 nChanged 3 SP:Iteration 53Q (23982.670000 sec): 3 clusters Score: Raw -1132913.041327 + Penalty 4401.448515 = -1128511.592812 nChanged 3 SP:Iteration 54Q (23982.880000 sec): 3 clusters Score: Raw -1132914.280660 + Penalty 4401.448515 = -1128512.832145 nChanged 4 SP:Iteration 55Q (23983.160000 sec): 3 clusters Score: Raw -1132916.059161 + Penalty 4401.448515 = -1128514.610646 nChanged 3 SP:Iteration 56Q (23983.360000 sec): 3 clusters Score: Raw -1132917.542697 + Penalty 4401.448515 = -1128516.094182 nChanged 2 SP:Iteration 57Q (23983.600000 sec): 3 clusters Score: Raw -1132918.309272 + Penalty 4401.448515 = -1128516.860756 nChanged 0 SP:Iteration 58F (23983.880000 sec): 3 clusters Score: Raw -1132918.309272 + Penalty 4401.448515 = -1128516.860756 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (25701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23984.090000 sec): 2 clusters Score: Raw -4067401.155492 + Penalty 2518.262725 = -4064882.892767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23984.420000 sec): 3 clusters Score: Raw -4052341.278208 + Penalty 5036.525450 = -4047304.752758 nChanged 11471 SP:Iteration 1F (23984.770000 sec): 3 clusters Score: Raw -4058379.296604 + Penalty 5036.525450 = -4053342.771155 nChanged 1357 SP:Iteration 2F (23985.080000 sec): 3 clusters Score: Raw -4058918.467423 + Penalty 5036.525450 = -4053881.941973 nChanged 1246 SP:Iteration 3Q (23985.470000 sec): 3 clusters Score: Raw -4059437.073094 + Penalty 5036.525450 = -4054400.547645 nChanged 1162 SP:Iteration 4Q (23985.810000 sec): 3 clusters Score: Raw -4059876.120326 + Penalty 5036.525450 = -4054839.594877 nChanged 1148 SP:Iteration 5Q (23986.170000 sec): 3 clusters Score: Raw -4060326.899670 + Penalty 5036.525450 = -4055290.374220 nChanged 1099 SP:Iteration 6Q (23986.490000 sec): 3 clusters Score: Raw -4060764.307854 + Penalty 5036.525450 = -4055727.782404 nChanged 1094 SP:Iteration 7Q (23986.820000 sec): 3 clusters Score: Raw -4061215.435111 + Penalty 5036.525450 = -4056178.909661 nChanged 1109 SP:Iteration 8Q (23987.130000 sec): 3 clusters Score: Raw -4061666.046420 + Penalty 5036.525450 = -4056629.520970 nChanged 1042 SP:Iteration 9Q (23987.520000 sec): 3 clusters Score: Raw -4062104.565273 + Penalty 5036.525450 = -4057068.039823 nChanged 1013 SP:Iteration 10Q (23987.870000 sec): 3 clusters Score: Raw -4062507.457326 + Penalty 5036.525450 = -4057470.931876 nChanged 961 SP:Iteration 11Q (23988.160000 sec): 3 clusters Score: Raw -4062889.984376 + Penalty 5036.525450 = -4057853.458927 nChanged 901 SP:Iteration 12Q (23988.500000 sec): 3 clusters Score: Raw -4063244.727547 + Penalty 5036.525450 = -4058208.202097 nChanged 832 SP:Iteration 13Q (23988.880000 sec): 3 clusters Score: Raw -4063550.953199 + Penalty 5036.525450 = -4058514.427749 nChanged 727 SP:Iteration 14Q (23989.200000 sec): 3 clusters Score: Raw -4063813.087645 + Penalty 5036.525450 = -4058776.562195 nChanged 690 SP:Iteration 15Q (23989.530000 sec): 3 clusters Score: Raw -4064052.579814 + Penalty 5036.525450 = -4059016.054364 nChanged 630 SP:Iteration 16Q (23989.870000 sec): 3 clusters Score: Raw -4064280.805802 + Penalty 5036.525450 = -4059244.280352 nChanged 663 SP:Iteration 17Q (23990.180000 sec): 3 clusters Score: Raw -4064553.405404 + Penalty 5036.525450 = -4059516.879954 nChanged 700 SP:Iteration 18Q (23990.560000 sec): 3 clusters Score: Raw -4064854.366673 + Penalty 5036.525450 = -4059817.841223 nChanged 667 SP:Iteration 19Q (23990.890000 sec): 3 clusters Score: Raw -4065149.056200 + Penalty 5036.525450 = -4060112.530750 nChanged 608 SP:Iteration 20F (23991.240000 sec): 3 clusters Score: Raw -4065421.584877 + Penalty 5036.525450 = -4060385.059427 nChanged 621 SP:Iteration 21Q (23991.590000 sec): 3 clusters Score: Raw -4065717.621199 + Penalty 5036.525450 = -4060681.095749 nChanged 573 SP:Iteration 22Q (23991.980000 sec): 3 clusters Score: Raw -4065985.970671 + Penalty 5036.525450 = -4060949.445221 nChanged 522 SP:Iteration 23Q (23992.280000 sec): 3 clusters Score: Raw -4066226.743495 + Penalty 5036.525450 = -4061190.218046 nChanged 501 SP:Iteration 24Q (23992.590000 sec): 3 clusters Score: Raw -4066475.755713 + Penalty 5036.525450 = -4061439.230263 nChanged 447 SP:Iteration 25Q (23992.910000 sec): 3 clusters Score: Raw -4066712.676080 + Penalty 5036.525450 = -4061676.150630 nChanged 383 SP:Iteration 26Q (23993.280000 sec): 3 clusters Score: Raw -4066911.686730 + Penalty 5036.525450 = -4061875.161281 nChanged 306 SP:Iteration 27Q (23993.650000 sec): 3 clusters Score: Raw -4067067.644789 + Penalty 5036.525450 = -4062031.119340 nChanged 248 SP:Iteration 28Q (23993.980000 sec): 3 clusters Score: Raw -4067191.841128 + Penalty 5036.525450 = -4062155.315678 nChanged 208 SP:Iteration 29Q (23994.300000 sec): 3 clusters Score: Raw -4067297.409387 + Penalty 5036.525450 = -4062260.883937 nChanged 168 SP:Iteration 30Q (23994.590000 sec): 3 clusters Score: Raw -4067388.707764 + Penalty 5036.525450 = -4062352.182314 nChanged 136 SP:Iteration 31Q (23994.940000 sec): 3 clusters Score: Raw -4067460.637186 + Penalty 5036.525450 = -4062424.111736 nChanged 111 SP:Iteration 32Q (23995.280000 sec): 3 clusters Score: Raw -4067527.356552 + Penalty 5036.525450 = -4062490.831102 nChanged 90 SP:Iteration 33Q (23995.660000 sec): 3 clusters Score: Raw -4067579.668244 + Penalty 5036.525450 = -4062543.142795 nChanged 74 SP:Iteration 34Q (23995.940000 sec): 3 clusters Score: Raw -4067630.332545 + Penalty 5036.525450 = -4062593.807096 nChanged 59 SP:Iteration 35Q (23996.200000 sec): 3 clusters Score: Raw -4067668.785792 + Penalty 5036.525450 = -4062632.260342 nChanged 49 SP:Iteration 36Q (23996.470000 sec): 3 clusters Score: Raw -4067695.256883 + Penalty 5036.525450 = -4062658.731434 nChanged 43 SP:Iteration 37Q (23996.790000 sec): 3 clusters Score: Raw -4067720.470581 + Penalty 5036.525450 = -4062683.945132 nChanged 26 SP:Iteration 38Q (23997.100000 sec): 3 clusters Score: Raw -4067736.523137 + Penalty 5036.525450 = -4062699.997688 nChanged 18 SP:Iteration 39Q (23997.420000 sec): 3 clusters Score: Raw -4067745.781408 + Penalty 5036.525450 = -4062709.255958 nChanged 13 SP:Iteration 40F (23997.690000 sec): 3 clusters Score: Raw -4067754.234582 + Penalty 5036.525450 = -4062717.709132 nChanged 13 SP:Iteration 41Q (23997.990000 sec): 3 clusters Score: Raw -4067761.636152 + Penalty 5036.525450 = -4062725.110702 nChanged 12 SP:Iteration 42Q (23998.300000 sec): 3 clusters Score: Raw -4067768.037326 + Penalty 5036.525450 = -4062731.511877 nChanged 9 SP:Iteration 43Q (23998.600000 sec): 3 clusters Score: Raw -4067774.710789 + Penalty 5036.525450 = -4062738.185340 nChanged 8 SP:Iteration 44Q (23998.880000 sec): 3 clusters Score: Raw -4067779.260234 + Penalty 5036.525450 = -4062742.734785 nChanged 7 SP:Iteration 45Q (23999.210000 sec): 3 clusters Score: Raw -4067783.117407 + Penalty 5036.525450 = -4062746.591957 nChanged 3 SP:Iteration 46Q (23999.490000 sec): 3 clusters Score: Raw -4067784.586771 + Penalty 5036.525450 = -4062748.061322 nChanged 2 SP:Iteration 47Q (23999.740000 sec): 3 clusters Score: Raw -4067785.515899 + Penalty 5036.525450 = -4062748.990449 nChanged 2 SP:Iteration 48Q (24000.010000 sec): 3 clusters Score: Raw -4067786.339204 + Penalty 5036.525450 = -4062749.813755 nChanged 2 SP:Iteration 49Q (24000.290000 sec): 3 clusters Score: Raw -4067788.927478 + Penalty 5036.525450 = -4062752.402028 nChanged 3 SP:Iteration 50Q (24000.560000 sec): 3 clusters Score: Raw -4067791.123409 + Penalty 5036.525450 = -4062754.597959 nChanged 2 SP:Iteration 51Q (24000.880000 sec): 3 clusters Score: Raw -4067792.603949 + Penalty 5036.525450 = -4062756.078499 nChanged 4 SP:Iteration 52Q (24001.200000 sec): 3 clusters Score: Raw -4067794.290675 + Penalty 5036.525450 = -4062757.765225 nChanged 0 SP:Iteration 53F (24001.490000 sec): 3 clusters Score: Raw -4067794.290675 + Penalty 5036.525450 = -4062757.765225 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24001.610000 sec): 2 clusters Score: Raw -45753.818164 + Penalty 1449.916816 = -44303.901348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24001.810000 sec): 3 clusters Score: Raw -45892.127498 + Penalty 2899.833632 = -42992.293865 nChanged 59 SP:Iteration 1F (24001.970000 sec): 3 clusters Score: Raw -46123.647091 + Penalty 2899.833632 = -43223.813458 nChanged 22 SP:Iteration 2F (24002.160000 sec): 3 clusters Score: Raw -46240.448298 + Penalty 2899.833632 = -43340.614666 nChanged 17 SP:Iteration 3Q (24002.300000 sec): 3 clusters Score: Raw -46320.206250 + Penalty 2899.833632 = -43420.372618 nChanged 19 SP:Iteration 4F (24002.490000 sec): 3 clusters Score: Raw -46437.968988 + Penalty 2899.833632 = -43538.135355 nChanged 10 SP:Iteration 5Q (24002.690000 sec): 3 clusters Score: Raw -46498.701575 + Penalty 2899.833632 = -43598.867943 nChanged 16 SP:Iteration 6Q (24002.840000 sec): 3 clusters Score: Raw -46595.203840 + Penalty 2899.833632 = -43695.370208 nChanged 7 SP:Iteration 7Q (24003.030000 sec): 3 clusters Score: Raw -46622.367396 + Penalty 2899.833632 = -43722.533763 nChanged 5 SP:Iteration 8Q (24003.200000 sec): 3 clusters Score: Raw -46674.115192 + Penalty 2899.833632 = -43774.281560 nChanged 4 SP:Iteration 9Q (24003.350000 sec): 3 clusters Score: Raw -46716.243932 + Penalty 2899.833632 = -43816.410299 nChanged 2 SP:Iteration 10Q (24003.510000 sec): 3 clusters Score: Raw -46723.592515 + Penalty 2899.833632 = -43823.758883 nChanged 1 SP:Iteration 11Q (24003.690000 sec): 3 clusters Score: Raw -46732.399694 + Penalty 2899.833632 = -43832.566062 nChanged 1 SP:Iteration 12Q (24003.900000 sec): 3 clusters Score: Raw -46736.446204 + Penalty 2899.833632 = -43836.612571 nChanged 1 SP:Iteration 13Q (24004.070000 sec): 3 clusters Score: Raw -46744.016351 + Penalty 2899.833632 = -43844.182719 nChanged 1 SP:Iteration 14Q (24004.210000 sec): 3 clusters Score: Raw -46749.338884 + Penalty 2899.833632 = -43849.505251 nChanged 2 SP:Iteration 15Q (24004.400000 sec): 3 clusters Score: Raw -46758.475670 + Penalty 2899.833632 = -43858.642038 nChanged 0 SP:Iteration 16F (24004.610000 sec): 3 clusters Score: Raw -46758.475670 + Penalty 2899.833632 = -43858.642038 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (77868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24005.030000 sec): 2 clusters Score: Raw -12597617.350215 + Penalty 2793.167050 = -12594824.183165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24005.560000 sec): 3 clusters Score: Raw -12548077.249485 + Penalty 5586.334101 = -12542490.915384 nChanged 36498 SP:Iteration 1F (24006.170000 sec): 3 clusters Score: Raw -12568772.672620 + Penalty 5586.334101 = -12563186.338519 nChanged 2909 SP:Iteration 2Q (24006.750000 sec): 3 clusters Score: Raw -12569665.216311 + Penalty 5586.334101 = -12564078.882210 nChanged 3063 SP:Iteration 3Q (24007.370000 sec): 3 clusters Score: Raw -12570745.087041 + Penalty 5586.334101 = -12565158.752941 nChanged 3553 SP:Iteration 4Q (24007.970000 sec): 3 clusters Score: Raw -12572292.198632 + Penalty 5586.334101 = -12566705.864532 nChanged 4471 SP:Iteration 5F (24008.550000 sec): 3 clusters Score: Raw -12574786.203245 + Penalty 5586.334101 = -12569199.869145 nChanged 5774 SP:Iteration 6F (24009.130000 sec): 3 clusters Score: Raw -12578852.767171 + Penalty 5586.334101 = -12573266.433071 nChanged 6670 SP:Iteration 7F (24009.700000 sec): 3 clusters Score: Raw -12584141.564520 + Penalty 5586.334101 = -12578555.230419 nChanged 6382 SP:Iteration 8F (24010.240000 sec): 3 clusters Score: Raw -12589166.103662 + Penalty 5586.334101 = -12583579.769562 nChanged 4813 SP:Iteration 9F (24010.810000 sec): 3 clusters Score: Raw -12592726.223036 + Penalty 5586.334101 = -12587139.888936 nChanged 3346 SP:Iteration 10Q (24011.440000 sec): 3 clusters Score: Raw -12594921.027637 + Penalty 5586.334101 = -12589334.693536 nChanged 2332 SP:Iteration 11Q (24012.080000 sec): 3 clusters Score: Raw -12596257.378387 + Penalty 5586.334101 = -12590671.044286 nChanged 1547 SP:Iteration 12Q (24012.690000 sec): 3 clusters Score: Raw -12597055.005991 + Penalty 5586.334101 = -12591468.671890 nChanged 1135 SP:Iteration 13Q (24013.270000 sec): 3 clusters Score: Raw -12597572.442893 + Penalty 5586.334101 = -12591986.108792 nChanged 808 SP:Iteration 14Q (24013.910000 sec): 3 clusters Score: Raw -12597918.021931 + Penalty 5586.334101 = -12592331.687830 nChanged 616 SP:Iteration 15Q (24014.490000 sec): 3 clusters Score: Raw -12598178.731240 + Penalty 5586.334101 = -12592592.397139 nChanged 418 SP:Iteration 16Q (24015.040000 sec): 3 clusters Score: Raw -12598335.547107 + Penalty 5586.334101 = -12592749.213007 nChanged 308 SP:Iteration 17Q (24015.650000 sec): 3 clusters Score: Raw -12598442.779347 + Penalty 5586.334101 = -12592856.445246 nChanged 221 SP:Iteration 18Q (24016.240000 sec): 3 clusters Score: Raw -12598514.355884 + Penalty 5586.334101 = -12592928.021783 nChanged 172 SP:Iteration 19Q (24016.810000 sec): 3 clusters Score: Raw -12598563.303929 + Penalty 5586.334101 = -12592976.969829 nChanged 126 SP:Iteration 20F (24017.340000 sec): 3 clusters Score: Raw -12598594.576745 + Penalty 5586.334101 = -12593008.242644 nChanged 83 SP:Iteration 21Q (24018.020000 sec): 3 clusters Score: Raw -12598616.325160 + Penalty 5586.334101 = -12593029.991060 nChanged 64 SP:Iteration 22Q (24018.640000 sec): 3 clusters Score: Raw -12598632.427044 + Penalty 5586.334101 = -12593046.092943 nChanged 45 SP:Iteration 23Q (24019.250000 sec): 3 clusters Score: Raw -12598643.866635 + Penalty 5586.334101 = -12593057.532534 nChanged 45 SP:Iteration 24Q (24019.850000 sec): 3 clusters Score: Raw -12598654.159253 + Penalty 5586.334101 = -12593067.825152 nChanged 37 SP:Iteration 25Q (24020.490000 sec): 3 clusters Score: Raw -12598661.940891 + Penalty 5586.334101 = -12593075.606790 nChanged 34 SP:Iteration 26Q (24021.080000 sec): 3 clusters Score: Raw -12598669.413126 + Penalty 5586.334101 = -12593083.079025 nChanged 29 SP:Iteration 27Q (24021.640000 sec): 3 clusters Score: Raw -12598675.998649 + Penalty 5586.334101 = -12593089.664548 nChanged 22 SP:Iteration 28Q (24022.200000 sec): 3 clusters Score: Raw -12598679.524585 + Penalty 5586.334101 = -12593093.190484 nChanged 19 SP:Iteration 29Q (24022.800000 sec): 3 clusters Score: Raw -12598683.354856 + Penalty 5586.334101 = -12593097.020755 nChanged 21 SP:Iteration 30Q (24023.370000 sec): 3 clusters Score: Raw -12598686.327292 + Penalty 5586.334101 = -12593099.993191 nChanged 14 SP:Iteration 31Q (24023.960000 sec): 3 clusters Score: Raw -12598688.655448 + Penalty 5586.334101 = -12593102.321347 nChanged 18 SP:Iteration 32Q (24024.540000 sec): 3 clusters Score: Raw -12598691.406644 + Penalty 5586.334101 = -12593105.072543 nChanged 14 SP:Iteration 33Q (24025.100000 sec): 3 clusters Score: Raw -12598693.299439 + Penalty 5586.334101 = -12593106.965338 nChanged 10 SP:Iteration 34Q (24025.680000 sec): 3 clusters Score: Raw -12598695.371984 + Penalty 5586.334101 = -12593109.037883 nChanged 13 SP:Iteration 35Q (24026.260000 sec): 3 clusters Score: Raw -12598697.499512 + Penalty 5586.334101 = -12593111.165411 nChanged 14 SP:Iteration 36Q (24026.840000 sec): 3 clusters Score: Raw -12598700.173969 + Penalty 5586.334101 = -12593113.839868 nChanged 15 SP:Iteration 37Q (24027.430000 sec): 3 clusters Score: Raw -12598702.273737 + Penalty 5586.334101 = -12593115.939636 nChanged 8 SP:Iteration 38Q (24028.000000 sec): 3 clusters Score: Raw -12598703.376776 + Penalty 5586.334101 = -12593117.042675 nChanged 3 SP:Iteration 39Q (24028.680000 sec): 3 clusters Score: Raw -12598703.705675 + Penalty 5586.334101 = -12593117.371575 nChanged 2 SP:Iteration 40F (24029.230000 sec): 3 clusters Score: Raw -12598704.070591 + Penalty 5586.334101 = -12593117.736490 nChanged 6 SP:Iteration 41Q (24029.800000 sec): 3 clusters Score: Raw -12598704.854449 + Penalty 5586.334101 = -12593118.520349 nChanged 2 SP:Iteration 42Q (24030.350000 sec): 3 clusters Score: Raw -12598705.219128 + Penalty 5586.334101 = -12593118.885027 nChanged 2 SP:Iteration 43Q (24030.950000 sec): 3 clusters Score: Raw -12598705.670780 + Penalty 5586.334101 = -12593119.336679 nChanged 3 SP:Iteration 44Q (24031.630000 sec): 3 clusters Score: Raw -12598706.313369 + Penalty 5586.334101 = -12593119.979268 nChanged 2 SP:Iteration 45Q (24032.240000 sec): 3 clusters Score: Raw -12598706.640859 + Penalty 5586.334101 = -12593120.306758 nChanged 1 SP:Iteration 46Q (24032.960000 sec): 3 clusters Score: Raw -12598706.717781 + Penalty 5586.334101 = -12593120.383680 nChanged 0 SP:Iteration 47F (24033.600000 sec): 3 clusters Score: Raw -12598706.717781 + Penalty 5586.334101 = -12593120.383680 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24033.740000 sec): 2 clusters Score: Raw -65825.583141 + Penalty 1538.228808 = -64287.354333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24033.910000 sec): 3 clusters Score: Raw -66015.269638 + Penalty 3076.457617 = -62938.812022 nChanged 111 SP:Iteration 1F (24034.050000 sec): 3 clusters Score: Raw -66382.810865 + Penalty 3076.457617 = -63306.353249 nChanged 31 SP:Iteration 2F (24034.240000 sec): 3 clusters Score: Raw -66579.205100 + Penalty 3076.457617 = -63502.747483 nChanged 22 SP:Iteration 3Q (24034.440000 sec): 3 clusters Score: Raw -66668.667763 + Penalty 3076.457617 = -63592.210146 nChanged 16 SP:Iteration 4Q (24034.620000 sec): 3 clusters Score: Raw -66730.700115 + Penalty 3076.457617 = -63654.242499 nChanged 25 SP:Iteration 5F (24034.790000 sec): 3 clusters Score: Raw -66849.267939 + Penalty 3076.457617 = -63772.810323 nChanged 20 SP:Iteration 6Q (24034.940000 sec): 3 clusters Score: Raw -66969.271026 + Penalty 3076.457617 = -63892.813409 nChanged 20 SP:Iteration 7Q (24035.200000 sec): 3 clusters Score: Raw -67048.145649 + Penalty 3076.457617 = -63971.688033 nChanged 14 SP:Iteration 8Q (24035.360000 sec): 3 clusters Score: Raw -67138.926030 + Penalty 3076.457617 = -64062.468413 nChanged 13 SP:Iteration 9Q (24035.560000 sec): 3 clusters Score: Raw -67199.007408 + Penalty 3076.457617 = -64122.549791 nChanged 9 SP:Iteration 10Q (24035.770000 sec): 3 clusters Score: Raw -67239.562991 + Penalty 3076.457617 = -64163.105374 nChanged 5 SP:Iteration 11Q (24036.000000 sec): 3 clusters Score: Raw -67278.773087 + Penalty 3076.457617 = -64202.315471 nChanged 4 SP:Iteration 12Q (24036.140000 sec): 3 clusters Score: Raw -67308.066176 + Penalty 3076.457617 = -64231.608559 nChanged 4 SP:Iteration 13Q (24036.320000 sec): 3 clusters Score: Raw -67332.718775 + Penalty 3076.457617 = -64256.261159 nChanged 3 SP:Iteration 14Q (24036.500000 sec): 3 clusters Score: Raw -67358.419506 + Penalty 3076.457617 = -64281.961889 nChanged 2 SP:Iteration 15Q (24036.680000 sec): 3 clusters Score: Raw -67394.707258 + Penalty 3076.457617 = -64318.249641 nChanged 5 SP:Iteration 16Q (24036.860000 sec): 3 clusters Score: Raw -67459.930625 + Penalty 3076.457617 = -64383.473008 nChanged 4 SP:Iteration 17Q (24037.120000 sec): 3 clusters Score: Raw -67541.259520 + Penalty 3076.457617 = -64464.801903 nChanged 5 SP:Iteration 18Q (24037.290000 sec): 3 clusters Score: Raw -67693.841406 + Penalty 3076.457617 = -64617.383790 nChanged 0 SP:Iteration 19F (24037.480000 sec): 3 clusters Score: Raw -67725.614274 + Penalty 3076.457617 = -64649.156657 nChanged 6 SP:Iteration 20F (24037.700000 sec): 3 clusters Score: Raw -67828.786955 + Penalty 3076.457617 = -64752.329339 nChanged 9 SP:Iteration 21Q (24037.920000 sec): 3 clusters Score: Raw -68107.908612 + Penalty 3076.457617 = -65031.450995 nChanged 4 SP:Iteration 22Q (24038.100000 sec): 3 clusters Score: Raw -68216.809604 + Penalty 3076.457617 = -65140.351988 nChanged 0 SP:Iteration 23F (24038.300000 sec): 3 clusters Score: Raw -68216.809604 + Penalty 3076.457617 = -65140.351988 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24038.440000 sec): 2 clusters Score: Raw -270323.011126 + Penalty 1857.651292 = -268465.359835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24038.590000 sec): 3 clusters Score: Raw -269726.676100 + Penalty 3715.302583 = -266011.373516 nChanged 564 SP:Iteration 1F (24038.760000 sec): 3 clusters Score: Raw -270202.203922 + Penalty 3715.302583 = -266486.901338 nChanged 124 SP:Iteration 2F (24038.940000 sec): 3 clusters Score: Raw -270322.443357 + Penalty 3715.302583 = -266607.140773 nChanged 68 SP:Iteration 3Q (24039.130000 sec): 3 clusters Score: Raw -270393.437478 + Penalty 3715.302583 = -266678.134894 nChanged 47 SP:Iteration 4Q (24039.260000 sec): 3 clusters Score: Raw -270436.169213 + Penalty 3715.302583 = -266720.866630 nChanged 30 SP:Iteration 5Q (24039.460000 sec): 3 clusters Score: Raw -270459.727870 + Penalty 3715.302583 = -266744.425287 nChanged 19 SP:Iteration 6Q (24039.600000 sec): 3 clusters Score: Raw -270477.259053 + Penalty 3715.302583 = -266761.956469 nChanged 18 SP:Iteration 7Q (24039.780000 sec): 3 clusters Score: Raw -270488.613228 + Penalty 3715.302583 = -266773.310644 nChanged 13 SP:Iteration 8Q (24039.940000 sec): 3 clusters Score: Raw -270498.105756 + Penalty 3715.302583 = -266782.803173 nChanged 13 SP:Iteration 9Q (24040.140000 sec): 3 clusters Score: Raw -270508.378630 + Penalty 3715.302583 = -266793.076046 nChanged 9 SP:Iteration 10Q (24040.280000 sec): 3 clusters Score: Raw -270514.856267 + Penalty 3715.302583 = -266799.553684 nChanged 9 SP:Iteration 11Q (24040.500000 sec): 3 clusters Score: Raw -270523.540639 + Penalty 3715.302583 = -266808.238056 nChanged 6 SP:Iteration 12Q (24040.650000 sec): 3 clusters Score: Raw -270529.882581 + Penalty 3715.302583 = -266814.579997 nChanged 7 SP:Iteration 13Q (24040.820000 sec): 3 clusters Score: Raw -270537.242278 + Penalty 3715.302583 = -266821.939694 nChanged 17 SP:Iteration 14Q (24041.000000 sec): 3 clusters Score: Raw -270560.864881 + Penalty 3715.302583 = -266845.562298 nChanged 25 SP:Iteration 15Q (24041.180000 sec): 3 clusters Score: Raw -270592.497846 + Penalty 3715.302583 = -266877.195263 nChanged 29 SP:Iteration 16Q (24041.360000 sec): 3 clusters Score: Raw -270621.591297 + Penalty 3715.302583 = -266906.288714 nChanged 24 SP:Iteration 17Q (24041.560000 sec): 3 clusters Score: Raw -270647.514589 + Penalty 3715.302583 = -266932.212005 nChanged 30 SP:Iteration 18Q (24041.740000 sec): 3 clusters Score: Raw -270685.888302 + Penalty 3715.302583 = -266970.585719 nChanged 40 SP:Iteration 19Q (24041.900000 sec): 3 clusters Score: Raw -270741.110882 + Penalty 3715.302583 = -267025.808299 nChanged 37 SP:Iteration 20F (24042.090000 sec): 3 clusters Score: Raw -270801.015937 + Penalty 3715.302583 = -267085.713353 nChanged 49 SP:Iteration 21Q (24042.250000 sec): 3 clusters Score: Raw -270898.992622 + Penalty 3715.302583 = -267183.690038 nChanged 59 SP:Iteration 22Q (24042.470000 sec): 3 clusters Score: Raw -271024.765469 + Penalty 3715.302583 = -267309.462885 nChanged 63 SP:Iteration 23Q (24042.640000 sec): 3 clusters Score: Raw -271123.730790 + Penalty 3715.302583 = -267408.428206 nChanged 54 SP:Iteration 24Q (24042.800000 sec): 3 clusters Score: Raw -271224.602449 + Penalty 3715.302583 = -267509.299866 nChanged 59 SP:Iteration 25Q (24042.980000 sec): 3 clusters Score: Raw -271316.076044 + Penalty 3715.302583 = -267600.773461 nChanged 48 SP:Iteration 26Q (24043.190000 sec): 3 clusters Score: Raw -271371.416951 + Penalty 3715.302583 = -267656.114368 nChanged 40 SP:Iteration 27Q (24043.350000 sec): 3 clusters Score: Raw -271424.241377 + Penalty 3715.302583 = -267708.938794 nChanged 32 SP:Iteration 28Q (24043.510000 sec): 3 clusters Score: Raw -271465.602452 + Penalty 3715.302583 = -267750.299869 nChanged 15 SP:Iteration 29Q (24043.730000 sec): 3 clusters Score: Raw -271490.263407 + Penalty 3715.302583 = -267774.960824 nChanged 17 SP:Iteration 30Q (24043.900000 sec): 3 clusters Score: Raw -271508.309614 + Penalty 3715.302583 = -267793.007030 nChanged 12 SP:Iteration 31Q (24044.080000 sec): 3 clusters Score: Raw -271523.550663 + Penalty 3715.302583 = -267808.248079 nChanged 10 SP:Iteration 32Q (24044.260000 sec): 3 clusters Score: Raw -271532.791690 + Penalty 3715.302583 = -267817.489106 nChanged 5 SP:Iteration 33Q (24044.420000 sec): 3 clusters Score: Raw -271538.056264 + Penalty 3715.302583 = -267822.753680 nChanged 5 SP:Iteration 34Q (24044.620000 sec): 3 clusters Score: Raw -271541.208457 + Penalty 3715.302583 = -267825.905874 nChanged 0 SP:Iteration 35F (24044.800000 sec): 3 clusters Score: Raw -271541.208457 + Penalty 3715.302583 = -267825.905874 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24044.920000 sec): 2 clusters Score: Raw -879619.328971 + Penalty 2150.649117 = -877468.679854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24045.140000 sec): 3 clusters Score: Raw -876740.167783 + Penalty 4301.298234 = -872438.869549 nChanged 2316 SP:Iteration 1F (24045.420000 sec): 3 clusters Score: Raw -878326.579210 + Penalty 4301.298234 = -874025.280976 nChanged 576 SP:Iteration 2F (24045.600000 sec): 3 clusters Score: Raw -878987.044141 + Penalty 4301.298234 = -874685.745907 nChanged 517 SP:Iteration 3F (24045.880000 sec): 3 clusters Score: Raw -879608.586755 + Penalty 4301.298234 = -875307.288521 nChanged 488 SP:Iteration 4F (24046.080000 sec): 3 clusters Score: Raw -880090.585339 + Penalty 4301.298234 = -875789.287106 nChanged 383 SP:Iteration 5F (24046.320000 sec): 3 clusters Score: Raw -880441.713342 + Penalty 4301.298234 = -876140.415108 nChanged 290 SP:Iteration 6Q (24046.530000 sec): 3 clusters Score: Raw -880706.739137 + Penalty 4301.298234 = -876405.440903 nChanged 219 SP:Iteration 7Q (24046.730000 sec): 3 clusters Score: Raw -880917.268336 + Penalty 4301.298234 = -876615.970103 nChanged 182 SP:Iteration 8Q (24046.940000 sec): 3 clusters Score: Raw -881100.078269 + Penalty 4301.298234 = -876798.780036 nChanged 147 SP:Iteration 9Q (24047.160000 sec): 3 clusters Score: Raw -881232.648105 + Penalty 4301.298234 = -876931.349872 nChanged 93 SP:Iteration 10Q (24047.440000 sec): 3 clusters Score: Raw -881324.554489 + Penalty 4301.298234 = -877023.256255 nChanged 81 SP:Iteration 11Q (24047.620000 sec): 3 clusters Score: Raw -881400.843264 + Penalty 4301.298234 = -877099.545031 nChanged 72 SP:Iteration 12Q (24047.840000 sec): 3 clusters Score: Raw -881464.133311 + Penalty 4301.298234 = -877162.835077 nChanged 57 SP:Iteration 13Q (24048.070000 sec): 3 clusters Score: Raw -881518.420633 + Penalty 4301.298234 = -877217.122400 nChanged 46 SP:Iteration 14Q (24048.300000 sec): 3 clusters Score: Raw -881552.104393 + Penalty 4301.298234 = -877250.806159 nChanged 42 SP:Iteration 15Q (24048.500000 sec): 3 clusters Score: Raw -881581.780228 + Penalty 4301.298234 = -877280.481995 nChanged 22 SP:Iteration 16Q (24048.690000 sec): 3 clusters Score: Raw -881594.729030 + Penalty 4301.298234 = -877293.430797 nChanged 15 SP:Iteration 17Q (24048.920000 sec): 3 clusters Score: Raw -881601.436664 + Penalty 4301.298234 = -877300.138431 nChanged 8 SP:Iteration 18Q (24049.120000 sec): 3 clusters Score: Raw -881609.077643 + Penalty 4301.298234 = -877307.779409 nChanged 13 SP:Iteration 19Q (24049.350000 sec): 3 clusters Score: Raw -881619.562930 + Penalty 4301.298234 = -877318.264697 nChanged 15 SP:Iteration 20F (24049.550000 sec): 3 clusters Score: Raw -881623.884890 + Penalty 4301.298234 = -877322.586656 nChanged 5 SP:Iteration 21Q (24049.810000 sec): 3 clusters Score: Raw -881626.040996 + Penalty 4301.298234 = -877324.742762 nChanged 2 SP:Iteration 22Q (24050.090000 sec): 3 clusters Score: Raw -881626.927851 + Penalty 4301.298234 = -877325.629617 nChanged 2 SP:Iteration 23Q (24050.280000 sec): 3 clusters Score: Raw -881630.789058 + Penalty 4301.298234 = -877329.490824 nChanged 6 SP:Iteration 24Q (24050.490000 sec): 3 clusters Score: Raw -881634.024136 + Penalty 4301.298234 = -877332.725902 nChanged 7 SP:Iteration 25Q (24050.660000 sec): 3 clusters Score: Raw -881636.168496 + Penalty 4301.298234 = -877334.870263 nChanged 2 SP:Iteration 26Q (24050.860000 sec): 3 clusters Score: Raw -881636.906992 + Penalty 4301.298234 = -877335.608758 nChanged 3 SP:Iteration 27Q (24051.050000 sec): 3 clusters Score: Raw -881638.666606 + Penalty 4301.298234 = -877337.368372 nChanged 7 SP:Iteration 28Q (24051.290000 sec): 3 clusters Score: Raw -881642.439476 + Penalty 4301.298234 = -877341.141243 nChanged 7 SP:Iteration 29Q (24051.450000 sec): 3 clusters Score: Raw -881646.452223 + Penalty 4301.298234 = -877345.153989 nChanged 7 SP:Iteration 30Q (24051.650000 sec): 3 clusters Score: Raw -881649.355411 + Penalty 4301.298234 = -877348.057177 nChanged 4 SP:Iteration 31Q (24051.910000 sec): 3 clusters Score: Raw -881651.377871 + Penalty 4301.298234 = -877350.079638 nChanged 1 SP:Iteration 32Q (24052.150000 sec): 3 clusters Score: Raw -881651.621704 + Penalty 4301.298234 = -877350.323470 nChanged 1 SP:Iteration 33Q (24052.390000 sec): 3 clusters Score: Raw -881652.321013 + Penalty 4301.298234 = -877351.022779 nChanged 2 SP:Iteration 34Q (24052.590000 sec): 3 clusters Score: Raw -881652.749334 + Penalty 4301.298234 = -877351.451100 nChanged 0 SP:Iteration 35F (24052.790000 sec): 3 clusters Score: Raw -881652.749334 + Penalty 4301.298234 = -877351.451100 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24052.930000 sec): 2 clusters Score: Raw -81794.605615 + Penalty 1664.511618 = -80130.093997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24053.070000 sec): 3 clusters Score: Raw -82110.931623 + Penalty 3329.023236 = -78781.908387 nChanged 300 SP:Iteration 1F (24053.240000 sec): 3 clusters Score: Raw -83852.410630 + Penalty 3329.023236 = -80523.387394 nChanged 115 SP:Iteration 2F (24053.460000 sec): 3 clusters Score: Raw -84943.608525 + Penalty 3329.023236 = -81614.585289 nChanged 37 SP:Iteration 3Q (24053.630000 sec): 3 clusters Score: Raw -85517.653395 + Penalty 3329.023236 = -82188.630159 nChanged 23 SP:Iteration 4Q (24053.800000 sec): 3 clusters Score: Raw -85857.596054 + Penalty 3329.023236 = -82528.572818 nChanged 14 SP:Iteration 5Q (24053.960000 sec): 3 clusters Score: Raw -85991.298607 + Penalty 3329.023236 = -82662.275371 nChanged 6 SP:Iteration 6Q (24054.130000 sec): 3 clusters Score: Raw -86045.026501 + Penalty 3329.023236 = -82716.003265 nChanged 2 SP:Iteration 7Q (24054.320000 sec): 3 clusters Score: Raw -86060.530054 + Penalty 3329.023236 = -82731.506818 nChanged 1 SP:Iteration 8Q (24054.500000 sec): 3 clusters Score: Raw -86066.649969 + Penalty 3329.023236 = -82737.626733 nChanged 1 SP:Iteration 9Q (24054.740000 sec): 3 clusters Score: Raw -86094.751075 + Penalty 3329.023236 = -82765.727839 nChanged 2 SP:Iteration 10Q (24054.890000 sec): 3 clusters Score: Raw -86104.370364 + Penalty 3329.023236 = -82775.347128 nChanged 0 SP:Iteration 11F (24055.120000 sec): 3 clusters Score: Raw -86117.558434 + Penalty 3329.023236 = -82788.535198 nChanged 1 SP:Iteration 12Q (24055.280000 sec): 3 clusters Score: Raw -86146.878845 + Penalty 3329.023236 = -82817.855609 nChanged 3 SP:Iteration 13Q (24055.460000 sec): 3 clusters Score: Raw -86183.964926 + Penalty 3329.023236 = -82854.941690 nChanged 1 SP:Iteration 14Q (24055.650000 sec): 3 clusters Score: Raw -86188.180498 + Penalty 3329.023236 = -82859.157262 nChanged 2 SP:Iteration 15Q (24055.850000 sec): 3 clusters Score: Raw -86192.099729 + Penalty 3329.023236 = -82863.076494 nChanged 2 SP:Iteration 16Q (24056.000000 sec): 3 clusters Score: Raw -86195.499579 + Penalty 3329.023236 = -82866.476343 nChanged 2 SP:Iteration 17Q (24056.180000 sec): 3 clusters Score: Raw -86198.373200 + Penalty 3329.023236 = -82869.349964 nChanged 1 SP:Iteration 18Q (24056.360000 sec): 3 clusters Score: Raw -86204.941832 + Penalty 3329.023236 = -82875.918596 nChanged 0 SP:Iteration 19F (24056.580000 sec): 3 clusters Score: Raw -86204.941832 + Penalty 3329.023236 = -82875.918596 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (33498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24056.830000 sec): 2 clusters Score: Raw -5319984.840632 + Penalty 2583.971772 = -5317400.868861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24057.240000 sec): 3 clusters Score: Raw -5299770.053078 + Penalty 5167.943543 = -5294602.109535 nChanged 15149 SP:Iteration 1F (24057.600000 sec): 3 clusters Score: Raw -5308212.197087 + Penalty 5167.943543 = -5303044.253544 nChanged 1784 SP:Iteration 2F (24057.980000 sec): 3 clusters Score: Raw -5309114.350479 + Penalty 5167.943543 = -5303946.406936 nChanged 1864 SP:Iteration 3F (24058.350000 sec): 3 clusters Score: Raw -5310177.966102 + Penalty 5167.943543 = -5305010.022559 nChanged 1979 SP:Iteration 4F (24058.700000 sec): 3 clusters Score: Raw -5311419.853835 + Penalty 5167.943543 = -5306251.910291 nChanged 2021 SP:Iteration 5F (24059.120000 sec): 3 clusters Score: Raw -5312758.308466 + Penalty 5167.943543 = -5307590.364923 nChanged 2175 SP:Iteration 6F (24059.450000 sec): 3 clusters Score: Raw -5314254.238936 + Penalty 5167.943543 = -5309086.295392 nChanged 2200 SP:Iteration 7F (24059.800000 sec): 3 clusters Score: Raw -5315832.785433 + Penalty 5167.943543 = -5310664.841890 nChanged 2024 SP:Iteration 8F (24060.120000 sec): 3 clusters Score: Raw -5317183.575521 + Penalty 5167.943543 = -5312015.631978 nChanged 1592 SP:Iteration 9Q (24060.480000 sec): 3 clusters Score: Raw -5318146.019888 + Penalty 5167.943543 = -5312978.076345 nChanged 1117 SP:Iteration 10Q (24060.840000 sec): 3 clusters Score: Raw -5318785.641870 + Penalty 5167.943543 = -5313617.698327 nChanged 805 SP:Iteration 11Q (24061.150000 sec): 3 clusters Score: Raw -5319227.495845 + Penalty 5167.943543 = -5314059.552301 nChanged 635 SP:Iteration 12Q (24061.460000 sec): 3 clusters Score: Raw -5319514.243368 + Penalty 5167.943543 = -5314346.299825 nChanged 535 SP:Iteration 13Q (24061.800000 sec): 3 clusters Score: Raw -5319734.903134 + Penalty 5167.943543 = -5314566.959591 nChanged 425 SP:Iteration 14Q (24062.160000 sec): 3 clusters Score: Raw -5319886.008807 + Penalty 5167.943543 = -5314718.065264 nChanged 359 SP:Iteration 15Q (24062.540000 sec): 3 clusters Score: Raw -5319996.594627 + Penalty 5167.943543 = -5314828.651084 nChanged 339 SP:Iteration 16Q (24062.880000 sec): 3 clusters Score: Raw -5320090.351078 + Penalty 5167.943543 = -5314922.407535 nChanged 308 SP:Iteration 17Q (24063.210000 sec): 3 clusters Score: Raw -5320163.085733 + Penalty 5167.943543 = -5314995.142190 nChanged 266 SP:Iteration 18Q (24063.590000 sec): 3 clusters Score: Raw -5320220.137781 + Penalty 5167.943543 = -5315052.194237 nChanged 253 SP:Iteration 19Q (24063.960000 sec): 3 clusters Score: Raw -5320275.271118 + Penalty 5167.943543 = -5315107.327575 nChanged 242 SP:Iteration 20F (24064.330000 sec): 3 clusters Score: Raw -5320329.166193 + Penalty 5167.943543 = -5315161.222649 nChanged 250 SP:Iteration 21Q (24064.750000 sec): 3 clusters Score: Raw -5320383.416253 + Penalty 5167.943543 = -5315215.472710 nChanged 238 SP:Iteration 22Q (24065.130000 sec): 3 clusters Score: Raw -5320433.577877 + Penalty 5167.943543 = -5315265.634333 nChanged 210 SP:Iteration 23Q (24065.540000 sec): 3 clusters Score: Raw -5320474.257772 + Penalty 5167.943543 = -5315306.314229 nChanged 183 SP:Iteration 24Q (24065.870000 sec): 3 clusters Score: Raw -5320507.266778 + Penalty 5167.943543 = -5315339.323235 nChanged 182 SP:Iteration 25Q (24066.250000 sec): 3 clusters Score: Raw -5320541.058166 + Penalty 5167.943543 = -5315373.114623 nChanged 176 SP:Iteration 26Q (24066.650000 sec): 3 clusters Score: Raw -5320574.058141 + Penalty 5167.943543 = -5315406.114598 nChanged 167 SP:Iteration 27Q (24066.970000 sec): 3 clusters Score: Raw -5320603.311658 + Penalty 5167.943543 = -5315435.368115 nChanged 149 SP:Iteration 28Q (24067.410000 sec): 3 clusters Score: Raw -5320628.675228 + Penalty 5167.943543 = -5315460.731685 nChanged 144 SP:Iteration 29Q (24067.730000 sec): 3 clusters Score: Raw -5320655.981444 + Penalty 5167.943543 = -5315488.037901 nChanged 155 SP:Iteration 30Q (24068.050000 sec): 3 clusters Score: Raw -5320686.500667 + Penalty 5167.943543 = -5315518.557123 nChanged 150 SP:Iteration 31Q (24068.330000 sec): 3 clusters Score: Raw -5320713.075049 + Penalty 5167.943543 = -5315545.131506 nChanged 135 SP:Iteration 32Q (24068.690000 sec): 3 clusters Score: Raw -5320733.398821 + Penalty 5167.943543 = -5315565.455278 nChanged 122 SP:Iteration 33Q (24068.990000 sec): 3 clusters Score: Raw -5320750.679946 + Penalty 5167.943543 = -5315582.736403 nChanged 95 SP:Iteration 34Q (24069.360000 sec): 3 clusters Score: Raw -5320764.967623 + Penalty 5167.943543 = -5315597.024079 nChanged 102 SP:Iteration 35Q (24069.660000 sec): 3 clusters Score: Raw -5320780.672355 + Penalty 5167.943543 = -5315612.728812 nChanged 99 SP:Iteration 36Q (24070.020000 sec): 3 clusters Score: Raw -5320797.229604 + Penalty 5167.943543 = -5315629.286061 nChanged 93 SP:Iteration 37Q (24070.370000 sec): 3 clusters Score: Raw -5320811.943603 + Penalty 5167.943543 = -5315644.000059 nChanged 93 SP:Iteration 38Q (24070.730000 sec): 3 clusters Score: Raw -5320825.375116 + Penalty 5167.943543 = -5315657.431573 nChanged 79 SP:Iteration 39Q (24071.080000 sec): 3 clusters Score: Raw -5320837.723167 + Penalty 5167.943543 = -5315669.779624 nChanged 86 SP:Iteration 40F (24071.460000 sec): 3 clusters Score: Raw -5320850.274075 + Penalty 5167.943543 = -5315682.330532 nChanged 82 SP:Iteration 41Q (24071.820000 sec): 3 clusters Score: Raw -5320862.184291 + Penalty 5167.943543 = -5315694.240748 nChanged 94 SP:Iteration 42Q (24072.240000 sec): 3 clusters Score: Raw -5320878.720250 + Penalty 5167.943543 = -5315710.776707 nChanged 92 SP:Iteration 43Q (24072.670000 sec): 3 clusters Score: Raw -5320895.235931 + Penalty 5167.943543 = -5315727.292388 nChanged 79 SP:Iteration 44Q (24073.030000 sec): 3 clusters Score: Raw -5320907.929491 + Penalty 5167.943543 = -5315739.985948 nChanged 87 SP:Iteration 45Q (24073.400000 sec): 3 clusters Score: Raw -5320920.773740 + Penalty 5167.943543 = -5315752.830196 nChanged 75 SP:Iteration 46Q (24073.750000 sec): 3 clusters Score: Raw -5320930.517564 + Penalty 5167.943543 = -5315762.574020 nChanged 53 SP:Iteration 47Q (24074.120000 sec): 3 clusters Score: Raw -5320936.943769 + Penalty 5167.943543 = -5315769.000226 nChanged 49 SP:Iteration 48Q (24074.450000 sec): 3 clusters Score: Raw -5320942.925050 + Penalty 5167.943543 = -5315774.981507 nChanged 50 SP:Iteration 49Q (24074.800000 sec): 3 clusters Score: Raw -5320948.362085 + Penalty 5167.943543 = -5315780.418542 nChanged 35 SP:Iteration 50Q (24075.130000 sec): 3 clusters Score: Raw -5320951.990543 + Penalty 5167.943543 = -5315784.047000 nChanged 48 SP:Iteration 51Q (24075.480000 sec): 3 clusters Score: Raw -5320957.899762 + Penalty 5167.943543 = -5315789.956219 nChanged 44 SP:Iteration 52Q (24075.840000 sec): 3 clusters Score: Raw -5320963.114281 + Penalty 5167.943543 = -5315795.170738 nChanged 46 SP:Iteration 53Q (24076.200000 sec): 3 clusters Score: Raw -5320967.829475 + Penalty 5167.943543 = -5315799.885932 nChanged 38 SP:Iteration 54Q (24076.560000 sec): 3 clusters Score: Raw -5320971.901007 + Penalty 5167.943543 = -5315803.957463 nChanged 38 SP:Iteration 55Q (24076.870000 sec): 3 clusters Score: Raw -5320975.698168 + Penalty 5167.943543 = -5315807.754625 nChanged 33 SP:Iteration 56Q (24077.270000 sec): 3 clusters Score: Raw -5320979.344656 + Penalty 5167.943543 = -5315811.401113 nChanged 37 SP:Iteration 57Q (24077.610000 sec): 3 clusters Score: Raw -5320983.096819 + Penalty 5167.943543 = -5315815.153276 nChanged 38 SP:Iteration 58Q (24078.010000 sec): 3 clusters Score: Raw -5320986.611175 + Penalty 5167.943543 = -5315818.667632 nChanged 27 SP:Iteration 59Q (24078.420000 sec): 3 clusters Score: Raw -5320989.386030 + Penalty 5167.943543 = -5315821.442487 nChanged 30 SP:Iteration 60F (24078.750000 sec): 3 clusters Score: Raw -5320992.217706 + Penalty 5167.943543 = -5315824.274163 nChanged 28 SP:Iteration 61Q (24079.110000 sec): 3 clusters Score: Raw -5320994.516008 + Penalty 5167.943543 = -5315826.572465 nChanged 32 SP:Iteration 62Q (24079.460000 sec): 3 clusters Score: Raw -5320997.711303 + Penalty 5167.943543 = -5315829.767760 nChanged 33 SP:Iteration 63Q (24079.810000 sec): 3 clusters Score: Raw -5321001.464358 + Penalty 5167.943543 = -5315833.520814 nChanged 26 SP:Iteration 64Q (24080.230000 sec): 3 clusters Score: Raw -5321004.474974 + Penalty 5167.943543 = -5315836.531430 nChanged 29 SP:Iteration 65Q (24080.580000 sec): 3 clusters Score: Raw -5321007.014869 + Penalty 5167.943543 = -5315839.071326 nChanged 24 SP:Iteration 66Q (24080.940000 sec): 3 clusters Score: Raw -5321009.678417 + Penalty 5167.943543 = -5315841.734873 nChanged 24 SP:Iteration 67Q (24081.290000 sec): 3 clusters Score: Raw -5321012.159855 + Penalty 5167.943543 = -5315844.216312 nChanged 15 SP:Iteration 68Q (24081.630000 sec): 3 clusters Score: Raw -5321013.332964 + Penalty 5167.943543 = -5315845.389421 nChanged 11 SP:Iteration 69Q (24081.990000 sec): 3 clusters Score: Raw -5321014.230662 + Penalty 5167.943543 = -5315846.287119 nChanged 16 SP:Iteration 70Q (24082.320000 sec): 3 clusters Score: Raw -5321015.900622 + Penalty 5167.943543 = -5315847.957079 nChanged 19 SP:Iteration 71Q (24082.680000 sec): 3 clusters Score: Raw -5321017.892822 + Penalty 5167.943543 = -5315849.949279 nChanged 18 SP:Iteration 72Q (24082.990000 sec): 3 clusters Score: Raw -5321020.154543 + Penalty 5167.943543 = -5315852.210999 nChanged 29 SP:Iteration 73Q (24083.320000 sec): 3 clusters Score: Raw -5321023.263282 + Penalty 5167.943543 = -5315855.319739 nChanged 27 SP:Iteration 74Q (24083.670000 sec): 3 clusters Score: Raw -5321026.389397 + Penalty 5167.943543 = -5315858.445854 nChanged 23 SP:Iteration 75Q (24084.030000 sec): 3 clusters Score: Raw -5321029.580070 + Penalty 5167.943543 = -5315861.636527 nChanged 24 SP:Iteration 76Q (24084.360000 sec): 3 clusters Score: Raw -5321032.465956 + Penalty 5167.943543 = -5315864.522413 nChanged 23 SP:Iteration 77Q (24084.700000 sec): 3 clusters Score: Raw -5321034.983572 + Penalty 5167.943543 = -5315867.040029 nChanged 21 SP:Iteration 78Q (24085.010000 sec): 3 clusters Score: Raw -5321037.410486 + Penalty 5167.943543 = -5315869.466943 nChanged 26 SP:Iteration 79Q (24085.370000 sec): 3 clusters Score: Raw -5321040.163505 + Penalty 5167.943543 = -5315872.219962 nChanged 29 SP:Iteration 80F (24085.740000 sec): 3 clusters Score: Raw -5321042.496279 + Penalty 5167.943543 = -5315874.552736 nChanged 16 SP:Iteration 81Q (24086.070000 sec): 3 clusters Score: Raw -5321044.026950 + Penalty 5167.943543 = -5315876.083407 nChanged 16 SP:Iteration 82Q (24086.380000 sec): 3 clusters Score: Raw -5321045.904052 + Penalty 5167.943543 = -5315877.960509 nChanged 19 SP:Iteration 83Q (24086.790000 sec): 3 clusters Score: Raw -5321048.207229 + Penalty 5167.943543 = -5315880.263686 nChanged 25 SP:Iteration 84Q (24087.120000 sec): 3 clusters Score: Raw -5321050.819157 + Penalty 5167.943543 = -5315882.875614 nChanged 17 SP:Iteration 85Q (24087.530000 sec): 3 clusters Score: Raw -5321052.649464 + Penalty 5167.943543 = -5315884.705921 nChanged 25 SP:Iteration 86Q (24087.860000 sec): 3 clusters Score: Raw -5321055.409924 + Penalty 5167.943543 = -5315887.466380 nChanged 22 SP:Iteration 87Q (24088.180000 sec): 3 clusters Score: Raw -5321057.420851 + Penalty 5167.943543 = -5315889.477308 nChanged 17 SP:Iteration 88Q (24088.560000 sec): 3 clusters Score: Raw -5321059.293987 + Penalty 5167.943543 = -5315891.350443 nChanged 16 SP:Iteration 89Q (24088.890000 sec): 3 clusters Score: Raw -5321061.234540 + Penalty 5167.943543 = -5315893.290997 nChanged 16 SP:Iteration 90Q (24089.270000 sec): 3 clusters Score: Raw -5321063.732171 + Penalty 5167.943543 = -5315895.788628 nChanged 25 SP:Iteration 91Q (24089.600000 sec): 3 clusters Score: Raw -5321066.676608 + Penalty 5167.943543 = -5315898.733065 nChanged 18 SP:Iteration 92Q (24089.960000 sec): 3 clusters Score: Raw -5321068.395745 + Penalty 5167.943543 = -5315900.452202 nChanged 12 SP:Iteration 93Q (24090.370000 sec): 3 clusters Score: Raw -5321070.102528 + Penalty 5167.943543 = -5315902.158985 nChanged 18 SP:Iteration 94Q (24090.710000 sec): 3 clusters Score: Raw -5321072.003282 + Penalty 5167.943543 = -5315904.059738 nChanged 13 SP:Iteration 95Q (24091.050000 sec): 3 clusters Score: Raw -5321073.863010 + Penalty 5167.943543 = -5315905.919467 nChanged 19 SP:Iteration 96Q (24091.400000 sec): 3 clusters Score: Raw -5321075.812509 + Penalty 5167.943543 = -5315907.868966 nChanged 10 SP:Iteration 97Q (24091.690000 sec): 3 clusters Score: Raw -5321077.034958 + Penalty 5167.943543 = -5315909.091415 nChanged 14 SP:Iteration 98Q (24092.040000 sec): 3 clusters Score: Raw -5321078.378319 + Penalty 5167.943543 = -5315910.434775 nChanged 13 SP:Iteration 99Q (24092.380000 sec): 3 clusters Score: Raw -5321079.425585 + Penalty 5167.943543 = -5315911.482042 nChanged 9 SP:Iteration 100F (24092.740000 sec): 3 clusters Score: Raw -5321080.045869 + Penalty 5167.943543 = -5315912.102326 nChanged 5 SP:Iteration 101Q (24093.070000 sec): 3 clusters Score: Raw -5321080.735095 + Penalty 5167.943543 = -5315912.791552 nChanged 9 SP:Iteration 102Q (24093.410000 sec): 3 clusters Score: Raw -5321081.746261 + Penalty 5167.943543 = -5315913.802718 nChanged 9 SP:Iteration 103Q (24093.740000 sec): 3 clusters Score: Raw -5321082.759891 + Penalty 5167.943543 = -5315914.816348 nChanged 11 SP:Iteration 104Q (24094.130000 sec): 3 clusters Score: Raw -5321083.763976 + Penalty 5167.943543 = -5315915.820433 nChanged 6 SP:Iteration 105Q (24094.510000 sec): 3 clusters Score: Raw -5321084.306901 + Penalty 5167.943543 = -5315916.363358 nChanged 7 SP:Iteration 106Q (24094.850000 sec): 3 clusters Score: Raw -5321084.860479 + Penalty 5167.943543 = -5315916.916936 nChanged 6 SP:Iteration 107Q (24095.180000 sec): 3 clusters Score: Raw -5321085.217321 + Penalty 5167.943543 = -5315917.273777 nChanged 0 SP:Iteration 108F (24095.540000 sec): 3 clusters Score: Raw -5321085.217321 + Penalty 5167.943543 = -5315917.273777 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (21180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24095.760000 sec): 2 clusters Score: Raw -3193653.372645 + Penalty 2470.281530 = -3191183.091115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24096.070000 sec): 3 clusters Score: Raw -3181321.525480 + Penalty 4940.563059 = -3176380.962421 nChanged 9358 SP:Iteration 1F (24096.370000 sec): 3 clusters Score: Raw -3186729.794836 + Penalty 4940.563059 = -3181789.231776 nChanged 1500 SP:Iteration 2F (24096.730000 sec): 3 clusters Score: Raw -3187992.668205 + Penalty 4940.563059 = -3183052.105146 nChanged 1730 SP:Iteration 3F (24097.040000 sec): 3 clusters Score: Raw -3190136.956710 + Penalty 4940.563059 = -3185196.393651 nChanged 1938 SP:Iteration 4F (24097.340000 sec): 3 clusters Score: Raw -3193155.642253 + Penalty 4940.563059 = -3188215.079194 nChanged 1919 SP:Iteration 5F (24097.660000 sec): 3 clusters Score: Raw -3195685.145054 + Penalty 4940.563059 = -3190744.581995 nChanged 1683 SP:Iteration 6F (24097.960000 sec): 3 clusters Score: Raw -3197174.952976 + Penalty 4940.563059 = -3192234.389917 nChanged 1211 SP:Iteration 7F (24098.210000 sec): 3 clusters Score: Raw -3198145.075859 + Penalty 4940.563059 = -3193204.512800 nChanged 1011 SP:Iteration 8Q (24098.550000 sec): 3 clusters Score: Raw -3199183.585848 + Penalty 4940.563059 = -3194243.022789 nChanged 837 SP:Iteration 9Q (24098.810000 sec): 3 clusters Score: Raw -3200266.598329 + Penalty 4940.563059 = -3195326.035269 nChanged 543 SP:Iteration 10Q (24099.160000 sec): 3 clusters Score: Raw -3200951.539970 + Penalty 4940.563059 = -3196010.976911 nChanged 320 SP:Iteration 11Q (24099.480000 sec): 3 clusters Score: Raw -3201220.143709 + Penalty 4940.563059 = -3196279.580650 nChanged 205 SP:Iteration 12Q (24099.740000 sec): 3 clusters Score: Raw -3201349.426514 + Penalty 4940.563059 = -3196408.863454 nChanged 129 SP:Iteration 13Q (24100.060000 sec): 3 clusters Score: Raw -3201417.038184 + Penalty 4940.563059 = -3196476.475125 nChanged 98 SP:Iteration 14Q (24100.290000 sec): 3 clusters Score: Raw -3201466.066556 + Penalty 4940.563059 = -3196525.503497 nChanged 70 SP:Iteration 15Q (24100.570000 sec): 3 clusters Score: Raw -3201505.226163 + Penalty 4940.563059 = -3196564.663104 nChanged 65 SP:Iteration 16Q (24100.910000 sec): 3 clusters Score: Raw -3201537.753284 + Penalty 4940.563059 = -3196597.190225 nChanged 67 SP:Iteration 17Q (24101.250000 sec): 3 clusters Score: Raw -3201565.194988 + Penalty 4940.563059 = -3196624.631929 nChanged 59 SP:Iteration 18Q (24101.530000 sec): 3 clusters Score: Raw -3201583.397943 + Penalty 4940.563059 = -3196642.834883 nChanged 32 SP:Iteration 19Q (24101.800000 sec): 3 clusters Score: Raw -3201589.381120 + Penalty 4940.563059 = -3196648.818061 nChanged 21 SP:Iteration 20F (24102.100000 sec): 3 clusters Score: Raw -3201594.460497 + Penalty 4940.563059 = -3196653.897438 nChanged 23 SP:Iteration 21Q (24102.400000 sec): 3 clusters Score: Raw -3201599.621590 + Penalty 4940.563059 = -3196659.058531 nChanged 24 SP:Iteration 22Q (24102.700000 sec): 3 clusters Score: Raw -3201606.024832 + Penalty 4940.563059 = -3196665.461773 nChanged 21 SP:Iteration 23Q (24103.040000 sec): 3 clusters Score: Raw -3201611.804436 + Penalty 4940.563059 = -3196671.241377 nChanged 21 SP:Iteration 24Q (24103.330000 sec): 3 clusters Score: Raw -3201621.304872 + Penalty 4940.563059 = -3196680.741813 nChanged 28 SP:Iteration 25Q (24103.580000 sec): 3 clusters Score: Raw -3201634.452516 + Penalty 4940.563059 = -3196693.889457 nChanged 38 SP:Iteration 26Q (24103.920000 sec): 3 clusters Score: Raw -3201659.763560 + Penalty 4940.563059 = -3196719.200501 nChanged 34 SP:Iteration 27Q (24104.220000 sec): 3 clusters Score: Raw -3201677.654220 + Penalty 4940.563059 = -3196737.091161 nChanged 36 SP:Iteration 28Q (24104.520000 sec): 3 clusters Score: Raw -3201699.201799 + Penalty 4940.563059 = -3196758.638740 nChanged 33 SP:Iteration 29Q (24104.810000 sec): 3 clusters Score: Raw -3201720.776365 + Penalty 4940.563059 = -3196780.213306 nChanged 28 SP:Iteration 30Q (24105.090000 sec): 3 clusters Score: Raw -3201734.079874 + Penalty 4940.563059 = -3196793.516815 nChanged 29 SP:Iteration 31Q (24105.410000 sec): 3 clusters Score: Raw -3201743.887428 + Penalty 4940.563059 = -3196803.324369 nChanged 25 SP:Iteration 32Q (24105.670000 sec): 3 clusters Score: Raw -3201749.034931 + Penalty 4940.563059 = -3196808.471872 nChanged 10 SP:Iteration 33Q (24105.970000 sec): 3 clusters Score: Raw -3201750.282780 + Penalty 4940.563059 = -3196809.719721 nChanged 4 SP:Iteration 34Q (24106.290000 sec): 3 clusters Score: Raw -3201750.997586 + Penalty 4940.563059 = -3196810.434527 nChanged 4 SP:Iteration 35Q (24106.590000 sec): 3 clusters Score: Raw -3201751.540987 + Penalty 4940.563059 = -3196810.977928 nChanged 0 SP:Iteration 36F (24106.900000 sec): 3 clusters Score: Raw -3201751.540987 + Penalty 4940.563059 = -3196810.977928 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24107.190000 sec): 2 clusters Score: Raw -5088470.048861 + Penalty 2578.847854 = -5085891.201007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24107.580000 sec): 3 clusters Score: Raw -5068693.665023 + Penalty 5157.695708 = -5063535.969315 nChanged 14935 SP:Iteration 1F (24107.900000 sec): 3 clusters Score: Raw -5077097.755609 + Penalty 5157.695708 = -5071940.059900 nChanged 1819 SP:Iteration 2F (24108.300000 sec): 3 clusters Score: Raw -5078224.328359 + Penalty 5157.695708 = -5073066.632650 nChanged 2006 SP:Iteration 3F (24108.710000 sec): 3 clusters Score: Raw -5079762.699634 + Penalty 5157.695708 = -5074605.003926 nChanged 2240 SP:Iteration 4F (24109.050000 sec): 3 clusters Score: Raw -5081517.678349 + Penalty 5157.695708 = -5076359.982641 nChanged 2351 SP:Iteration 5F (24109.430000 sec): 3 clusters Score: Raw -5083158.101370 + Penalty 5157.695708 = -5078000.405662 nChanged 2271 SP:Iteration 6F (24109.810000 sec): 3 clusters Score: Raw -5084529.705131 + Penalty 5157.695708 = -5079372.009422 nChanged 1983 SP:Iteration 7F (24110.210000 sec): 3 clusters Score: Raw -5085596.837034 + Penalty 5157.695708 = -5080439.141326 nChanged 1506 SP:Iteration 8Q (24110.550000 sec): 3 clusters Score: Raw -5086248.970930 + Penalty 5157.695708 = -5081091.275222 nChanged 1113 SP:Iteration 9Q (24110.920000 sec): 3 clusters Score: Raw -5086625.328038 + Penalty 5157.695708 = -5081467.632330 nChanged 771 SP:Iteration 10Q (24111.350000 sec): 3 clusters Score: Raw -5086818.911618 + Penalty 5157.695708 = -5081661.215910 nChanged 539 SP:Iteration 11Q (24111.710000 sec): 3 clusters Score: Raw -5086932.883775 + Penalty 5157.695708 = -5081775.188067 nChanged 387 SP:Iteration 12Q (24112.110000 sec): 3 clusters Score: Raw -5086996.865483 + Penalty 5157.695708 = -5081839.169774 nChanged 285 SP:Iteration 13Q (24112.490000 sec): 3 clusters Score: Raw -5087047.022432 + Penalty 5157.695708 = -5081889.326723 nChanged 282 SP:Iteration 14Q (24112.910000 sec): 3 clusters Score: Raw -5087090.735845 + Penalty 5157.695708 = -5081933.040137 nChanged 251 SP:Iteration 15Q (24113.290000 sec): 3 clusters Score: Raw -5087127.415874 + Penalty 5157.695708 = -5081969.720166 nChanged 220 SP:Iteration 16Q (24113.680000 sec): 3 clusters Score: Raw -5087158.529719 + Penalty 5157.695708 = -5082000.834011 nChanged 203 SP:Iteration 17Q (24114.020000 sec): 3 clusters Score: Raw -5087186.821894 + Penalty 5157.695708 = -5082029.126185 nChanged 206 SP:Iteration 18Q (24114.430000 sec): 3 clusters Score: Raw -5087218.463560 + Penalty 5157.695708 = -5082060.767852 nChanged 222 SP:Iteration 19Q (24114.850000 sec): 3 clusters Score: Raw -5087250.832076 + Penalty 5157.695708 = -5082093.136368 nChanged 217 SP:Iteration 20F (24115.150000 sec): 3 clusters Score: Raw -5087283.231667 + Penalty 5157.695708 = -5082125.535959 nChanged 233 SP:Iteration 21Q (24115.530000 sec): 3 clusters Score: Raw -5087320.405974 + Penalty 5157.695708 = -5082162.710266 nChanged 269 SP:Iteration 22Q (24115.910000 sec): 3 clusters Score: Raw -5087364.284791 + Penalty 5157.695708 = -5082206.589083 nChanged 276 SP:Iteration 23Q (24116.270000 sec): 3 clusters Score: Raw -5087413.446392 + Penalty 5157.695708 = -5082255.750684 nChanged 293 SP:Iteration 24Q (24116.650000 sec): 3 clusters Score: Raw -5087466.768742 + Penalty 5157.695708 = -5082309.073034 nChanged 305 SP:Iteration 25Q (24117.050000 sec): 3 clusters Score: Raw -5087525.116791 + Penalty 5157.695708 = -5082367.421083 nChanged 326 SP:Iteration 26Q (24117.420000 sec): 3 clusters Score: Raw -5087592.809095 + Penalty 5157.695708 = -5082435.113386 nChanged 331 SP:Iteration 27Q (24117.840000 sec): 3 clusters Score: Raw -5087667.146896 + Penalty 5157.695708 = -5082509.451187 nChanged 345 SP:Iteration 28Q (24118.190000 sec): 3 clusters Score: Raw -5087755.945513 + Penalty 5157.695708 = -5082598.249804 nChanged 393 SP:Iteration 29Q (24118.630000 sec): 3 clusters Score: Raw -5087873.090720 + Penalty 5157.695708 = -5082715.395011 nChanged 414 SP:Iteration 30Q (24118.990000 sec): 3 clusters Score: Raw -5087999.244371 + Penalty 5157.695708 = -5082841.548663 nChanged 447 SP:Iteration 31Q (24119.360000 sec): 3 clusters Score: Raw -5088159.757759 + Penalty 5157.695708 = -5083002.062051 nChanged 494 SP:Iteration 32Q (24119.740000 sec): 3 clusters Score: Raw -5088361.186619 + Penalty 5157.695708 = -5083203.490910 nChanged 518 SP:Iteration 33Q (24120.090000 sec): 3 clusters Score: Raw -5088596.517822 + Penalty 5157.695708 = -5083438.822113 nChanged 490 SP:Iteration 34Q (24120.500000 sec): 3 clusters Score: Raw -5088851.269508 + Penalty 5157.695708 = -5083693.573799 nChanged 498 SP:Iteration 35Q (24120.830000 sec): 3 clusters Score: Raw -5089138.385772 + Penalty 5157.695708 = -5083980.690063 nChanged 440 SP:Iteration 36Q (24121.200000 sec): 3 clusters Score: Raw -5089410.117837 + Penalty 5157.695708 = -5084252.422128 nChanged 380 SP:Iteration 37Q (24121.550000 sec): 3 clusters Score: Raw -5089697.944396 + Penalty 5157.695708 = -5084540.248688 nChanged 330 SP:Iteration 38Q (24121.880000 sec): 3 clusters Score: Raw -5089977.224265 + Penalty 5157.695708 = -5084819.528557 nChanged 250 SP:Iteration 39Q (24122.160000 sec): 3 clusters Score: Raw -5090175.829922 + Penalty 5157.695708 = -5085018.134213 nChanged 184 SP:Iteration 40F (24122.540000 sec): 3 clusters Score: Raw -5090284.194931 + Penalty 5157.695708 = -5085126.499223 nChanged 145 SP:Iteration 41Q (24122.910000 sec): 3 clusters Score: Raw -5090355.164913 + Penalty 5157.695708 = -5085197.469205 nChanged 106 SP:Iteration 42Q (24123.270000 sec): 3 clusters Score: Raw -5090402.725584 + Penalty 5157.695708 = -5085245.029876 nChanged 66 SP:Iteration 43Q (24123.590000 sec): 3 clusters Score: Raw -5090429.775648 + Penalty 5157.695708 = -5085272.079939 nChanged 63 SP:Iteration 44Q (24123.940000 sec): 3 clusters Score: Raw -5090461.083728 + Penalty 5157.695708 = -5085303.388019 nChanged 52 SP:Iteration 45Q (24124.270000 sec): 3 clusters Score: Raw -5090489.448182 + Penalty 5157.695708 = -5085331.752473 nChanged 55 SP:Iteration 46Q (24124.610000 sec): 3 clusters Score: Raw -5090513.956721 + Penalty 5157.695708 = -5085356.261013 nChanged 48 SP:Iteration 47Q (24124.970000 sec): 3 clusters Score: Raw -5090536.087004 + Penalty 5157.695708 = -5085378.391295 nChanged 34 SP:Iteration 48Q (24125.360000 sec): 3 clusters Score: Raw -5090549.720524 + Penalty 5157.695708 = -5085392.024816 nChanged 22 SP:Iteration 49Q (24125.690000 sec): 3 clusters Score: Raw -5090556.518667 + Penalty 5157.695708 = -5085398.822959 nChanged 10 SP:Iteration 50Q (24126.050000 sec): 3 clusters Score: Raw -5090559.037090 + Penalty 5157.695708 = -5085401.341382 nChanged 11 SP:Iteration 51Q (24126.340000 sec): 3 clusters Score: Raw -5090562.481540 + Penalty 5157.695708 = -5085404.785831 nChanged 13 SP:Iteration 52Q (24126.680000 sec): 3 clusters Score: Raw -5090566.409690 + Penalty 5157.695708 = -5085408.713982 nChanged 12 SP:Iteration 53Q (24127.000000 sec): 3 clusters Score: Raw -5090569.503972 + Penalty 5157.695708 = -5085411.808264 nChanged 9 SP:Iteration 54Q (24127.330000 sec): 3 clusters Score: Raw -5090571.879223 + Penalty 5157.695708 = -5085414.183515 nChanged 8 SP:Iteration 55Q (24127.680000 sec): 3 clusters Score: Raw -5090573.497128 + Penalty 5157.695708 = -5085415.801420 nChanged 5 SP:Iteration 56Q (24128.040000 sec): 3 clusters Score: Raw -5090574.767836 + Penalty 5157.695708 = -5085417.072128 nChanged 5 SP:Iteration 57Q (24128.380000 sec): 3 clusters Score: Raw -5090576.662566 + Penalty 5157.695708 = -5085418.966858 nChanged 6 SP:Iteration 58Q (24128.730000 sec): 3 clusters Score: Raw -5090579.639612 + Penalty 5157.695708 = -5085421.943903 nChanged 10 SP:Iteration 59Q (24129.080000 sec): 3 clusters Score: Raw -5090582.653674 + Penalty 5157.695708 = -5085424.957966 nChanged 9 SP:Iteration 60F (24129.390000 sec): 3 clusters Score: Raw -5090584.406736 + Penalty 5157.695708 = -5085426.711028 nChanged 8 SP:Iteration 61Q (24129.730000 sec): 3 clusters Score: Raw -5090585.612319 + Penalty 5157.695708 = -5085427.916610 nChanged 7 SP:Iteration 62Q (24130.040000 sec): 3 clusters Score: Raw -5090587.561416 + Penalty 5157.695708 = -5085429.865708 nChanged 2 SP:Iteration 63Q (24130.370000 sec): 3 clusters Score: Raw -5090587.956340 + Penalty 5157.695708 = -5085430.260631 nChanged 2 SP:Iteration 64Q (24130.710000 sec): 3 clusters Score: Raw -5090588.210796 + Penalty 5157.695708 = -5085430.515088 nChanged 1 SP:Iteration 65Q (24131.060000 sec): 3 clusters Score: Raw -5090588.405992 + Penalty 5157.695708 = -5085430.710283 nChanged 3 SP:Iteration 66Q (24131.380000 sec): 3 clusters Score: Raw -5090588.941079 + Penalty 5157.695708 = -5085431.245370 nChanged 0 SP:Iteration 67F (24131.710000 sec): 3 clusters Score: Raw -5090588.941079 + Penalty 5157.695708 = -5085431.245370 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24131.850000 sec): 2 clusters Score: Raw -36856.336993 + Penalty 1395.650036 = -35460.686957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24132.010000 sec): 3 clusters Score: Raw -37080.092417 + Penalty 2791.300072 = -34288.792345 nChanged 41 SP:Iteration 1F (24132.210000 sec): 3 clusters Score: Raw -37236.167318 + Penalty 2791.300072 = -34444.867245 nChanged 18 SP:Iteration 2F (24132.420000 sec): 3 clusters Score: Raw -37319.439962 + Penalty 2791.300072 = -34528.139889 nChanged 8 SP:Iteration 3Q (24132.610000 sec): 3 clusters Score: Raw -37402.874733 + Penalty 2791.300072 = -34611.574660 nChanged 5 SP:Iteration 4Q (24132.780000 sec): 3 clusters Score: Raw -37422.404726 + Penalty 2791.300072 = -34631.104653 nChanged 5 SP:Iteration 5Q (24132.990000 sec): 3 clusters Score: Raw -37475.905519 + Penalty 2791.300072 = -34684.605447 nChanged 2 SP:Iteration 6Q (24133.170000 sec): 3 clusters Score: Raw -37490.327047 + Penalty 2791.300072 = -34699.026974 nChanged 0 SP:Iteration 7F (24133.390000 sec): 3 clusters Score: Raw -37490.327047 + Penalty 2791.300072 = -34699.026974 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (1719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24133.450000 sec): 2 clusters Score: Raw -246408.144332 + Penalty 1847.475505 = -244560.668827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24133.660000 sec): 3 clusters Score: Raw -246093.594481 + Penalty 3694.951011 = -242398.643470 nChanged 556 SP:Iteration 1F (24133.830000 sec): 3 clusters Score: Raw -246989.720238 + Penalty 3694.951011 = -243294.769227 nChanged 246 SP:Iteration 2F (24133.970000 sec): 3 clusters Score: Raw -247575.829588 + Penalty 3694.951011 = -243880.878578 nChanged 182 SP:Iteration 3F (24134.210000 sec): 3 clusters Score: Raw -248014.668657 + Penalty 3694.951011 = -244319.717646 nChanged 118 SP:Iteration 4F (24134.430000 sec): 3 clusters Score: Raw -248469.694662 + Penalty 3694.951011 = -244774.743651 nChanged 75 SP:Iteration 5Q (24134.610000 sec): 3 clusters Score: Raw -248722.138604 + Penalty 3694.951011 = -245027.187593 nChanged 54 SP:Iteration 6Q (24134.790000 sec): 3 clusters Score: Raw -248831.093990 + Penalty 3694.951011 = -245136.142979 nChanged 19 SP:Iteration 7Q (24135.030000 sec): 3 clusters Score: Raw -248862.224639 + Penalty 3694.951011 = -245167.273629 nChanged 7 SP:Iteration 8Q (24135.190000 sec): 3 clusters Score: Raw -248878.143172 + Penalty 3694.951011 = -245183.192161 nChanged 6 SP:Iteration 9Q (24135.380000 sec): 3 clusters Score: Raw -248888.814748 + Penalty 3694.951011 = -245193.863738 nChanged 1 SP:Iteration 10Q (24135.580000 sec): 3 clusters Score: Raw -248890.057864 + Penalty 3694.951011 = -245195.106854 nChanged 1 SP:Iteration 11Q (24135.830000 sec): 3 clusters Score: Raw -248891.854937 + Penalty 3694.951011 = -245196.903926 nChanged 0 SP:Iteration 12F (24136.030000 sec): 3 clusters Score: Raw -248891.854937 + Penalty 3694.951011 = -245196.903926 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (8549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24136.160000 sec): 2 clusters Score: Raw -1312932.910106 + Penalty 2245.285260 = -1310687.624846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24136.410000 sec): 3 clusters Score: Raw -1308366.349584 + Penalty 4490.570520 = -1303875.779065 nChanged 3554 SP:Iteration 1F (24136.650000 sec): 3 clusters Score: Raw -1310338.106182 + Penalty 4490.570520 = -1305847.535662 nChanged 620 SP:Iteration 2F (24136.910000 sec): 3 clusters Score: Raw -1310719.329760 + Penalty 4490.570520 = -1306228.759240 nChanged 521 SP:Iteration 3F (24137.080000 sec): 3 clusters Score: Raw -1311049.081144 + Penalty 4490.570520 = -1306558.510625 nChanged 464 SP:Iteration 4F (24137.300000 sec): 3 clusters Score: Raw -1311341.281917 + Penalty 4490.570520 = -1306850.711397 nChanged 438 SP:Iteration 5F (24137.540000 sec): 3 clusters Score: Raw -1311607.673578 + Penalty 4490.570520 = -1307117.103059 nChanged 414 SP:Iteration 6Q (24137.770000 sec): 3 clusters Score: Raw -1311877.681039 + Penalty 4490.570520 = -1307387.110520 nChanged 406 SP:Iteration 7Q (24138.040000 sec): 3 clusters Score: Raw -1312164.236728 + Penalty 4490.570520 = -1307673.666209 nChanged 418 SP:Iteration 8Q (24138.290000 sec): 3 clusters Score: Raw -1312491.602140 + Penalty 4490.570520 = -1308001.031620 nChanged 402 SP:Iteration 9Q (24138.520000 sec): 3 clusters Score: Raw -1312809.403504 + Penalty 4490.570520 = -1308318.832985 nChanged 337 SP:Iteration 10Q (24138.790000 sec): 3 clusters Score: Raw -1313095.383774 + Penalty 4490.570520 = -1308604.813255 nChanged 289 SP:Iteration 11Q (24139.020000 sec): 3 clusters Score: Raw -1313359.231989 + Penalty 4490.570520 = -1308868.661469 nChanged 222 SP:Iteration 12Q (24139.240000 sec): 3 clusters Score: Raw -1313547.554616 + Penalty 4490.570520 = -1309056.984097 nChanged 164 SP:Iteration 13Q (24139.510000 sec): 3 clusters Score: Raw -1313674.949482 + Penalty 4490.570520 = -1309184.378962 nChanged 121 SP:Iteration 14Q (24139.720000 sec): 3 clusters Score: Raw -1313766.054986 + Penalty 4490.570520 = -1309275.484467 nChanged 76 SP:Iteration 15Q (24139.940000 sec): 3 clusters Score: Raw -1313811.835399 + Penalty 4490.570520 = -1309321.264879 nChanged 53 SP:Iteration 16Q (24140.160000 sec): 3 clusters Score: Raw -1313851.688789 + Penalty 4490.570520 = -1309361.118269 nChanged 33 SP:Iteration 17Q (24140.370000 sec): 3 clusters Score: Raw -1313871.465304 + Penalty 4490.570520 = -1309380.894785 nChanged 25 SP:Iteration 18Q (24140.610000 sec): 3 clusters Score: Raw -1313891.824435 + Penalty 4490.570520 = -1309401.253915 nChanged 27 SP:Iteration 19Q (24140.840000 sec): 3 clusters Score: Raw -1313910.019944 + Penalty 4490.570520 = -1309419.449425 nChanged 22 SP:Iteration 20F (24141.030000 sec): 3 clusters Score: Raw -1313922.300058 + Penalty 4490.570520 = -1309431.729539 nChanged 22 SP:Iteration 21Q (24141.230000 sec): 3 clusters Score: Raw -1313934.813237 + Penalty 4490.570520 = -1309444.242717 nChanged 13 SP:Iteration 22Q (24141.480000 sec): 3 clusters Score: Raw -1313940.215991 + Penalty 4490.570520 = -1309449.645471 nChanged 11 SP:Iteration 23Q (24141.690000 sec): 3 clusters Score: Raw -1313944.789846 + Penalty 4490.570520 = -1309454.219327 nChanged 7 SP:Iteration 24Q (24141.940000 sec): 3 clusters Score: Raw -1313949.049526 + Penalty 4490.570520 = -1309458.479007 nChanged 8 SP:Iteration 25Q (24142.160000 sec): 3 clusters Score: Raw -1313953.515624 + Penalty 4490.570520 = -1309462.945105 nChanged 9 SP:Iteration 26Q (24142.400000 sec): 3 clusters Score: Raw -1313959.756086 + Penalty 4490.570520 = -1309469.185566 nChanged 7 SP:Iteration 27Q (24142.620000 sec): 3 clusters Score: Raw -1313962.855645 + Penalty 4490.570520 = -1309472.285125 nChanged 6 SP:Iteration 28Q (24142.820000 sec): 3 clusters Score: Raw -1313965.242154 + Penalty 4490.570520 = -1309474.671635 nChanged 3 SP:Iteration 29Q (24143.040000 sec): 3 clusters Score: Raw -1313966.743845 + Penalty 4490.570520 = -1309476.173325 nChanged 4 SP:Iteration 30Q (24143.310000 sec): 3 clusters Score: Raw -1313969.632697 + Penalty 4490.570520 = -1309479.062178 nChanged 5 SP:Iteration 31Q (24143.550000 sec): 3 clusters Score: Raw -1313972.726956 + Penalty 4490.570520 = -1309482.156437 nChanged 3 SP:Iteration 32Q (24143.800000 sec): 3 clusters Score: Raw -1313974.411931 + Penalty 4490.570520 = -1309483.841411 nChanged 0 SP:Iteration 33F (24143.960000 sec): 3 clusters Score: Raw -1313974.411931 + Penalty 4490.570520 = -1309483.841411 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (51105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24144.290000 sec): 2 clusters Score: Raw -8081635.612976 + Penalty 2688.726129 = -8078946.886846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24144.760000 sec): 3 clusters Score: Raw -8049926.739534 + Penalty 5377.452259 = -8044549.287275 nChanged 23715 SP:Iteration 1F (24145.200000 sec): 3 clusters Score: Raw -8063101.983802 + Penalty 5377.452259 = -8057724.531543 nChanged 2347 SP:Iteration 2Q (24145.640000 sec): 3 clusters Score: Raw -8064043.897943 + Penalty 5377.452259 = -8058666.445684 nChanged 2418 SP:Iteration 3Q (24146.100000 sec): 3 clusters Score: Raw -8065199.324902 + Penalty 5377.452259 = -8059821.872643 nChanged 2697 SP:Iteration 4F (24146.540000 sec): 3 clusters Score: Raw -8066657.688501 + Penalty 5377.452259 = -8061280.236242 nChanged 3094 SP:Iteration 5F (24146.990000 sec): 3 clusters Score: Raw -8068431.663951 + Penalty 5377.452259 = -8063054.211692 nChanged 3301 SP:Iteration 6F (24147.470000 sec): 3 clusters Score: Raw -8070404.860011 + Penalty 5377.452259 = -8065027.407752 nChanged 3376 SP:Iteration 7F (24147.960000 sec): 3 clusters Score: Raw -8072588.634468 + Penalty 5377.452259 = -8067211.182209 nChanged 3253 SP:Iteration 8F (24148.400000 sec): 3 clusters Score: Raw -8075108.040353 + Penalty 5377.452259 = -8069730.588094 nChanged 3105 SP:Iteration 9F (24148.830000 sec): 3 clusters Score: Raw -8077929.545670 + Penalty 5377.452259 = -8072552.093411 nChanged 2697 SP:Iteration 10F (24149.280000 sec): 3 clusters Score: Raw -8080237.477759 + Penalty 5377.452259 = -8074860.025500 nChanged 2087 SP:Iteration 11Q (24149.770000 sec): 3 clusters Score: Raw -8081638.036476 + Penalty 5377.452259 = -8076260.584217 nChanged 1435 SP:Iteration 12Q (24150.220000 sec): 3 clusters Score: Raw -8082427.741006 + Penalty 5377.452259 = -8077050.288748 nChanged 1046 SP:Iteration 13Q (24150.730000 sec): 3 clusters Score: Raw -8082959.270716 + Penalty 5377.452259 = -8077581.818457 nChanged 873 SP:Iteration 14Q (24151.240000 sec): 3 clusters Score: Raw -8083395.866682 + Penalty 5377.452259 = -8078018.414423 nChanged 767 SP:Iteration 15Q (24151.750000 sec): 3 clusters Score: Raw -8083760.706421 + Penalty 5377.452259 = -8078383.254162 nChanged 698 SP:Iteration 16Q (24152.250000 sec): 3 clusters Score: Raw -8084064.982390 + Penalty 5377.452259 = -8078687.530131 nChanged 626 SP:Iteration 17Q (24152.740000 sec): 3 clusters Score: Raw -8084302.391265 + Penalty 5377.452259 = -8078924.939006 nChanged 517 SP:Iteration 18Q (24153.240000 sec): 3 clusters Score: Raw -8084473.144480 + Penalty 5377.452259 = -8079095.692221 nChanged 437 SP:Iteration 19Q (24153.720000 sec): 3 clusters Score: Raw -8084601.849553 + Penalty 5377.452259 = -8079224.397294 nChanged 386 SP:Iteration 20F (24154.170000 sec): 3 clusters Score: Raw -8084701.744299 + Penalty 5377.452259 = -8079324.292040 nChanged 332 SP:Iteration 21Q (24154.610000 sec): 3 clusters Score: Raw -8084773.670041 + Penalty 5377.452259 = -8079396.217782 nChanged 266 SP:Iteration 22Q (24155.020000 sec): 3 clusters Score: Raw -8084825.039825 + Penalty 5377.452259 = -8079447.587566 nChanged 244 SP:Iteration 23Q (24155.450000 sec): 3 clusters Score: Raw -8084874.003010 + Penalty 5377.452259 = -8079496.550751 nChanged 206 SP:Iteration 24Q (24155.930000 sec): 3 clusters Score: Raw -8084909.893384 + Penalty 5377.452259 = -8079532.441125 nChanged 183 SP:Iteration 25Q (24156.360000 sec): 3 clusters Score: Raw -8084936.369958 + Penalty 5377.452259 = -8079558.917699 nChanged 140 SP:Iteration 26Q (24156.830000 sec): 3 clusters Score: Raw -8084954.834895 + Penalty 5377.452259 = -8079577.382636 nChanged 108 SP:Iteration 27Q (24157.280000 sec): 3 clusters Score: Raw -8084966.829653 + Penalty 5377.452259 = -8079589.377395 nChanged 102 SP:Iteration 28Q (24157.750000 sec): 3 clusters Score: Raw -8084978.001250 + Penalty 5377.452259 = -8079600.548991 nChanged 94 SP:Iteration 29Q (24158.230000 sec): 3 clusters Score: Raw -8084988.165878 + Penalty 5377.452259 = -8079610.713619 nChanged 84 SP:Iteration 30Q (24158.710000 sec): 3 clusters Score: Raw -8084997.467913 + Penalty 5377.452259 = -8079620.015654 nChanged 79 SP:Iteration 31Q (24159.120000 sec): 3 clusters Score: Raw -8085006.089706 + Penalty 5377.452259 = -8079628.637447 nChanged 70 SP:Iteration 32Q (24159.640000 sec): 3 clusters Score: Raw -8085013.980366 + Penalty 5377.452259 = -8079636.528107 nChanged 64 SP:Iteration 33Q (24160.110000 sec): 3 clusters Score: Raw -8085019.452467 + Penalty 5377.452259 = -8079642.000208 nChanged 46 SP:Iteration 34Q (24160.630000 sec): 3 clusters Score: Raw -8085022.996103 + Penalty 5377.452259 = -8079645.543844 nChanged 53 SP:Iteration 35Q (24161.120000 sec): 3 clusters Score: Raw -8085028.631225 + Penalty 5377.452259 = -8079651.178967 nChanged 62 SP:Iteration 36Q (24161.570000 sec): 3 clusters Score: Raw -8085034.452700 + Penalty 5377.452259 = -8079657.000441 nChanged 39 SP:Iteration 37Q (24162.030000 sec): 3 clusters Score: Raw -8085037.640699 + Penalty 5377.452259 = -8079660.188440 nChanged 41 SP:Iteration 38Q (24162.460000 sec): 3 clusters Score: Raw -8085040.643440 + Penalty 5377.452259 = -8079663.191181 nChanged 27 SP:Iteration 39Q (24162.950000 sec): 3 clusters Score: Raw -8085042.715031 + Penalty 5377.452259 = -8079665.262773 nChanged 26 SP:Iteration 40F (24163.430000 sec): 3 clusters Score: Raw -8085044.575252 + Penalty 5377.452259 = -8079667.122993 nChanged 21 SP:Iteration 41Q (24163.860000 sec): 3 clusters Score: Raw -8085045.734008 + Penalty 5377.452259 = -8079668.281750 nChanged 12 SP:Iteration 42Q (24164.240000 sec): 3 clusters Score: Raw -8085046.355297 + Penalty 5377.452259 = -8079668.903038 nChanged 10 SP:Iteration 43Q (24164.660000 sec): 3 clusters Score: Raw -8085046.857018 + Penalty 5377.452259 = -8079669.404759 nChanged 10 SP:Iteration 44Q (24165.060000 sec): 3 clusters Score: Raw -8085047.458580 + Penalty 5377.452259 = -8079670.006321 nChanged 11 SP:Iteration 45Q (24165.510000 sec): 3 clusters Score: Raw -8085048.055909 + Penalty 5377.452259 = -8079670.603650 nChanged 7 SP:Iteration 46Q (24165.890000 sec): 3 clusters Score: Raw -8085048.392121 + Penalty 5377.452259 = -8079670.939862 nChanged 11 SP:Iteration 47Q (24166.320000 sec): 3 clusters Score: Raw -8085049.118919 + Penalty 5377.452259 = -8079671.666660 nChanged 7 SP:Iteration 48Q (24166.740000 sec): 3 clusters Score: Raw -8085049.539097 + Penalty 5377.452259 = -8079672.086838 nChanged 7 SP:Iteration 49Q (24167.140000 sec): 3 clusters Score: Raw -8085049.907259 + Penalty 5377.452259 = -8079672.455000 nChanged 10 SP:Iteration 50Q (24167.520000 sec): 3 clusters Score: Raw -8085050.476322 + Penalty 5377.452259 = -8079673.024063 nChanged 12 SP:Iteration 51Q (24167.920000 sec): 3 clusters Score: Raw -8085050.940451 + Penalty 5377.452259 = -8079673.488192 nChanged 11 SP:Iteration 52Q (24168.280000 sec): 3 clusters Score: Raw -8085051.517293 + Penalty 5377.452259 = -8079674.065034 nChanged 6 SP:Iteration 53Q (24168.700000 sec): 3 clusters Score: Raw -8085052.003761 + Penalty 5377.452259 = -8079674.551502 nChanged 6 SP:Iteration 54Q (24169.120000 sec): 3 clusters Score: Raw -8085052.235701 + Penalty 5377.452259 = -8079674.783442 nChanged 5 SP:Iteration 55Q (24169.530000 sec): 3 clusters Score: Raw -8085052.442090 + Penalty 5377.452259 = -8079674.989831 nChanged 3 SP:Iteration 56Q (24169.960000 sec): 3 clusters Score: Raw -8085052.608222 + Penalty 5377.452259 = -8079675.155963 nChanged 4 SP:Iteration 57Q (24170.410000 sec): 3 clusters Score: Raw -8085052.801109 + Penalty 5377.452259 = -8079675.348850 nChanged 7 SP:Iteration 58Q (24170.860000 sec): 3 clusters Score: Raw -8085053.061810 + Penalty 5377.452259 = -8079675.609551 nChanged 6 SP:Iteration 59Q (24171.260000 sec): 3 clusters Score: Raw -8085053.329441 + Penalty 5377.452259 = -8079675.877182 nChanged 7 SP:Iteration 60F (24171.770000 sec): 3 clusters Score: Raw -8085053.762554 + Penalty 5377.452259 = -8079676.310295 nChanged 7 SP:Iteration 61Q (24172.190000 sec): 3 clusters Score: Raw -8085054.060001 + Penalty 5377.452259 = -8079676.607743 nChanged 5 SP:Iteration 62Q (24172.620000 sec): 3 clusters Score: Raw -8085054.288042 + Penalty 5377.452259 = -8079676.835783 nChanged 3 SP:Iteration 63Q (24173.070000 sec): 3 clusters Score: Raw -8085054.443254 + Penalty 5377.452259 = -8079676.990996 nChanged 5 SP:Iteration 64Q (24173.480000 sec): 3 clusters Score: Raw -8085054.623344 + Penalty 5377.452259 = -8079677.171085 nChanged 2 SP:Iteration 65Q (24173.970000 sec): 3 clusters Score: Raw -8085054.696938 + Penalty 5377.452259 = -8079677.244679 nChanged 4 SP:Iteration 66Q (24174.380000 sec): 3 clusters Score: Raw -8085054.867640 + Penalty 5377.452259 = -8079677.415381 nChanged 5 SP:Iteration 67Q (24174.870000 sec): 3 clusters Score: Raw -8085055.061581 + Penalty 5377.452259 = -8079677.609322 nChanged 5 SP:Iteration 68Q (24175.300000 sec): 3 clusters Score: Raw -8085055.343858 + Penalty 5377.452259 = -8079677.891599 nChanged 4 SP:Iteration 69Q (24175.780000 sec): 3 clusters Score: Raw -8085055.501515 + Penalty 5377.452259 = -8079678.049256 nChanged 1 SP:Iteration 70Q (24176.250000 sec): 3 clusters Score: Raw -8085055.548877 + Penalty 5377.452259 = -8079678.096618 nChanged 2 SP:Iteration 71Q (24176.720000 sec): 3 clusters Score: Raw -8085055.647138 + Penalty 5377.452259 = -8079678.194879 nChanged 2 SP:Iteration 72Q (24177.200000 sec): 3 clusters Score: Raw -8085055.752980 + Penalty 5377.452259 = -8079678.300721 nChanged 2 SP:Iteration 73Q (24177.640000 sec): 3 clusters Score: Raw -8085055.837164 + Penalty 5377.452259 = -8079678.384906 nChanged 1 SP:Iteration 74Q (24178.120000 sec): 3 clusters Score: Raw -8085055.860928 + Penalty 5377.452259 = -8079678.408669 nChanged 1 SP:Iteration 75Q (24178.620000 sec): 3 clusters Score: Raw -8085055.931072 + Penalty 5377.452259 = -8079678.478813 nChanged 1 SP:Iteration 76Q (24179.060000 sec): 3 clusters Score: Raw -8085055.993945 + Penalty 5377.452259 = -8079678.541686 nChanged 1 SP:Iteration 77Q (24179.540000 sec): 3 clusters Score: Raw -8085056.036164 + Penalty 5377.452259 = -8079678.583905 nChanged 1 SP:Iteration 78Q (24179.990000 sec): 3 clusters Score: Raw -8085056.065728 + Penalty 5377.452259 = -8079678.613469 nChanged 2 SP:Iteration 79Q (24180.440000 sec): 3 clusters Score: Raw -8085056.168713 + Penalty 5377.452259 = -8079678.716455 nChanged 2 SP:Iteration 80F (24180.900000 sec): 3 clusters Score: Raw -8085056.231315 + Penalty 5377.452259 = -8079678.779056 nChanged 2 SP:Iteration 81Q (24181.320000 sec): 3 clusters Score: Raw -8085056.377624 + Penalty 5377.452259 = -8079678.925366 nChanged 0 SP:Iteration 82F (24181.820000 sec): 3 clusters Score: Raw -8085056.377624 + Penalty 5377.452259 = -8079678.925366 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24181.980000 sec): 2 clusters Score: Raw -188009.267585 + Penalty 1775.311471 = -186233.956114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24182.140000 sec): 3 clusters Score: Raw -187651.332386 + Penalty 3550.622943 = -184100.709443 nChanged 373 SP:Iteration 1F (24182.320000 sec): 3 clusters Score: Raw -188180.305017 + Penalty 3550.622943 = -184629.682074 nChanged 127 SP:Iteration 2F (24182.530000 sec): 3 clusters Score: Raw -188444.168535 + Penalty 3550.622943 = -184893.545593 nChanged 89 SP:Iteration 3F (24182.710000 sec): 3 clusters Score: Raw -188611.219849 + Penalty 3550.622943 = -185060.596907 nChanged 70 SP:Iteration 4F (24182.920000 sec): 3 clusters Score: Raw -188789.136613 + Penalty 3550.622943 = -185238.513670 nChanged 88 SP:Iteration 5F (24183.080000 sec): 3 clusters Score: Raw -189064.823610 + Penalty 3550.622943 = -185514.200667 nChanged 75 SP:Iteration 6F (24183.290000 sec): 3 clusters Score: Raw -189236.873054 + Penalty 3550.622943 = -185686.250111 nChanged 59 SP:Iteration 7Q (24183.480000 sec): 3 clusters Score: Raw -189359.935091 + Penalty 3550.622943 = -185809.312148 nChanged 39 SP:Iteration 8Q (24183.660000 sec): 3 clusters Score: Raw -189454.971703 + Penalty 3550.622943 = -185904.348760 nChanged 32 SP:Iteration 9Q (24183.830000 sec): 3 clusters Score: Raw -189533.134081 + Penalty 3550.622943 = -185982.511139 nChanged 29 SP:Iteration 10Q (24184.010000 sec): 3 clusters Score: Raw -189595.329760 + Penalty 3550.622943 = -186044.706817 nChanged 15 SP:Iteration 11Q (24184.180000 sec): 3 clusters Score: Raw -189640.664526 + Penalty 3550.622943 = -186090.041583 nChanged 12 SP:Iteration 12Q (24184.360000 sec): 3 clusters Score: Raw -189662.225468 + Penalty 3550.622943 = -186111.602526 nChanged 4 SP:Iteration 13Q (24184.520000 sec): 3 clusters Score: Raw -189674.783946 + Penalty 3550.622943 = -186124.161004 nChanged 3 SP:Iteration 14Q (24184.720000 sec): 3 clusters Score: Raw -189683.674668 + Penalty 3550.622943 = -186133.051726 nChanged 3 SP:Iteration 15Q (24184.900000 sec): 3 clusters Score: Raw -189686.199928 + Penalty 3550.622943 = -186135.576986 nChanged 3 SP:Iteration 16Q (24185.080000 sec): 3 clusters Score: Raw -189692.982220 + Penalty 3550.622943 = -186142.359277 nChanged 2 SP:Iteration 17Q (24185.280000 sec): 3 clusters Score: Raw -189695.985231 + Penalty 3550.622943 = -186145.362288 nChanged 3 SP:Iteration 18Q (24185.480000 sec): 3 clusters Score: Raw -189700.650070 + Penalty 3550.622943 = -186150.027127 nChanged 4 SP:Iteration 19Q (24185.680000 sec): 3 clusters Score: Raw -189706.675549 + Penalty 3550.622943 = -186156.052606 nChanged 2 SP:Iteration 20F (24185.840000 sec): 3 clusters Score: Raw -189710.863995 + Penalty 3550.622943 = -186160.241052 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24185.930000 sec): 2 clusters Score: Raw -114937.119969 + Penalty 1659.636768 = -113277.483201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24186.090000 sec): 3 clusters Score: Raw -114798.779570 + Penalty 3319.273536 = -111479.506034 nChanged 183 SP:Iteration 1F (24186.280000 sec): 3 clusters Score: Raw -115104.649745 + Penalty 3319.273536 = -111785.376209 nChanged 65 SP:Iteration 2F (24186.480000 sec): 3 clusters Score: Raw -115234.503304 + Penalty 3319.273536 = -111915.229768 nChanged 43 SP:Iteration 3F (24186.640000 sec): 3 clusters Score: Raw -115358.039629 + Penalty 3319.273536 = -112038.766093 nChanged 44 SP:Iteration 4F (24186.810000 sec): 3 clusters Score: Raw -115472.468847 + Penalty 3319.273536 = -112153.195311 nChanged 23 SP:Iteration 5Q (24186.980000 sec): 3 clusters Score: Raw -115528.427164 + Penalty 3319.273536 = -112209.153628 nChanged 16 SP:Iteration 6Q (24187.130000 sec): 3 clusters Score: Raw -115563.477262 + Penalty 3319.273536 = -112244.203726 nChanged 16 SP:Iteration 7Q (24187.300000 sec): 3 clusters Score: Raw -115605.011109 + Penalty 3319.273536 = -112285.737572 nChanged 20 SP:Iteration 8Q (24187.500000 sec): 3 clusters Score: Raw -115704.795374 + Penalty 3319.273536 = -112385.521838 nChanged 26 SP:Iteration 9Q (24187.680000 sec): 3 clusters Score: Raw -116020.616599 + Penalty 3319.273536 = -112701.343063 nChanged 43 SP:Iteration 10F (24187.810000 sec): 3 clusters Score: Raw -116432.321350 + Penalty 3319.273536 = -113113.047814 nChanged 43 SP:Iteration 11F (24188.010000 sec): 3 clusters Score: Raw -116589.270772 + Penalty 3319.273536 = -113269.997236 nChanged 26 SP:Iteration 12Q (24188.160000 sec): 3 clusters Score: Raw -116674.853096 + Penalty 3319.273536 = -113355.579560 nChanged 18 SP:Iteration 13Q (24188.280000 sec): 3 clusters Score: Raw -116740.358917 + Penalty 3319.273536 = -113421.085380 nChanged 15 SP:Iteration 14Q (24188.430000 sec): 3 clusters Score: Raw -116809.478538 + Penalty 3319.273536 = -113490.205001 nChanged 11 SP:Iteration 15Q (24188.520000 sec): 3 clusters Score: Raw -116848.308450 + Penalty 3319.273536 = -113529.034914 nChanged 10 SP:Iteration 16Q (24188.670000 sec): 3 clusters Score: Raw -116881.027629 + Penalty 3319.273536 = -113561.754093 nChanged 13 SP:Iteration 17Q (24188.820000 sec): 3 clusters Score: Raw -116938.753945 + Penalty 3319.273536 = -113619.480409 nChanged 7 SP:Iteration 18Q (24189.000000 sec): 3 clusters Score: Raw -116963.356209 + Penalty 3319.273536 = -113644.082672 nChanged 2 SP:Iteration 19Q (24189.200000 sec): 3 clusters Score: Raw -116966.924301 + Penalty 3319.273536 = -113647.650765 nChanged 2 SP:Iteration 20F (24189.400000 sec): 3 clusters Score: Raw -116976.256055 + Penalty 3319.273536 = -113656.982519 nChanged 5 SP:Iteration 21Q (24189.580000 sec): 3 clusters Score: Raw -116994.691677 + Penalty 3319.273536 = -113675.418140 nChanged 4 SP:Iteration 22Q (24189.760000 sec): 3 clusters Score: Raw -117011.168067 + Penalty 3319.273536 = -113691.894531 nChanged 3 SP:Iteration 23Q (24189.980000 sec): 3 clusters Score: Raw -117023.147417 + Penalty 3319.273536 = -113703.873881 nChanged 2 SP:Iteration 24Q (24190.150000 sec): 3 clusters Score: Raw -117027.658188 + Penalty 3319.273536 = -113708.384651 nChanged 3 SP:Iteration 25Q (24190.340000 sec): 3 clusters Score: Raw -117045.532758 + Penalty 3319.273536 = -113726.259222 nChanged 5 SP:Iteration 26Q (24190.560000 sec): 3 clusters Score: Raw -117086.949336 + Penalty 3319.273536 = -113767.675799 nChanged 9 SP:Iteration 27Q (24190.760000 sec): 3 clusters Score: Raw -117145.251997 + Penalty 3319.273536 = -113825.978461 nChanged 1 SP:Iteration 28Q (24190.960000 sec): 3 clusters Score: Raw -117158.149633 + Penalty 3319.273536 = -113838.876096 nChanged 3 SP:Iteration 29Q (24191.100000 sec): 3 clusters Score: Raw -117180.951157 + Penalty 3319.273536 = -113861.677621 nChanged 1 SP:Iteration 30Q (24191.290000 sec): 3 clusters Score: Raw -117197.392578 + Penalty 3319.273536 = -113878.119042 nChanged 1 SP:Iteration 31Q (24191.490000 sec): 3 clusters Score: Raw -117204.203647 + Penalty 3319.273536 = -113884.930111 nChanged 2 SP:Iteration 32Q (24191.660000 sec): 3 clusters Score: Raw -117227.153710 + Penalty 3319.273536 = -113907.880173 nChanged 1 SP:Iteration 33Q (24191.860000 sec): 3 clusters Score: Raw -117228.354673 + Penalty 3319.273536 = -113909.081137 nChanged 0 SP:Iteration 34F (24192.080000 sec): 3 clusters Score: Raw -117228.354673 + Penalty 3319.273536 = -113909.081137 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24192.180000 sec): 2 clusters Score: Raw -74162.288145 + Penalty 1556.140981 = -72606.147164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24192.390000 sec): 3 clusters Score: Raw -74213.800307 + Penalty 3112.281963 = -71101.518344 nChanged 115 SP:Iteration 1F (24192.570000 sec): 3 clusters Score: Raw -74484.823899 + Penalty 3112.281963 = -71372.541936 nChanged 44 SP:Iteration 2F (24192.740000 sec): 3 clusters Score: Raw -74615.521947 + Penalty 3112.281963 = -71503.239984 nChanged 29 SP:Iteration 3F (24192.930000 sec): 3 clusters Score: Raw -74746.781458 + Penalty 3112.281963 = -71634.499496 nChanged 37 SP:Iteration 4F (24193.120000 sec): 3 clusters Score: Raw -75072.452511 + Penalty 3112.281963 = -71960.170548 nChanged 63 SP:Iteration 5F (24193.250000 sec): 3 clusters Score: Raw -75898.892258 + Penalty 3112.281963 = -72786.610296 nChanged 64 SP:Iteration 6F (24193.480000 sec): 3 clusters Score: Raw -77476.922802 + Penalty 3112.281963 = -74364.640839 nChanged 42 SP:Iteration 7F (24193.640000 sec): 3 clusters Score: Raw -79882.492150 + Penalty 3112.281963 = -76770.210188 nChanged 9 SP:Iteration 8Q (24193.870000 sec): 3 clusters Score: Raw -80025.704236 + Penalty 3112.281963 = -76913.422274 nChanged 5 SP:Iteration 9Q (24194.090000 sec): 3 clusters Score: Raw -80093.254446 + Penalty 3112.281963 = -76980.972484 nChanged 1 SP:Iteration 10Q (24194.300000 sec): 3 clusters Score: Raw -80103.791611 + Penalty 3112.281963 = -76991.509648 nChanged 0 SP:Iteration 11F (24194.510000 sec): 3 clusters Score: Raw -80108.306378 + Penalty 3112.281963 = -76996.024416 nChanged 1 SP:Iteration 12Q (24194.650000 sec): 3 clusters Score: Raw -80124.842078 + Penalty 3112.281963 = -77012.560116 nChanged 2 SP:Iteration 13Q (24194.890000 sec): 3 clusters Score: Raw -80184.380479 + Penalty 3112.281963 = -77072.098517 nChanged 1 SP:Iteration 14Q (24195.060000 sec): 3 clusters Score: Raw -80200.044186 + Penalty 3112.281963 = -77087.762224 nChanged 0 SP:Iteration 15F (24195.240000 sec): 3 clusters Score: Raw -80200.044186 + Penalty 3112.281963 = -77087.762224 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (8999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24195.360000 sec): 2 clusters Score: Raw -1440754.481836 + Penalty 2258.007447 = -1438496.474389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24195.650000 sec): 3 clusters Score: Raw -1436055.766801 + Penalty 4516.014895 = -1431539.751907 nChanged 3665 SP:Iteration 1F (24195.870000 sec): 3 clusters Score: Raw -1438043.760170 + Penalty 4516.014895 = -1433527.745275 nChanged 619 SP:Iteration 2F (24196.090000 sec): 3 clusters Score: Raw -1438341.082698 + Penalty 4516.014895 = -1433825.067803 nChanged 466 SP:Iteration 3F (24196.300000 sec): 3 clusters Score: Raw -1438570.501204 + Penalty 4516.014895 = -1434054.486310 nChanged 419 SP:Iteration 4Q (24196.530000 sec): 3 clusters Score: Raw -1438784.543503 + Penalty 4516.014895 = -1434268.528608 nChanged 399 SP:Iteration 5Q (24196.740000 sec): 3 clusters Score: Raw -1439001.249960 + Penalty 4516.014895 = -1434485.235065 nChanged 406 SP:Iteration 6Q (24196.980000 sec): 3 clusters Score: Raw -1439238.182077 + Penalty 4516.014895 = -1434722.167183 nChanged 422 SP:Iteration 7Q (24197.210000 sec): 3 clusters Score: Raw -1439504.224705 + Penalty 4516.014895 = -1434988.209810 nChanged 410 SP:Iteration 8Q (24197.490000 sec): 3 clusters Score: Raw -1439765.644111 + Penalty 4516.014895 = -1435249.629217 nChanged 358 SP:Iteration 9Q (24197.690000 sec): 3 clusters Score: Raw -1440004.526142 + Penalty 4516.014895 = -1435488.511247 nChanged 326 SP:Iteration 10Q (24197.930000 sec): 3 clusters Score: Raw -1440237.009752 + Penalty 4516.014895 = -1435720.994857 nChanged 280 SP:Iteration 11Q (24198.180000 sec): 3 clusters Score: Raw -1440440.160092 + Penalty 4516.014895 = -1435924.145197 nChanged 225 SP:Iteration 12Q (24198.370000 sec): 3 clusters Score: Raw -1440606.090401 + Penalty 4516.014895 = -1436090.075507 nChanged 178 SP:Iteration 13Q (24198.570000 sec): 3 clusters Score: Raw -1440729.347404 + Penalty 4516.014895 = -1436213.332509 nChanged 136 SP:Iteration 14Q (24198.770000 sec): 3 clusters Score: Raw -1440828.107179 + Penalty 4516.014895 = -1436312.092284 nChanged 91 SP:Iteration 15Q (24199.030000 sec): 3 clusters Score: Raw -1440893.448272 + Penalty 4516.014895 = -1436377.433377 nChanged 68 SP:Iteration 16Q (24199.240000 sec): 3 clusters Score: Raw -1440948.811057 + Penalty 4516.014895 = -1436432.796163 nChanged 55 SP:Iteration 17Q (24199.550000 sec): 3 clusters Score: Raw -1440988.951274 + Penalty 4516.014895 = -1436472.936380 nChanged 31 SP:Iteration 18Q (24199.760000 sec): 3 clusters Score: Raw -1441012.872375 + Penalty 4516.014895 = -1436496.857480 nChanged 18 SP:Iteration 19Q (24199.990000 sec): 3 clusters Score: Raw -1441024.300960 + Penalty 4516.014895 = -1436508.286065 nChanged 13 SP:Iteration 20F (24200.160000 sec): 3 clusters Score: Raw -1441034.388843 + Penalty 4516.014895 = -1436518.373948 nChanged 11 SP:Iteration 21Q (24200.390000 sec): 3 clusters Score: Raw -1441043.531042 + Penalty 4516.014895 = -1436527.516148 nChanged 14 SP:Iteration 22Q (24200.630000 sec): 3 clusters Score: Raw -1441053.330480 + Penalty 4516.014895 = -1436537.315585 nChanged 10 SP:Iteration 23Q (24200.850000 sec): 3 clusters Score: Raw -1441062.188925 + Penalty 4516.014895 = -1436546.174031 nChanged 5 SP:Iteration 24Q (24201.080000 sec): 3 clusters Score: Raw -1441065.651717 + Penalty 4516.014895 = -1436549.636822 nChanged 1 SP:Iteration 25Q (24201.300000 sec): 3 clusters Score: Raw -1441066.459662 + Penalty 4516.014895 = -1436550.444767 nChanged 2 SP:Iteration 26Q (24201.510000 sec): 3 clusters Score: Raw -1441067.494485 + Penalty 4516.014895 = -1436551.479591 nChanged 0 SP:Iteration 27F (24201.720000 sec): 3 clusters Score: Raw -1441067.494485 + Penalty 4516.014895 = -1436551.479591 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (2391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24201.830000 sec): 2 clusters Score: Raw -346767.987650 + Penalty 1929.307808 = -344838.679842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24202.050000 sec): 3 clusters Score: Raw -345905.438194 + Penalty 3858.615616 = -342046.822578 nChanged 814 SP:Iteration 1F (24202.240000 sec): 3 clusters Score: Raw -346901.843508 + Penalty 3858.615616 = -343043.227892 nChanged 312 SP:Iteration 2F (24202.420000 sec): 3 clusters Score: Raw -347847.076800 + Penalty 3858.615616 = -343988.461185 nChanged 297 SP:Iteration 3F (24202.600000 sec): 3 clusters Score: Raw -348736.267797 + Penalty 3858.615616 = -344877.652181 nChanged 190 SP:Iteration 4F (24202.790000 sec): 3 clusters Score: Raw -349159.933668 + Penalty 3858.615616 = -345301.318052 nChanged 96 SP:Iteration 5Q (24202.980000 sec): 3 clusters Score: Raw -349298.658039 + Penalty 3858.615616 = -345440.042423 nChanged 46 SP:Iteration 6Q (24203.160000 sec): 3 clusters Score: Raw -349356.908664 + Penalty 3858.615616 = -345498.293049 nChanged 30 SP:Iteration 7Q (24203.300000 sec): 3 clusters Score: Raw -349381.207952 + Penalty 3858.615616 = -345522.592337 nChanged 14 SP:Iteration 8Q (24203.500000 sec): 3 clusters Score: Raw -349389.500950 + Penalty 3858.615616 = -345530.885334 nChanged 6 SP:Iteration 9Q (24203.660000 sec): 3 clusters Score: Raw -349392.908225 + Penalty 3858.615616 = -345534.292609 nChanged 4 SP:Iteration 10Q (24203.800000 sec): 3 clusters Score: Raw -349395.273095 + Penalty 3858.615616 = -345536.657479 nChanged 1 SP:Iteration 11Q (24204.000000 sec): 3 clusters Score: Raw -349396.770558 + Penalty 3858.615616 = -345538.154942 nChanged 2 SP:Iteration 12Q (24204.140000 sec): 3 clusters Score: Raw -349397.484338 + Penalty 3858.615616 = -345538.868722 nChanged 0 SP:Iteration 13F (24204.280000 sec): 3 clusters Score: Raw -349397.484338 + Penalty 3858.615616 = -345538.868722 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (1431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24204.380000 sec): 2 clusters Score: Raw -177677.609016 + Penalty 1801.999937 = -175875.609079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24204.540000 sec): 3 clusters Score: Raw -177508.263002 + Penalty 3603.999875 = -173904.263127 nChanged 480 SP:Iteration 1F (24204.730000 sec): 3 clusters Score: Raw -179471.611889 + Penalty 3603.999875 = -175867.612014 nChanged 243 SP:Iteration 2F (24204.900000 sec): 3 clusters Score: Raw -181002.816534 + Penalty 3603.999875 = -177398.816659 nChanged 112 SP:Iteration 3F (24205.090000 sec): 3 clusters Score: Raw -182129.246961 + Penalty 3603.999875 = -178525.247086 nChanged 128 SP:Iteration 4F (24205.250000 sec): 3 clusters Score: Raw -184267.571208 + Penalty 3603.999875 = -180663.571333 nChanged 85 SP:Iteration 5F (24205.500000 sec): 3 clusters Score: Raw -186903.669157 + Penalty 3603.999875 = -183299.669282 nChanged 15 SP:Iteration 6Q (24205.660000 sec): 3 clusters Score: Raw -187138.127745 + Penalty 3603.999875 = -183534.127871 nChanged 12 SP:Iteration 7Q (24205.860000 sec): 3 clusters Score: Raw -187351.251288 + Penalty 3603.999875 = -183747.251413 nChanged 3 SP:Iteration 8Q (24206.070000 sec): 3 clusters Score: Raw -187417.362082 + Penalty 3603.999875 = -183813.362207 nChanged 1 SP:Iteration 9Q (24206.240000 sec): 3 clusters Score: Raw -187426.352778 + Penalty 3603.999875 = -183822.352904 nChanged 0 SP:Iteration 10F (24206.430000 sec): 3 clusters Score: Raw -187428.098709 + Penalty 3603.999875 = -183824.098834 nChanged 1 SP:Iteration 11Q (24206.610000 sec): 3 clusters Score: Raw -187437.175698 + Penalty 3603.999875 = -183833.175823 nChanged 0 SP:Iteration 12F (24206.740000 sec): 3 clusters Score: Raw -187437.175698 + Penalty 3603.999875 = -183833.175823 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Deleting Class 38 (74 points): Lose 2145.431196 but Gain 3363.489561 Iteration 59Q (24243.490000 sec): 48 clusters Score: Raw -120154590.615811 + Penalty 158084.009347 = -119996506.606464 nChanged 5393 Deleting Class 8 (241 points): Lose 3230.775824 but Gain 3363.489561 Iteration 60F (24317.940000 sec): 47 clusters Score: Raw -120171543.341229 + Penalty 154720.519787 = -120016822.821443 nChanged 4975 Iteration 61Q (24354.110000 sec): 47 clusters Score: Raw -120183294.693514 + Penalty 154720.519787 = -120028574.173728 nChanged 3084 Iteration 62Q (24386.600000 sec): 47 clusters Score: Raw -120185287.882948 + Penalty 154720.519787 = -120030567.363161 nChanged 2338 Iteration 63Q (24418.270000 sec): 47 clusters Score: Raw -120186632.361195 + Penalty 154720.519787 = -120031911.841408 nChanged 1963 Iteration 64Q (24452.530000 sec): 47 clusters Score: Raw -120187842.968119 + Penalty 154720.519787 = -120033122.448333 nChanged 1645 Iteration 65Q (24483.950000 sec): 47 clusters Score: Raw -120188461.983867 + Penalty 154720.519787 = -120033741.464081 nChanged 1420 Iteration 66Q (24517.850000 sec): 47 clusters Score: Raw -120188900.315900 + Penalty 154720.519787 = -120034179.796114 nChanged 1285 Iteration 67Q (24550.150000 sec): 47 clusters Score: Raw -120189259.661842 + Penalty 154720.519787 = -120034539.142056 nChanged 1147 Iteration 68Q (24581.480000 sec): 47 clusters Score: Raw -120189555.699258 + Penalty 154720.519787 = -120034835.179471 nChanged 1038 Iteration 69Q (24614.810000 sec): 47 clusters Score: Raw -120189817.540339 + Penalty 154720.519787 = -120035097.020552 nChanged 862 Iteration 70Q (24648.410000 sec): 47 clusters Score: Raw -120189983.704979 + Penalty 154720.519787 = -120035263.185192 nChanged 757 Iteration 71Q (24679.190000 sec): 47 clusters Score: Raw -120190088.747168 + Penalty 154720.519787 = -120035368.227381 nChanged 697 Iteration 72Q (24711.390000 sec): 47 clusters Score: Raw -120190182.826150 + Penalty 154720.519787 = -120035462.306363 nChanged 598 Iteration 73Q (24739.120000 sec): 47 clusters Score: Raw -120190250.688183 + Penalty 154720.519787 = -120035530.168396 nChanged 524 Iteration 74Q (24768.000000 sec): 47 clusters Score: Raw -120190302.053445 + Penalty 154720.519787 = -120035581.533658 nChanged 426 Iteration 75Q (24797.250000 sec): 47 clusters Score: Raw -120190341.835184 + Penalty 154720.519787 = -120035621.315397 nChanged 387 Iteration 76Q (24824.060000 sec): 47 clusters Score: Raw -120190377.571363 + Penalty 154720.519787 = -120035657.051576 nChanged 357 Iteration 77Q (24855.790000 sec): 47 clusters Score: Raw -120190411.050728 + Penalty 154720.519787 = -120035690.530942 nChanged 309 Iteration 78Q (24887.110000 sec): 47 clusters Score: Raw -120190442.300069 + Penalty 154720.519787 = -120035721.780283 nChanged 313 Iteration 79Q (24916.320000 sec): 47 clusters Score: Raw -120190468.852572 + Penalty 154720.519787 = -120035748.332786 nChanged 287 Iteration 80F (24985.700000 sec): 47 clusters Score: Raw -120196574.262621 + Penalty 154720.519787 = -120041853.742835 nChanged 480 Iteration 81Q (25017.680000 sec): 47 clusters Score: Raw -120203916.451341 + Penalty 154720.519787 = -120049195.931554 nChanged 336 Iteration 82Q (25063.060000 sec): 47 clusters Score: Raw -120204076.990631 + Penalty 154720.519787 = -120049356.470844 nChanged 304 Iteration 83Q (25102.580000 sec): 47 clusters Score: Raw -120204203.492862 + Penalty 154720.519787 = -120049482.973076 nChanged 282 Iteration 84Q (25140.750000 sec): 47 clusters Score: Raw -120204261.069634 + Penalty 154720.519787 = -120049540.549848 nChanged 256 Iteration 85Q (25174.630000 sec): 47 clusters Score: Raw -120204362.555129 + Penalty 154720.519787 = -120049642.035342 nChanged 239 Iteration 86Q (25205.400000 sec): 47 clusters Score: Raw -120204383.672817 + Penalty 154720.519787 = -120049663.153030 nChanged 223 Iteration 87Q (25234.730000 sec): 47 clusters Score: Raw -120204402.188386 + Penalty 154720.519787 = -120049681.668600 nChanged 193 Iteration 88Q (25266.720000 sec): 47 clusters Score: Raw -120204417.996559 + Penalty 154720.519787 = -120049697.476772 nChanged 176 Iteration 89Q (25296.580000 sec): 47 clusters Score: Raw -120204430.176113 + Penalty 154720.519787 = -120049709.656326 nChanged 159 Iteration 90Q (25330.410000 sec): 47 clusters Score: Raw -120204441.036658 + Penalty 154720.519787 = -120049720.516872 nChanged 159 Iteration 91Q (25361.280000 sec): 47 clusters Score: Raw -120204449.988086 + Penalty 154720.519787 = -120049729.468300 nChanged 142 Iteration 92Q (25393.960000 sec): 47 clusters Score: Raw -120204456.390172 + Penalty 154720.519787 = -120049735.870385 nChanged 116 Iteration 93Q (25427.450000 sec): 47 clusters Score: Raw -120204463.067384 + Penalty 154720.519787 = -120049742.547598 nChanged 141 Iteration 94Q (25459.950000 sec): 47 clusters Score: Raw -120204470.315821 + Penalty 154720.519787 = -120049749.796034 nChanged 130 Iteration 95Q (25494.710000 sec): 47 clusters Score: Raw -120204475.877167 + Penalty 154720.519787 = -120049755.357381 nChanged 99 Iteration 96Q (25526.850000 sec): 47 clusters Score: Raw -120204481.592843 + Penalty 154720.519787 = -120049761.073056 nChanged 93 Iteration 97Q (25560.340000 sec): 47 clusters Score: Raw -120204487.109520 + Penalty 154720.519787 = -120049766.589733 nChanged 85 Iteration 98Q (25592.610000 sec): 47 clusters Score: Raw -120204491.180570 + Penalty 154720.519787 = -120049770.660783 nChanged 65 Writing temp clu file Because OldScore, -120049766.589733, is greater than current (better) Score,-120049770.660783 Compute initial score before splitting: Score: Raw -120204491.180570 + Penalty 154720.519787 = -120049770.660783 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25592.910000 sec): 2 clusters Score: Raw -109525.765006 + Penalty 1629.578975 = -107896.186031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25593.100000 sec): 3 clusters Score: Raw -109496.532947 + Penalty 3259.157949 = -106237.374998 nChanged 156 SP:Iteration 1F (25593.300000 sec): 3 clusters Score: Raw -109746.072496 + Penalty 3259.157949 = -106486.914546 nChanged 32 SP:Iteration 2Q (25593.500000 sec): 3 clusters Score: Raw -109845.369848 + Penalty 3259.157949 = -106586.211899 nChanged 18 SP:Iteration 3Q (25593.670000 sec): 3 clusters Score: Raw -109909.784282 + Penalty 3259.157949 = -106650.626333 nChanged 11 SP:Iteration 4Q (25593.870000 sec): 3 clusters Score: Raw -109965.189982 + Penalty 3259.157949 = -106706.032033 nChanged 9 SP:Iteration 5Q (25594.080000 sec): 3 clusters Score: Raw -110004.590881 + Penalty 3259.157949 = -106745.432931 nChanged 11 SP:Iteration 6Q (25594.220000 sec): 3 clusters Score: Raw -110033.137268 + Penalty 3259.157949 = -106773.979318 nChanged 8 SP:Iteration 7Q (25594.380000 sec): 3 clusters Score: Raw -110079.911363 + Penalty 3259.157949 = -106820.753414 nChanged 18 SP:Iteration 8Q (25594.560000 sec): 3 clusters Score: Raw -110158.030950 + Penalty 3259.157949 = -106898.873001 nChanged 15 SP:Iteration 9Q (25594.770000 sec): 3 clusters Score: Raw -110222.254927 + Penalty 3259.157949 = -106963.096978 nChanged 25 SP:Iteration 10Q (25594.950000 sec): 3 clusters Score: Raw -110295.852867 + Penalty 3259.157949 = -107036.694917 nChanged 26 SP:Iteration 11Q (25595.120000 sec): 3 clusters Score: Raw -110451.853436 + Penalty 3259.157949 = -107192.695487 nChanged 40 SP:Iteration 12F (25595.270000 sec): 3 clusters Score: Raw -110590.557952 + Penalty 3259.157949 = -107331.400003 nChanged 34 SP:Iteration 13Q (25595.470000 sec): 3 clusters Score: Raw -110719.419082 + Penalty 3259.157949 = -107460.261133 nChanged 25 SP:Iteration 14Q (25595.630000 sec): 3 clusters Score: Raw -110808.702466 + Penalty 3259.157949 = -107549.544517 nChanged 19 SP:Iteration 15Q (25595.820000 sec): 3 clusters Score: Raw -110853.688240 + Penalty 3259.157949 = -107594.530291 nChanged 9 SP:Iteration 16Q (25595.970000 sec): 3 clusters Score: Raw -110871.839310 + Penalty 3259.157949 = -107612.681360 nChanged 5 SP:Iteration 17Q (25596.180000 sec): 3 clusters Score: Raw -110884.655226 + Penalty 3259.157949 = -107625.497277 nChanged 2 SP:Iteration 18Q (25596.330000 sec): 3 clusters Score: Raw -110893.886618 + Penalty 3259.157949 = -107634.728669 nChanged 2 SP:Iteration 19Q (25596.490000 sec): 3 clusters Score: Raw -110896.860512 + Penalty 3259.157949 = -107637.702563 nChanged 2 SP:Iteration 20F (25596.640000 sec): 3 clusters Score: Raw -110898.767199 + Penalty 3259.157949 = -107639.609249 nChanged 1 SP:Iteration 21Q (25596.830000 sec): 3 clusters Score: Raw -110899.959911 + Penalty 3259.157949 = -107640.801962 nChanged 0 SP:Iteration 22F (25597.040000 sec): 3 clusters Score: Raw -110899.959911 + Penalty 3259.157949 = -107640.801962 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25597.090000 sec): 2 clusters Score: Raw -19421.669570 + Penalty 1221.958914 = -18199.710656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25597.300000 sec): 3 clusters Score: Raw -19734.381919 + Penalty 2443.917828 = -17290.464091 nChanged 11 SP:Iteration 1F (25597.520000 sec): 3 clusters Score: Raw -19828.315107 + Penalty 2443.917828 = -17384.397279 nChanged 2 SP:Iteration 2Q (25597.680000 sec): 3 clusters Score: Raw -19858.068012 + Penalty 2443.917828 = -17414.150184 nChanged 1 SP:Iteration 3Q (25597.860000 sec): 3 clusters Score: Raw -19862.558048 + Penalty 2443.917828 = -17418.640220 nChanged 0 SP:Iteration 4F (25598.010000 sec): 3 clusters Score: Raw -19862.558048 + Penalty 2443.917828 = -17418.640220 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25598.120000 sec): 2 clusters Score: Raw -91008.826454 + Penalty 1588.496658 = -89420.329796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25598.290000 sec): 3 clusters Score: Raw -90947.735032 + Penalty 3176.993315 = -87770.741717 nChanged 123 SP:Iteration 1F (25598.500000 sec): 3 clusters Score: Raw -91147.397822 + Penalty 3176.993315 = -87970.404506 nChanged 37 SP:Iteration 2F (25598.670000 sec): 3 clusters Score: Raw -91234.532767 + Penalty 3176.993315 = -88057.539452 nChanged 21 SP:Iteration 3Q (25598.830000 sec): 3 clusters Score: Raw -91271.123432 + Penalty 3176.993315 = -88094.130117 nChanged 6 SP:Iteration 4Q (25598.980000 sec): 3 clusters Score: Raw -91282.774531 + Penalty 3176.993315 = -88105.781216 nChanged 3 SP:Iteration 5Q (25599.170000 sec): 3 clusters Score: Raw -91288.287425 + Penalty 3176.993315 = -88111.294110 nChanged 0 SP:Iteration 6F (25599.340000 sec): 3 clusters Score: Raw -91288.287425 + Penalty 3176.993315 = -88111.294110 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25599.450000 sec): 2 clusters Score: Raw -27009.085508 + Penalty 1302.563810 = -25706.521698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25599.630000 sec): 3 clusters Score: Raw -27210.803810 + Penalty 2605.127620 = -24605.676189 nChanged 11 SP:Iteration 1F (25599.810000 sec): 3 clusters Score: Raw -27268.452377 + Penalty 2605.127620 = -24663.324757 nChanged 2 SP:Iteration 2Q (25600.010000 sec): 3 clusters Score: Raw -27276.343294 + Penalty 2605.127620 = -24671.215674 nChanged 0 SP:Iteration 3F (25600.190000 sec): 3 clusters Score: Raw -27276.343294 + Penalty 2605.127620 = -24671.215674 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (203527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25601.200000 sec): 2 clusters Score: Raw -32348975.560570 + Penalty 3031.441380 = -32345944.119190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25602.380000 sec): 3 clusters Score: Raw -32215512.455546 + Penalty 6062.882761 = -32209449.572786 nChanged 98243 SP:Iteration 1F (25603.610000 sec): 3 clusters Score: Raw -32273784.526340 + Penalty 6062.882761 = -32267721.643579 nChanged 7246 SP:Iteration 2Q (25605.000000 sec): 3 clusters Score: Raw -32276128.004543 + Penalty 6062.882761 = -32270065.121783 nChanged 8466 SP:Iteration 3Q (25606.310000 sec): 3 clusters Score: Raw -32279709.388682 + Penalty 6062.882761 = -32273646.505921 nChanged 10409 SP:Iteration 4F (25607.530000 sec): 3 clusters Score: Raw -32285195.905265 + Penalty 6062.882761 = -32279133.022505 nChanged 12121 SP:Iteration 5F (25608.690000 sec): 3 clusters Score: Raw -32292704.134038 + Penalty 6062.882761 = -32286641.251277 nChanged 13254 SP:Iteration 6F (25609.810000 sec): 3 clusters Score: Raw -32301868.941815 + Penalty 6062.882761 = -32295806.059054 nChanged 13367 SP:Iteration 7F (25610.920000 sec): 3 clusters Score: Raw -32312112.114332 + Penalty 6062.882761 = -32306049.231571 nChanged 12689 SP:Iteration 8F (25612.100000 sec): 3 clusters Score: Raw -32322895.454251 + Penalty 6062.882761 = -32316832.571491 nChanged 11439 SP:Iteration 9F (25613.380000 sec): 3 clusters Score: Raw -32333055.878273 + Penalty 6062.882761 = -32326992.995512 nChanged 9420 SP:Iteration 10Q (25614.520000 sec): 3 clusters Score: Raw -32339837.034590 + Penalty 6062.882761 = -32333774.151829 nChanged 6418 SP:Iteration 11Q (25615.630000 sec): 3 clusters Score: Raw -32343275.007200 + Penalty 6062.882761 = -32337212.124439 nChanged 4147 SP:Iteration 12Q (25616.790000 sec): 3 clusters Score: Raw -32344934.609120 + Penalty 6062.882761 = -32338871.726359 nChanged 2741 SP:Iteration 13Q (25617.940000 sec): 3 clusters Score: Raw -32345715.541620 + Penalty 6062.882761 = -32339652.658859 nChanged 1872 SP:Iteration 14Q (25619.050000 sec): 3 clusters Score: Raw -32346078.708200 + Penalty 6062.882761 = -32340015.825440 nChanged 1301 SP:Iteration 15Q (25620.180000 sec): 3 clusters Score: Raw -32346262.787696 + Penalty 6062.882761 = -32340199.904935 nChanged 912 SP:Iteration 16Q (25621.330000 sec): 3 clusters Score: Raw -32346359.409928 + Penalty 6062.882761 = -32340296.527167 nChanged 676 SP:Iteration 17Q (25622.550000 sec): 3 clusters Score: Raw -32346417.102796 + Penalty 6062.882761 = -32340354.220035 nChanged 493 SP:Iteration 18Q (25623.690000 sec): 3 clusters Score: Raw -32346449.833497 + Penalty 6062.882761 = -32340386.950736 nChanged 363 SP:Iteration 19Q (25624.850000 sec): 3 clusters Score: Raw -32346466.805466 + Penalty 6062.882761 = -32340403.922706 nChanged 237 SP:Iteration 20F (25625.970000 sec): 3 clusters Score: Raw -32346476.660327 + Penalty 6062.882761 = -32340413.777566 nChanged 196 SP:Iteration 21Q (25627.060000 sec): 3 clusters Score: Raw -32346483.642054 + Penalty 6062.882761 = -32340420.759293 nChanged 165 SP:Iteration 22Q (25628.200000 sec): 3 clusters Score: Raw -32346488.207577 + Penalty 6062.882761 = -32340425.324816 nChanged 97 SP:Iteration 23Q (25629.390000 sec): 3 clusters Score: Raw -32346490.615539 + Penalty 6062.882761 = -32340427.732778 nChanged 109 SP:Iteration 24Q (25630.560000 sec): 3 clusters Score: Raw -32346493.292184 + Penalty 6062.882761 = -32340430.409424 nChanged 86 SP:Iteration 25Q (25631.720000 sec): 3 clusters Score: Raw -32346495.314686 + Penalty 6062.882761 = -32340432.431925 nChanged 67 SP:Iteration 26Q (25632.950000 sec): 3 clusters Score: Raw -32346496.460001 + Penalty 6062.882761 = -32340433.577240 nChanged 58 SP:Iteration 27Q (25634.140000 sec): 3 clusters Score: Raw -32346497.338541 + Penalty 6062.882761 = -32340434.455781 nChanged 44 SP:Iteration 28Q (25635.270000 sec): 3 clusters Score: Raw -32346497.899576 + Penalty 6062.882761 = -32340435.016815 nChanged 34 SP:Iteration 29Q (25636.560000 sec): 3 clusters Score: Raw -32346498.295156 + Penalty 6062.882761 = -32340435.412395 nChanged 28 SP:Iteration 30Q (25637.650000 sec): 3 clusters Score: Raw -32346498.624639 + Penalty 6062.882761 = -32340435.741879 nChanged 27 SP:Iteration 31Q (25638.720000 sec): 3 clusters Score: Raw -32346498.963577 + Penalty 6062.882761 = -32340436.080816 nChanged 32 SP:Iteration 32Q (25639.780000 sec): 3 clusters Score: Raw -32346499.384216 + Penalty 6062.882761 = -32340436.501456 nChanged 39 SP:Iteration 33Q (25640.940000 sec): 3 clusters Score: Raw -32346499.892154 + Penalty 6062.882761 = -32340437.009393 nChanged 35 SP:Iteration 34Q (25642.040000 sec): 3 clusters Score: Raw -32346500.360722 + Penalty 6062.882761 = -32340437.477961 nChanged 34 SP:Iteration 35Q (25643.190000 sec): 3 clusters Score: Raw -32346500.762932 + Penalty 6062.882761 = -32340437.880171 nChanged 30 SP:Iteration 36Q (25644.340000 sec): 3 clusters Score: Raw -32346501.102380 + Penalty 6062.882761 = -32340438.219619 nChanged 24 SP:Iteration 37Q (25645.400000 sec): 3 clusters Score: Raw -32346501.387009 + Penalty 6062.882761 = -32340438.504248 nChanged 24 SP:Iteration 38Q (25646.450000 sec): 3 clusters Score: Raw -32346501.664165 + Penalty 6062.882761 = -32340438.781404 nChanged 30 SP:Iteration 39Q (25647.610000 sec): 3 clusters Score: Raw -32346501.956077 + Penalty 6062.882761 = -32340439.073317 nChanged 28 SP:Iteration 40F (25648.850000 sec): 3 clusters Score: Raw -32346502.320110 + Penalty 6062.882761 = -32340439.437349 nChanged 30 SP:Iteration 41Q (25650.030000 sec): 3 clusters Score: Raw -32346502.667530 + Penalty 6062.882761 = -32340439.784769 nChanged 23 SP:Iteration 42Q (25651.190000 sec): 3 clusters Score: Raw -32346502.915554 + Penalty 6062.882761 = -32340440.032793 nChanged 18 SP:Iteration 43Q (25652.280000 sec): 3 clusters Score: Raw -32346503.090376 + Penalty 6062.882761 = -32340440.207615 nChanged 19 SP:Iteration 44Q (25653.340000 sec): 3 clusters Score: Raw -32346503.263603 + Penalty 6062.882761 = -32340440.380843 nChanged 12 SP:Iteration 45Q (25654.420000 sec): 3 clusters Score: Raw -32346503.339407 + Penalty 6062.882761 = -32340440.456646 nChanged 12 SP:Iteration 46Q (25655.560000 sec): 3 clusters Score: Raw -32346503.468831 + Penalty 6062.882761 = -32340440.586070 nChanged 15 SP:Iteration 47Q (25656.690000 sec): 3 clusters Score: Raw -32346503.613805 + Penalty 6062.882761 = -32340440.731044 nChanged 16 SP:Iteration 48Q (25657.840000 sec): 3 clusters Score: Raw -32346503.817797 + Penalty 6062.882761 = -32340440.935036 nChanged 18 SP:Iteration 49Q (25658.960000 sec): 3 clusters Score: Raw -32346504.029735 + Penalty 6062.882761 = -32340441.146975 nChanged 14 SP:Iteration 50Q (25660.090000 sec): 3 clusters Score: Raw -32346504.215969 + Penalty 6062.882761 = -32340441.333208 nChanged 18 SP:Iteration 51Q (25661.160000 sec): 3 clusters Score: Raw -32346504.378404 + Penalty 6062.882761 = -32340441.495644 nChanged 10 SP:Iteration 52Q (25662.290000 sec): 3 clusters Score: Raw -32346504.460208 + Penalty 6062.882761 = -32340441.577447 nChanged 8 SP:Iteration 53Q (25663.460000 sec): 3 clusters Score: Raw -32346504.553832 + Penalty 6062.882761 = -32340441.671071 nChanged 8 SP:Iteration 54Q (25664.580000 sec): 3 clusters Score: Raw -32346504.616339 + Penalty 6062.882761 = -32340441.733579 nChanged 3 SP:Iteration 55Q (25665.690000 sec): 3 clusters Score: Raw -32346504.633850 + Penalty 6062.882761 = -32340441.751089 nChanged 3 SP:Iteration 56Q (25666.800000 sec): 3 clusters Score: Raw -32346504.667453 + Penalty 6062.882761 = -32340441.784692 nChanged 3 SP:Iteration 57Q (25667.870000 sec): 3 clusters Score: Raw -32346504.711285 + Penalty 6062.882761 = -32340441.828524 nChanged 2 SP:Iteration 58Q (25669.050000 sec): 3 clusters Score: Raw -32346504.728022 + Penalty 6062.882761 = -32340441.845262 nChanged 2 SP:Iteration 59Q (25670.260000 sec): 3 clusters Score: Raw -32346504.747492 + Penalty 6062.882761 = -32340441.864731 nChanged 2 SP:Iteration 60F (25671.470000 sec): 3 clusters Score: Raw -32346504.758002 + Penalty 6062.882761 = -32340441.875241 nChanged 3 SP:Iteration 61Q (25672.600000 sec): 3 clusters Score: Raw -32346504.769709 + Penalty 6062.882761 = -32340441.886948 nChanged 4 SP:Iteration 62Q (25673.720000 sec): 3 clusters Score: Raw -32346504.793254 + Penalty 6062.882761 = -32340441.910493 nChanged 1 SP:Iteration 63Q (25674.830000 sec): 3 clusters Score: Raw -32346504.804689 + Penalty 6062.882761 = -32340441.921928 nChanged 2 SP:Iteration 64Q (25675.910000 sec): 3 clusters Score: Raw -32346504.814428 + Penalty 6062.882761 = -32340441.931667 nChanged 3 SP:Iteration 65Q (25677.040000 sec): 3 clusters Score: Raw -32346504.846295 + Penalty 6062.882761 = -32340441.963534 nChanged 6 SP:Iteration 66Q (25678.310000 sec): 3 clusters Score: Raw -32346504.886796 + Penalty 6062.882761 = -32340442.004035 nChanged 3 SP:Iteration 67Q (25679.460000 sec): 3 clusters Score: Raw -32346504.900589 + Penalty 6062.882761 = -32340442.017828 nChanged 1 SP:Iteration 68Q (25680.690000 sec): 3 clusters Score: Raw -32346504.908841 + Penalty 6062.882761 = -32340442.026080 nChanged 1 SP:Iteration 69Q (25681.920000 sec): 3 clusters Score: Raw -32346504.918739 + Penalty 6062.882761 = -32340442.035978 nChanged 0 SP:Iteration 70F (25683.110000 sec): 3 clusters Score: Raw -32346504.918739 + Penalty 6062.882761 = -32340442.035978 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25683.310000 sec): 2 clusters Score: Raw -888229.775023 + Penalty 2154.611132 = -886075.163892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25683.560000 sec): 3 clusters Score: Raw -885316.101928 + Penalty 4309.222263 = -881006.879665 nChanged 2290 SP:Iteration 1F (25683.750000 sec): 3 clusters Score: Raw -886696.693483 + Penalty 4309.222263 = -882387.471220 nChanged 532 SP:Iteration 2F (25683.980000 sec): 3 clusters Score: Raw -887230.991476 + Penalty 4309.222263 = -882921.769213 nChanged 484 SP:Iteration 3F (25684.180000 sec): 3 clusters Score: Raw -887725.936288 + Penalty 4309.222263 = -883416.714024 nChanged 440 SP:Iteration 4F (25684.390000 sec): 3 clusters Score: Raw -888231.360820 + Penalty 4309.222263 = -883922.138557 nChanged 387 SP:Iteration 5F (25684.630000 sec): 3 clusters Score: Raw -888635.421197 + Penalty 4309.222263 = -884326.198934 nChanged 273 SP:Iteration 6Q (25684.840000 sec): 3 clusters Score: Raw -888873.378167 + Penalty 4309.222263 = -884564.155903 nChanged 190 SP:Iteration 7Q (25685.050000 sec): 3 clusters Score: Raw -889031.097338 + Penalty 4309.222263 = -884721.875075 nChanged 163 SP:Iteration 8Q (25685.330000 sec): 3 clusters Score: Raw -889162.805128 + Penalty 4309.222263 = -884853.582864 nChanged 173 SP:Iteration 9Q (25685.600000 sec): 3 clusters Score: Raw -889289.859278 + Penalty 4309.222263 = -884980.637014 nChanged 131 SP:Iteration 10Q (25685.840000 sec): 3 clusters Score: Raw -889385.615383 + Penalty 4309.222263 = -885076.393119 nChanged 119 SP:Iteration 11Q (25686.040000 sec): 3 clusters Score: Raw -889451.459407 + Penalty 4309.222263 = -885142.237144 nChanged 91 SP:Iteration 12Q (25686.280000 sec): 3 clusters Score: Raw -889502.247676 + Penalty 4309.222263 = -885193.025413 nChanged 74 SP:Iteration 13Q (25686.460000 sec): 3 clusters Score: Raw -889545.019516 + Penalty 4309.222263 = -885235.797252 nChanged 81 SP:Iteration 14Q (25686.670000 sec): 3 clusters Score: Raw -889596.785415 + Penalty 4309.222263 = -885287.563151 nChanged 68 SP:Iteration 15Q (25686.900000 sec): 3 clusters Score: Raw -889644.000029 + Penalty 4309.222263 = -885334.777765 nChanged 68 SP:Iteration 16Q (25687.090000 sec): 3 clusters Score: Raw -889690.101298 + Penalty 4309.222263 = -885380.879034 nChanged 69 SP:Iteration 17Q (25687.290000 sec): 3 clusters Score: Raw -889734.634900 + Penalty 4309.222263 = -885425.412637 nChanged 62 SP:Iteration 18Q (25687.490000 sec): 3 clusters Score: Raw -889764.693041 + Penalty 4309.222263 = -885455.470777 nChanged 43 SP:Iteration 19Q (25687.710000 sec): 3 clusters Score: Raw -889781.462414 + Penalty 4309.222263 = -885472.240150 nChanged 31 SP:Iteration 20F (25687.980000 sec): 3 clusters Score: Raw -889790.818508 + Penalty 4309.222263 = -885481.596244 nChanged 25 SP:Iteration 21Q (25688.180000 sec): 3 clusters Score: Raw -889798.166942 + Penalty 4309.222263 = -885488.944678 nChanged 13 SP:Iteration 22Q (25688.330000 sec): 3 clusters Score: Raw -889801.358610 + Penalty 4309.222263 = -885492.136346 nChanged 8 SP:Iteration 23Q (25688.560000 sec): 3 clusters Score: Raw -889803.259304 + Penalty 4309.222263 = -885494.037040 nChanged 4 SP:Iteration 24Q (25688.730000 sec): 3 clusters Score: Raw -889804.323692 + Penalty 4309.222263 = -885495.101429 nChanged 5 SP:Iteration 25Q (25688.940000 sec): 3 clusters Score: Raw -889805.331430 + Penalty 4309.222263 = -885496.109166 nChanged 5 SP:Iteration 26Q (25689.120000 sec): 3 clusters Score: Raw -889806.131244 + Penalty 4309.222263 = -885496.908980 nChanged 2 SP:Iteration 27Q (25689.340000 sec): 3 clusters Score: Raw -889806.749617 + Penalty 4309.222263 = -885497.527353 nChanged 2 SP:Iteration 28Q (25689.540000 sec): 3 clusters Score: Raw -889807.677652 + Penalty 4309.222263 = -885498.455389 nChanged 2 SP:Iteration 29Q (25689.770000 sec): 3 clusters Score: Raw -889808.157575 + Penalty 4309.222263 = -885498.935312 nChanged 1 SP:Iteration 30Q (25689.960000 sec): 3 clusters Score: Raw -889808.305644 + Penalty 4309.222263 = -885499.083380 nChanged 0 SP:Iteration 31F (25690.160000 sec): 3 clusters Score: Raw -889808.305644 + Penalty 4309.222263 = -885499.083380 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25690.290000 sec): 2 clusters Score: Raw -1014017.505054 + Penalty 2182.203892 = -1011835.301162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25690.500000 sec): 3 clusters Score: Raw -1010626.826312 + Penalty 4364.407784 = -1006262.418528 nChanged 2680 SP:Iteration 1F (25690.720000 sec): 3 clusters Score: Raw -1012191.996099 + Penalty 4364.407784 = -1007827.588315 nChanged 526 SP:Iteration 2F (25690.920000 sec): 3 clusters Score: Raw -1012627.441865 + Penalty 4364.407784 = -1008263.034081 nChanged 502 SP:Iteration 3F (25691.160000 sec): 3 clusters Score: Raw -1013055.739930 + Penalty 4364.407784 = -1008691.332146 nChanged 445 SP:Iteration 4F (25691.360000 sec): 3 clusters Score: Raw -1013415.747964 + Penalty 4364.407784 = -1009051.340180 nChanged 401 SP:Iteration 5F (25691.590000 sec): 3 clusters Score: Raw -1013748.686539 + Penalty 4364.407784 = -1009384.278755 nChanged 329 SP:Iteration 6Q (25691.820000 sec): 3 clusters Score: Raw -1014015.969612 + Penalty 4364.407784 = -1009651.561828 nChanged 280 SP:Iteration 7Q (25692.060000 sec): 3 clusters Score: Raw -1014262.758571 + Penalty 4364.407784 = -1009898.350787 nChanged 250 SP:Iteration 8Q (25692.280000 sec): 3 clusters Score: Raw -1014462.126928 + Penalty 4364.407784 = -1010097.719144 nChanged 185 SP:Iteration 9Q (25692.520000 sec): 3 clusters Score: Raw -1014610.890872 + Penalty 4364.407784 = -1010246.483088 nChanged 148 SP:Iteration 10Q (25692.730000 sec): 3 clusters Score: Raw -1014702.195725 + Penalty 4364.407784 = -1010337.787941 nChanged 102 SP:Iteration 11Q (25692.920000 sec): 3 clusters Score: Raw -1014766.723195 + Penalty 4364.407784 = -1010402.315411 nChanged 79 SP:Iteration 12Q (25693.140000 sec): 3 clusters Score: Raw -1014821.889727 + Penalty 4364.407784 = -1010457.481942 nChanged 57 SP:Iteration 13Q (25693.390000 sec): 3 clusters Score: Raw -1014858.660634 + Penalty 4364.407784 = -1010494.252850 nChanged 44 SP:Iteration 14Q (25693.600000 sec): 3 clusters Score: Raw -1014884.431257 + Penalty 4364.407784 = -1010520.023472 nChanged 37 SP:Iteration 15Q (25693.820000 sec): 3 clusters Score: Raw -1014903.345148 + Penalty 4364.407784 = -1010538.937364 nChanged 37 SP:Iteration 16Q (25694.010000 sec): 3 clusters Score: Raw -1014920.081195 + Penalty 4364.407784 = -1010555.673410 nChanged 20 SP:Iteration 17Q (25694.210000 sec): 3 clusters Score: Raw -1014927.729552 + Penalty 4364.407784 = -1010563.321767 nChanged 22 SP:Iteration 18Q (25694.450000 sec): 3 clusters Score: Raw -1014938.356467 + Penalty 4364.407784 = -1010573.948682 nChanged 18 SP:Iteration 19Q (25694.670000 sec): 3 clusters Score: Raw -1014945.984306 + Penalty 4364.407784 = -1010581.576522 nChanged 12 SP:Iteration 20F (25694.890000 sec): 3 clusters Score: Raw -1014950.817960 + Penalty 4364.407784 = -1010586.410176 nChanged 9 SP:Iteration 21Q (25695.050000 sec): 3 clusters Score: Raw -1014954.895134 + Penalty 4364.407784 = -1010590.487349 nChanged 3 SP:Iteration 22Q (25695.250000 sec): 3 clusters Score: Raw -1014955.806020 + Penalty 4364.407784 = -1010591.398235 nChanged 3 SP:Iteration 23Q (25695.480000 sec): 3 clusters Score: Raw -1014958.897305 + Penalty 4364.407784 = -1010594.489521 nChanged 4 SP:Iteration 24Q (25695.700000 sec): 3 clusters Score: Raw -1014960.251342 + Penalty 4364.407784 = -1010595.843558 nChanged 2 SP:Iteration 25Q (25695.910000 sec): 3 clusters Score: Raw -1014961.019894 + Penalty 4364.407784 = -1010596.612110 nChanged 2 SP:Iteration 26Q (25696.110000 sec): 3 clusters Score: Raw -1014961.729450 + Penalty 4364.407784 = -1010597.321665 nChanged 2 SP:Iteration 27Q (25696.340000 sec): 3 clusters Score: Raw -1014962.611957 + Penalty 4364.407784 = -1010598.204173 nChanged 2 SP:Iteration 28Q (25696.570000 sec): 3 clusters Score: Raw -1014963.116592 + Penalty 4364.407784 = -1010598.708808 nChanged 4 SP:Iteration 29Q (25696.790000 sec): 3 clusters Score: Raw -1014964.338059 + Penalty 4364.407784 = -1010599.930275 nChanged 3 SP:Iteration 30Q (25697.000000 sec): 3 clusters Score: Raw -1014965.257896 + Penalty 4364.407784 = -1010600.850112 nChanged 0 SP:Iteration 31F (25697.210000 sec): 3 clusters Score: Raw -1014965.257896 + Penalty 4364.407784 = -1010600.850112 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25697.310000 sec): 2 clusters Score: Raw -55695.428417 + Penalty 1499.161318 = -54196.267100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25697.530000 sec): 3 clusters Score: Raw -55827.927292 + Penalty 2998.322636 = -52829.604657 nChanged 92 SP:Iteration 1F (25697.660000 sec): 3 clusters Score: Raw -56252.570339 + Penalty 2998.322636 = -53254.247704 nChanged 39 SP:Iteration 2F (25697.830000 sec): 3 clusters Score: Raw -56446.481435 + Penalty 2998.322636 = -53448.158799 nChanged 30 SP:Iteration 3F (25698.010000 sec): 3 clusters Score: Raw -56674.554120 + Penalty 2998.322636 = -53676.231485 nChanged 23 SP:Iteration 4F (25698.170000 sec): 3 clusters Score: Raw -56804.590143 + Penalty 2998.322636 = -53806.267508 nChanged 15 SP:Iteration 5Q (25698.340000 sec): 3 clusters Score: Raw -56899.137885 + Penalty 2998.322636 = -53900.815249 nChanged 13 SP:Iteration 6Q (25698.500000 sec): 3 clusters Score: Raw -57004.590162 + Penalty 2998.322636 = -54006.267526 nChanged 9 SP:Iteration 7Q (25698.700000 sec): 3 clusters Score: Raw -57049.624536 + Penalty 2998.322636 = -54051.301900 nChanged 7 SP:Iteration 8Q (25698.890000 sec): 3 clusters Score: Raw -57104.429645 + Penalty 2998.322636 = -54106.107009 nChanged 6 SP:Iteration 9Q (25699.040000 sec): 3 clusters Score: Raw -57301.818063 + Penalty 2998.322636 = -54303.495427 nChanged 3 SP:Iteration 10Q (25699.220000 sec): 3 clusters Score: Raw -57321.620271 + Penalty 2998.322636 = -54323.297635 nChanged 1 SP:Iteration 11Q (25699.390000 sec): 3 clusters Score: Raw -57322.932141 + Penalty 2998.322636 = -54324.609506 nChanged 2 SP:Iteration 12Q (25699.550000 sec): 3 clusters Score: Raw -57330.777843 + Penalty 2998.322636 = -54332.455208 nChanged 0 SP:Iteration 13F (25699.720000 sec): 3 clusters Score: Raw -57330.777843 + Penalty 2998.322636 = -54332.455208 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 5.79 GB. Trying to split cluster 10 (6725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25699.840000 sec): 2 clusters Score: Raw -1063425.296370 + Penalty 2185.769627 = -1061239.526744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25700.010000 sec): 3 clusters Score: Raw -1060032.485567 + Penalty 4371.539253 = -1055660.946313 nChanged 2697 SP:Iteration 1F (25700.230000 sec): 3 clusters Score: Raw -1061797.613547 + Penalty 4371.539253 = -1057426.074293 nChanged 640 SP:Iteration 2F (25700.430000 sec): 3 clusters Score: Raw -1062337.190570 + Penalty 4371.539253 = -1057965.651317 nChanged 513 SP:Iteration 3F (25700.650000 sec): 3 clusters Score: Raw -1062764.919345 + Penalty 4371.539253 = -1058393.380091 nChanged 456 SP:Iteration 4F (25700.860000 sec): 3 clusters Score: Raw -1063154.859558 + Penalty 4371.539253 = -1058783.320305 nChanged 385 SP:Iteration 5F (25701.060000 sec): 3 clusters Score: Raw -1063455.862864 + Penalty 4371.539253 = -1059084.323611 nChanged 291 SP:Iteration 6Q (25701.290000 sec): 3 clusters Score: Raw -1063650.861595 + Penalty 4371.539253 = -1059279.322342 nChanged 208 SP:Iteration 7Q (25701.500000 sec): 3 clusters Score: Raw -1063790.218598 + Penalty 4371.539253 = -1059418.679344 nChanged 172 SP:Iteration 8Q (25701.670000 sec): 3 clusters Score: Raw -1063898.736566 + Penalty 4371.539253 = -1059527.197313 nChanged 124 SP:Iteration 9Q (25701.890000 sec): 3 clusters Score: Raw -1063972.300592 + Penalty 4371.539253 = -1059600.761339 nChanged 82 SP:Iteration 10Q (25702.090000 sec): 3 clusters Score: Raw -1064019.497786 + Penalty 4371.539253 = -1059647.958533 nChanged 49 SP:Iteration 11Q (25702.350000 sec): 3 clusters Score: Raw -1064044.496989 + Penalty 4371.539253 = -1059672.957735 nChanged 36 SP:Iteration 12Q (25702.560000 sec): 3 clusters Score: Raw -1064059.644392 + Penalty 4371.539253 = -1059688.105138 nChanged 23 SP:Iteration 13Q (25702.770000 sec): 3 clusters Score: Raw -1064068.436431 + Penalty 4371.539253 = -1059696.897177 nChanged 15 SP:Iteration 14Q (25702.940000 sec): 3 clusters Score: Raw -1064074.638770 + Penalty 4371.539253 = -1059703.099516 nChanged 15 SP:Iteration 15Q (25703.170000 sec): 3 clusters Score: Raw -1064080.203389 + Penalty 4371.539253 = -1059708.664136 nChanged 14 SP:Iteration 16Q (25703.360000 sec): 3 clusters Score: Raw -1064085.760026 + Penalty 4371.539253 = -1059714.220772 nChanged 15 SP:Iteration 17Q (25703.590000 sec): 3 clusters Score: Raw -1064091.734529 + Penalty 4371.539253 = -1059720.195276 nChanged 9 SP:Iteration 18Q (25703.810000 sec): 3 clusters Score: Raw -1064094.166497 + Penalty 4371.539253 = -1059722.627244 nChanged 9 SP:Iteration 19Q (25704.010000 sec): 3 clusters Score: Raw -1064097.908787 + Penalty 4371.539253 = -1059726.369534 nChanged 7 SP:Iteration 20F (25704.270000 sec): 3 clusters Score: Raw -1064100.226107 + Penalty 4371.539253 = -1059728.686854 nChanged 12 SP:Iteration 21Q (25704.490000 sec): 3 clusters Score: Raw -1064106.043556 + Penalty 4371.539253 = -1059734.504303 nChanged 9 SP:Iteration 22Q (25704.660000 sec): 3 clusters Score: Raw -1064110.344424 + Penalty 4371.539253 = -1059738.805171 nChanged 6 SP:Iteration 23Q (25704.900000 sec): 3 clusters Score: Raw -1064112.743580 + Penalty 4371.539253 = -1059741.204327 nChanged 4 SP:Iteration 24Q (25705.090000 sec): 3 clusters Score: Raw -1064115.177228 + Penalty 4371.539253 = -1059743.637975 nChanged 5 SP:Iteration 25Q (25705.320000 sec): 3 clusters Score: Raw -1064116.990138 + Penalty 4371.539253 = -1059745.450884 nChanged 5 SP:Iteration 26Q (25705.540000 sec): 3 clusters Score: Raw -1064118.266053 + Penalty 4371.539253 = -1059746.726800 nChanged 1 SP:Iteration 27Q (25705.740000 sec): 3 clusters Score: Raw -1064118.600498 + Penalty 4371.539253 = -1059747.061245 nChanged 1 SP:Iteration 28Q (25705.940000 sec): 3 clusters Score: Raw -1064119.180625 + Penalty 4371.539253 = -1059747.641372 nChanged 2 SP:Iteration 29Q (25706.180000 sec): 3 clusters Score: Raw -1064120.238906 + Penalty 4371.539253 = -1059748.699652 nChanged 0 SP:Iteration 30F (25706.360000 sec): 3 clusters Score: Raw -1064120.238906 + Penalty 4371.539253 = -1059748.699652 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25706.480000 sec): 2 clusters Score: Raw -106109.379638 + Penalty 1628.883322 = -104480.496316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25706.640000 sec): 3 clusters Score: Raw -106133.786498 + Penalty 3257.766644 = -102876.019854 nChanged 203 SP:Iteration 1F (25706.850000 sec): 3 clusters Score: Raw -106927.691262 + Penalty 3257.766644 = -103669.924618 nChanged 121 SP:Iteration 2F (25707.020000 sec): 3 clusters Score: Raw -108520.726510 + Penalty 3257.766644 = -105262.959866 nChanged 114 SP:Iteration 3F (25707.210000 sec): 3 clusters Score: Raw -111815.119120 + Penalty 3257.766644 = -108557.352476 nChanged 36 SP:Iteration 4F (25707.420000 sec): 3 clusters Score: Raw -115515.213157 + Penalty 3257.766644 = -112257.446513 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (251085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25708.580000 sec): 2 clusters Score: Raw -39649896.516571 + Penalty 3083.519608 = -39646812.996963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25709.940000 sec): 3 clusters Score: Raw -39484082.623164 + Penalty 6167.039216 = -39477915.583948 nChanged 121663 SP:Iteration 1F (25711.340000 sec): 3 clusters Score: Raw -39556569.211808 + Penalty 6167.039216 = -39550402.172592 nChanged 7523 SP:Iteration 2Q (25712.820000 sec): 3 clusters Score: Raw -39558528.018482 + Penalty 6167.039216 = -39552360.979266 nChanged 8504 SP:Iteration 3Q (25714.300000 sec): 3 clusters Score: Raw -39561283.019968 + Penalty 6167.039216 = -39555115.980752 nChanged 10086 SP:Iteration 4Q (25715.720000 sec): 3 clusters Score: Raw -39565252.454554 + Penalty 6167.039216 = -39559085.415338 nChanged 11740 SP:Iteration 5Q (25717.290000 sec): 3 clusters Score: Raw -39570837.950816 + Penalty 6167.039216 = -39564670.911600 nChanged 13714 SP:Iteration 6F (25718.760000 sec): 3 clusters Score: Raw -39578668.545885 + Penalty 6167.039216 = -39572501.506669 nChanged 15229 SP:Iteration 7F (25720.230000 sec): 3 clusters Score: Raw -39588596.005629 + Penalty 6167.039216 = -39582428.966413 nChanged 15520 SP:Iteration 8F (25721.640000 sec): 3 clusters Score: Raw -39599637.815572 + Penalty 6167.039216 = -39593470.776356 nChanged 14283 SP:Iteration 9F (25723.140000 sec): 3 clusters Score: Raw -39610110.082448 + Penalty 6167.039216 = -39603943.043232 nChanged 11754 SP:Iteration 10Q (25724.570000 sec): 3 clusters Score: Raw -39618475.625980 + Penalty 6167.039216 = -39612308.586764 nChanged 8931 SP:Iteration 11Q (25725.930000 sec): 3 clusters Score: Raw -39624490.312485 + Penalty 6167.039216 = -39618323.273269 nChanged 6696 SP:Iteration 12Q (25727.240000 sec): 3 clusters Score: Raw -39628803.096519 + Penalty 6167.039216 = -39622636.057303 nChanged 5304 SP:Iteration 13Q (25728.520000 sec): 3 clusters Score: Raw -39632164.578061 + Penalty 6167.039216 = -39625997.538845 nChanged 4451 SP:Iteration 14Q (25729.850000 sec): 3 clusters Score: Raw -39634837.868445 + Penalty 6167.039216 = -39628670.829229 nChanged 3852 SP:Iteration 15Q (25731.130000 sec): 3 clusters Score: Raw -39637075.329056 + Penalty 6167.039216 = -39630908.289840 nChanged 3346 SP:Iteration 16Q (25732.410000 sec): 3 clusters Score: Raw -39638860.620179 + Penalty 6167.039216 = -39632693.580963 nChanged 2794 SP:Iteration 17Q (25733.580000 sec): 3 clusters Score: Raw -39640211.607366 + Penalty 6167.039216 = -39634044.568150 nChanged 2460 SP:Iteration 18Q (25734.830000 sec): 3 clusters Score: Raw -39641296.938242 + Penalty 6167.039216 = -39635129.899027 nChanged 2158 SP:Iteration 19Q (25736.080000 sec): 3 clusters Score: Raw -39642155.401103 + Penalty 6167.039216 = -39635988.361887 nChanged 1843 SP:Iteration 20F (25737.440000 sec): 3 clusters Score: Raw -39642830.900141 + Penalty 6167.039216 = -39636663.860925 nChanged 1671 SP:Iteration 21Q (25738.660000 sec): 3 clusters Score: Raw -39643439.315622 + Penalty 6167.039216 = -39637272.276406 nChanged 1600 SP:Iteration 22Q (25740.170000 sec): 3 clusters Score: Raw -39644027.966504 + Penalty 6167.039216 = -39637860.927288 nChanged 1485 SP:Iteration 23Q (25741.530000 sec): 3 clusters Score: Raw -39644549.002413 + Penalty 6167.039216 = -39638381.963197 nChanged 1374 SP:Iteration 24Q (25742.840000 sec): 3 clusters Score: Raw -39645015.740034 + Penalty 6167.039216 = -39638848.700818 nChanged 1275 SP:Iteration 25Q (25744.240000 sec): 3 clusters Score: Raw -39645441.833874 + Penalty 6167.039216 = -39639274.794658 nChanged 1173 SP:Iteration 26Q (25745.550000 sec): 3 clusters Score: Raw -39645823.678965 + Penalty 6167.039216 = -39639656.639749 nChanged 1112 SP:Iteration 27Q (25746.740000 sec): 3 clusters Score: Raw -39646182.950414 + Penalty 6167.039216 = -39640015.911198 nChanged 1046 SP:Iteration 28Q (25747.830000 sec): 3 clusters Score: Raw -39646508.794184 + Penalty 6167.039216 = -39640341.754968 nChanged 936 SP:Iteration 29Q (25748.970000 sec): 3 clusters Score: Raw -39646784.311335 + Penalty 6167.039216 = -39640617.272120 nChanged 868 SP:Iteration 30Q (25750.130000 sec): 3 clusters Score: Raw -39647043.738737 + Penalty 6167.039216 = -39640876.699521 nChanged 853 SP:Iteration 31Q (25751.290000 sec): 3 clusters Score: Raw -39647299.485985 + Penalty 6167.039216 = -39641132.446769 nChanged 773 SP:Iteration 32Q (25752.420000 sec): 3 clusters Score: Raw -39647522.476357 + Penalty 6167.039216 = -39641355.437141 nChanged 741 SP:Iteration 33Q (25753.610000 sec): 3 clusters Score: Raw -39647734.139961 + Penalty 6167.039216 = -39641567.100745 nChanged 681 SP:Iteration 34Q (25754.880000 sec): 3 clusters Score: Raw -39647924.402804 + Penalty 6167.039216 = -39641757.363588 nChanged 607 SP:Iteration 35Q (25756.100000 sec): 3 clusters Score: Raw -39648093.111759 + Penalty 6167.039216 = -39641926.072543 nChanged 590 SP:Iteration 36Q (25757.300000 sec): 3 clusters Score: Raw -39648259.716807 + Penalty 6167.039216 = -39642092.677592 nChanged 539 SP:Iteration 37Q (25758.540000 sec): 3 clusters Score: Raw -39648408.328072 + Penalty 6167.039216 = -39642241.288856 nChanged 507 SP:Iteration 38Q (25759.760000 sec): 3 clusters Score: Raw -39648553.749245 + Penalty 6167.039216 = -39642386.710030 nChanged 488 SP:Iteration 39Q (25761.040000 sec): 3 clusters Score: Raw -39648683.256714 + Penalty 6167.039216 = -39642516.217498 nChanged 468 SP:Iteration 40F (25762.540000 sec): 3 clusters Score: Raw -39648804.132674 + Penalty 6167.039216 = -39642637.093458 nChanged 416 SP:Iteration 41Q (25763.790000 sec): 3 clusters Score: Raw -39648917.965885 + Penalty 6167.039216 = -39642750.926669 nChanged 425 SP:Iteration 42Q (25765.100000 sec): 3 clusters Score: Raw -39649031.999044 + Penalty 6167.039216 = -39642864.959828 nChanged 372 SP:Iteration 43Q (25766.410000 sec): 3 clusters Score: Raw -39649126.518298 + Penalty 6167.039216 = -39642959.479082 nChanged 357 SP:Iteration 44Q (25767.620000 sec): 3 clusters Score: Raw -39649215.622129 + Penalty 6167.039216 = -39643048.582913 nChanged 306 SP:Iteration 45Q (25768.740000 sec): 3 clusters Score: Raw -39649289.562304 + Penalty 6167.039216 = -39643122.523089 nChanged 282 SP:Iteration 46Q (25770.020000 sec): 3 clusters Score: Raw -39649355.383411 + Penalty 6167.039216 = -39643188.344195 nChanged 246 SP:Iteration 47Q (25771.270000 sec): 3 clusters Score: Raw -39649412.469665 + Penalty 6167.039216 = -39643245.430449 nChanged 236 SP:Iteration 48Q (25772.510000 sec): 3 clusters Score: Raw -39649467.800844 + Penalty 6167.039216 = -39643300.761628 nChanged 224 SP:Iteration 49Q (25773.730000 sec): 3 clusters Score: Raw -39649519.158998 + Penalty 6167.039216 = -39643352.119783 nChanged 226 SP:Iteration 50Q (25774.990000 sec): 3 clusters Score: Raw -39649577.476231 + Penalty 6167.039216 = -39643410.437015 nChanged 223 SP:Iteration 51Q (25776.170000 sec): 3 clusters Score: Raw -39649633.419281 + Penalty 6167.039216 = -39643466.380065 nChanged 206 SP:Iteration 52Q (25777.280000 sec): 3 clusters Score: Raw -39649686.991128 + Penalty 6167.039216 = -39643519.951912 nChanged 200 SP:Iteration 53Q (25778.480000 sec): 3 clusters Score: Raw -39649737.326701 + Penalty 6167.039216 = -39643570.287485 nChanged 201 SP:Iteration 54Q (25779.650000 sec): 3 clusters Score: Raw -39649786.439605 + Penalty 6167.039216 = -39643619.400389 nChanged 160 SP:Iteration 55Q (25780.940000 sec): 3 clusters Score: Raw -39649826.465020 + Penalty 6167.039216 = -39643659.425804 nChanged 165 SP:Iteration 56Q (25782.190000 sec): 3 clusters Score: Raw -39649864.047737 + Penalty 6167.039216 = -39643697.008521 nChanged 132 SP:Iteration 57Q (25783.500000 sec): 3 clusters Score: Raw -39649895.883615 + Penalty 6167.039216 = -39643728.844399 nChanged 134 SP:Iteration 58Q (25784.750000 sec): 3 clusters Score: Raw -39649930.435730 + Penalty 6167.039216 = -39643763.396514 nChanged 139 SP:Iteration 59Q (25785.970000 sec): 3 clusters Score: Raw -39649965.304182 + Penalty 6167.039216 = -39643798.264966 nChanged 131 SP:Iteration 60F (25787.560000 sec): 3 clusters Score: Raw -39649995.671459 + Penalty 6167.039216 = -39643828.632243 nChanged 112 SP:Iteration 61Q (25788.800000 sec): 3 clusters Score: Raw -39650021.862865 + Penalty 6167.039216 = -39643854.823649 nChanged 103 SP:Iteration 62Q (25790.120000 sec): 3 clusters Score: Raw -39650047.993844 + Penalty 6167.039216 = -39643880.954628 nChanged 107 SP:Iteration 63Q (25791.420000 sec): 3 clusters Score: Raw -39650075.551432 + Penalty 6167.039216 = -39643908.512216 nChanged 98 SP:Iteration 64Q (25792.550000 sec): 3 clusters Score: Raw -39650100.545021 + Penalty 6167.039216 = -39643933.505805 nChanged 84 SP:Iteration 65Q (25793.800000 sec): 3 clusters Score: Raw -39650120.487296 + Penalty 6167.039216 = -39643953.448080 nChanged 83 SP:Iteration 66Q (25795.160000 sec): 3 clusters Score: Raw -39650141.390194 + Penalty 6167.039216 = -39643974.350978 nChanged 75 SP:Iteration 67Q (25796.370000 sec): 3 clusters Score: Raw -39650158.841777 + Penalty 6167.039216 = -39643991.802561 nChanged 79 SP:Iteration 68Q (25797.590000 sec): 3 clusters Score: Raw -39650179.669852 + Penalty 6167.039216 = -39644012.630636 nChanged 84 SP:Iteration 69Q (25798.850000 sec): 3 clusters Score: Raw -39650199.706171 + Penalty 6167.039216 = -39644032.666955 nChanged 80 SP:Iteration 70Q (25800.050000 sec): 3 clusters Score: Raw -39650219.015619 + Penalty 6167.039216 = -39644051.976403 nChanged 64 SP:Iteration 71Q (25801.220000 sec): 3 clusters Score: Raw -39650235.029693 + Penalty 6167.039216 = -39644067.990477 nChanged 50 SP:Iteration 72Q (25802.360000 sec): 3 clusters Score: Raw -39650246.647446 + Penalty 6167.039216 = -39644079.608230 nChanged 51 SP:Iteration 73Q (25803.580000 sec): 3 clusters Score: Raw -39650258.967873 + Penalty 6167.039216 = -39644091.928657 nChanged 53 SP:Iteration 74Q (25804.780000 sec): 3 clusters Score: Raw -39650271.513831 + Penalty 6167.039216 = -39644104.474615 nChanged 49 SP:Iteration 75Q (25805.940000 sec): 3 clusters Score: Raw -39650283.468422 + Penalty 6167.039216 = -39644116.429206 nChanged 38 SP:Iteration 76Q (25807.070000 sec): 3 clusters Score: Raw -39650295.151520 + Penalty 6167.039216 = -39644128.112304 nChanged 39 SP:Iteration 77Q (25808.230000 sec): 3 clusters Score: Raw -39650306.786511 + Penalty 6167.039216 = -39644139.747295 nChanged 47 SP:Iteration 78Q (25809.430000 sec): 3 clusters Score: Raw -39650321.372710 + Penalty 6167.039216 = -39644154.333494 nChanged 47 SP:Iteration 79Q (25810.710000 sec): 3 clusters Score: Raw -39650334.264429 + Penalty 6167.039216 = -39644167.225213 nChanged 41 SP:Iteration 80F (25812.200000 sec): 3 clusters Score: Raw -39650345.178516 + Penalty 6167.039216 = -39644178.139300 nChanged 35 SP:Iteration 81Q (25813.440000 sec): 3 clusters Score: Raw -39650354.693670 + Penalty 6167.039216 = -39644187.654454 nChanged 30 SP:Iteration 82Q (25814.610000 sec): 3 clusters Score: Raw -39650362.741733 + Penalty 6167.039216 = -39644195.702517 nChanged 33 SP:Iteration 83Q (25815.750000 sec): 3 clusters Score: Raw -39650370.058751 + Penalty 6167.039216 = -39644203.019535 nChanged 21 SP:Iteration 84Q (25816.860000 sec): 3 clusters Score: Raw -39650374.332122 + Penalty 6167.039216 = -39644207.292906 nChanged 13 SP:Iteration 85Q (25818.030000 sec): 3 clusters Score: Raw -39650378.033296 + Penalty 6167.039216 = -39644210.994080 nChanged 12 SP:Iteration 86Q (25819.170000 sec): 3 clusters Score: Raw -39650380.052625 + Penalty 6167.039216 = -39644213.013410 nChanged 7 SP:Iteration 87Q (25820.380000 sec): 3 clusters Score: Raw -39650381.147032 + Penalty 6167.039216 = -39644214.107816 nChanged 4 SP:Iteration 88Q (25821.410000 sec): 3 clusters Score: Raw -39650382.381925 + Penalty 6167.039216 = -39644215.342709 nChanged 8 SP:Iteration 89Q (25822.450000 sec): 3 clusters Score: Raw -39650384.504870 + Penalty 6167.039216 = -39644217.465654 nChanged 9 SP:Iteration 90Q (25823.540000 sec): 3 clusters Score: Raw -39650386.717444 + Penalty 6167.039216 = -39644219.678228 nChanged 14 SP:Iteration 91Q (25824.580000 sec): 3 clusters Score: Raw -39650389.548297 + Penalty 6167.039216 = -39644222.509081 nChanged 15 SP:Iteration 92Q (25825.710000 sec): 3 clusters Score: Raw -39650393.729769 + Penalty 6167.039216 = -39644226.690553 nChanged 15 SP:Iteration 93Q (25826.750000 sec): 3 clusters Score: Raw -39650398.524138 + Penalty 6167.039216 = -39644231.484923 nChanged 17 SP:Iteration 94Q (25827.850000 sec): 3 clusters Score: Raw -39650403.281887 + Penalty 6167.039216 = -39644236.242671 nChanged 15 SP:Iteration 95Q (25828.940000 sec): 3 clusters Score: Raw -39650407.129846 + Penalty 6167.039216 = -39644240.090630 nChanged 21 SP:Iteration 96Q (25830.040000 sec): 3 clusters Score: Raw -39650412.133684 + Penalty 6167.039216 = -39644245.094468 nChanged 15 SP:Iteration 97Q (25831.120000 sec): 3 clusters Score: Raw -39650416.048779 + Penalty 6167.039216 = -39644249.009564 nChanged 12 SP:Iteration 98Q (25832.280000 sec): 3 clusters Score: Raw -39650418.183990 + Penalty 6167.039216 = -39644251.144774 nChanged 13 SP:Iteration 99Q (25833.510000 sec): 3 clusters Score: Raw -39650421.524155 + Penalty 6167.039216 = -39644254.484939 nChanged 13 SP:Iteration 100F (25834.950000 sec): 3 clusters Score: Raw -39650424.994103 + Penalty 6167.039216 = -39644257.954887 nChanged 12 SP:Iteration 101Q (25836.120000 sec): 3 clusters Score: Raw -39650427.813403 + Penalty 6167.039216 = -39644260.774187 nChanged 10 SP:Iteration 102Q (25837.220000 sec): 3 clusters Score: Raw -39650429.804845 + Penalty 6167.039216 = -39644262.765629 nChanged 7 SP:Iteration 103Q (25838.320000 sec): 3 clusters Score: Raw -39650431.492496 + Penalty 6167.039216 = -39644264.453280 nChanged 9 SP:Iteration 104Q (25839.590000 sec): 3 clusters Score: Raw -39650433.935733 + Penalty 6167.039216 = -39644266.896517 nChanged 9 SP:Iteration 105Q (25840.900000 sec): 3 clusters Score: Raw -39650436.455285 + Penalty 6167.039216 = -39644269.416069 nChanged 10 SP:Iteration 106Q (25842.110000 sec): 3 clusters Score: Raw -39650438.980323 + Penalty 6167.039216 = -39644271.941107 nChanged 12 SP:Iteration 107Q (25843.230000 sec): 3 clusters Score: Raw -39650441.933163 + Penalty 6167.039216 = -39644274.893947 nChanged 7 SP:Iteration 108Q (25844.370000 sec): 3 clusters Score: Raw -39650443.382056 + Penalty 6167.039216 = -39644276.342840 nChanged 3 SP:Iteration 109Q (25845.430000 sec): 3 clusters Score: Raw -39650443.844701 + Penalty 6167.039216 = -39644276.805485 nChanged 2 SP:Iteration 110Q (25846.620000 sec): 3 clusters Score: Raw -39650444.076137 + Penalty 6167.039216 = -39644277.036921 nChanged 0 SP:Iteration 111F (25848.250000 sec): 3 clusters Score: Raw -39650444.076137 + Penalty 6167.039216 = -39644277.036921 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (6986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25848.450000 sec): 2 clusters Score: Raw -1107710.192455 + Penalty 2195.212529 = -1105514.979925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25848.670000 sec): 3 clusters Score: Raw -1104169.268648 + Penalty 4390.425059 = -1099778.843589 nChanged 2698 SP:Iteration 1F (25848.870000 sec): 3 clusters Score: Raw -1105673.658856 + Penalty 4390.425059 = -1101283.233797 nChanged 546 SP:Iteration 2F (25849.100000 sec): 3 clusters Score: Raw -1106002.024990 + Penalty 4390.425059 = -1101611.599931 nChanged 430 SP:Iteration 3F (25849.280000 sec): 3 clusters Score: Raw -1106258.690613 + Penalty 4390.425059 = -1101868.265554 nChanged 365 SP:Iteration 4F (25849.510000 sec): 3 clusters Score: Raw -1106473.746763 + Penalty 4390.425059 = -1102083.321704 nChanged 319 SP:Iteration 5Q (25849.720000 sec): 3 clusters Score: Raw -1106661.496742 + Penalty 4390.425059 = -1102271.071683 nChanged 289 SP:Iteration 6Q (25849.910000 sec): 3 clusters Score: Raw -1106849.236087 + Penalty 4390.425059 = -1102458.811028 nChanged 283 SP:Iteration 7Q (25850.160000 sec): 3 clusters Score: Raw -1107024.050714 + Penalty 4390.425059 = -1102633.625655 nChanged 255 SP:Iteration 8Q (25850.350000 sec): 3 clusters Score: Raw -1107199.346526 + Penalty 4390.425059 = -1102808.921467 nChanged 236 SP:Iteration 9Q (25850.560000 sec): 3 clusters Score: Raw -1107355.465117 + Penalty 4390.425059 = -1102965.040059 nChanged 211 SP:Iteration 10Q (25850.790000 sec): 3 clusters Score: Raw -1107506.077410 + Penalty 4390.425059 = -1103115.652351 nChanged 176 SP:Iteration 11Q (25851.000000 sec): 3 clusters Score: Raw -1107631.570533 + Penalty 4390.425059 = -1103241.145474 nChanged 164 SP:Iteration 12Q (25851.190000 sec): 3 clusters Score: Raw -1107742.069109 + Penalty 4390.425059 = -1103351.644050 nChanged 120 SP:Iteration 13Q (25851.380000 sec): 3 clusters Score: Raw -1107824.870019 + Penalty 4390.425059 = -1103434.444960 nChanged 106 SP:Iteration 14Q (25851.610000 sec): 3 clusters Score: Raw -1107894.294904 + Penalty 4390.425059 = -1103503.869845 nChanged 98 SP:Iteration 15Q (25851.800000 sec): 3 clusters Score: Raw -1107963.476563 + Penalty 4390.425059 = -1103573.051504 nChanged 80 SP:Iteration 16Q (25852.030000 sec): 3 clusters Score: Raw -1108017.933222 + Penalty 4390.425059 = -1103627.508163 nChanged 67 SP:Iteration 17Q (25852.200000 sec): 3 clusters Score: Raw -1108063.733193 + Penalty 4390.425059 = -1103673.308134 nChanged 52 SP:Iteration 18Q (25852.400000 sec): 3 clusters Score: Raw -1108099.534078 + Penalty 4390.425059 = -1103709.109019 nChanged 49 SP:Iteration 19Q (25852.590000 sec): 3 clusters Score: Raw -1108130.554636 + Penalty 4390.425059 = -1103740.129577 nChanged 30 SP:Iteration 20F (25852.810000 sec): 3 clusters Score: Raw -1108148.294467 + Penalty 4390.425059 = -1103757.869408 nChanged 23 SP:Iteration 21Q (25853.010000 sec): 3 clusters Score: Raw -1108161.873037 + Penalty 4390.425059 = -1103771.447978 nChanged 14 SP:Iteration 22Q (25853.260000 sec): 3 clusters Score: Raw -1108170.380201 + Penalty 4390.425059 = -1103779.955142 nChanged 10 SP:Iteration 23Q (25853.460000 sec): 3 clusters Score: Raw -1108176.003293 + Penalty 4390.425059 = -1103785.578234 nChanged 10 SP:Iteration 24Q (25853.730000 sec): 3 clusters Score: Raw -1108181.587644 + Penalty 4390.425059 = -1103791.162585 nChanged 12 SP:Iteration 25Q (25853.960000 sec): 3 clusters Score: Raw -1108186.939617 + Penalty 4390.425059 = -1103796.514558 nChanged 6 SP:Iteration 26Q (25854.200000 sec): 3 clusters Score: Raw -1108189.666219 + Penalty 4390.425059 = -1103799.241160 nChanged 4 SP:Iteration 27Q (25854.440000 sec): 3 clusters Score: Raw -1108191.841711 + Penalty 4390.425059 = -1103801.416652 nChanged 3 SP:Iteration 28Q (25854.680000 sec): 3 clusters Score: Raw -1108193.019761 + Penalty 4390.425059 = -1103802.594702 nChanged 1 SP:Iteration 29Q (25854.920000 sec): 3 clusters Score: Raw -1108193.614518 + Penalty 4390.425059 = -1103803.189459 nChanged 3 SP:Iteration 30Q (25855.130000 sec): 3 clusters Score: Raw -1108194.763057 + Penalty 4390.425059 = -1103804.337998 nChanged 1 SP:Iteration 31Q (25855.330000 sec): 3 clusters Score: Raw -1108194.913510 + Penalty 4390.425059 = -1103804.488451 nChanged 0 SP:Iteration 32F (25855.530000 sec): 3 clusters Score: Raw -1108194.913510 + Penalty 4390.425059 = -1103804.488451 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (26390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25855.770000 sec): 2 clusters Score: Raw -4176583.160774 + Penalty 2524.823627 = -4174058.337148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25856.150000 sec): 3 clusters Score: Raw -4160856.926015 + Penalty 5049.647253 = -4155807.278762 nChanged 11923 SP:Iteration 1F (25856.440000 sec): 3 clusters Score: Raw -4167524.782565 + Penalty 5049.647253 = -4162475.135312 nChanged 1470 SP:Iteration 2F (25856.790000 sec): 3 clusters Score: Raw -4168116.491078 + Penalty 5049.647253 = -4163066.843825 nChanged 1419 SP:Iteration 3F (25857.130000 sec): 3 clusters Score: Raw -4168766.951251 + Penalty 5049.647253 = -4163717.303998 nChanged 1495 SP:Iteration 4F (25857.460000 sec): 3 clusters Score: Raw -4169557.919779 + Penalty 5049.647253 = -4164508.272526 nChanged 1601 SP:Iteration 5F (25857.800000 sec): 3 clusters Score: Raw -4170528.647687 + Penalty 5049.647253 = -4165479.000434 nChanged 1652 SP:Iteration 6F (25858.150000 sec): 3 clusters Score: Raw -4171617.574513 + Penalty 5049.647253 = -4166567.927260 nChanged 1581 SP:Iteration 7F (25858.480000 sec): 3 clusters Score: Raw -4172686.779469 + Penalty 5049.647253 = -4167637.132216 nChanged 1347 SP:Iteration 8F (25858.790000 sec): 3 clusters Score: Raw -4173588.851191 + Penalty 5049.647253 = -4168539.203938 nChanged 1179 SP:Iteration 9Q (25859.070000 sec): 3 clusters Score: Raw -4174382.649423 + Penalty 5049.647253 = -4169333.002170 nChanged 997 SP:Iteration 10Q (25859.390000 sec): 3 clusters Score: Raw -4175062.755006 + Penalty 5049.647253 = -4170013.107753 nChanged 785 SP:Iteration 11Q (25859.730000 sec): 3 clusters Score: Raw -4175610.205572 + Penalty 5049.647253 = -4170560.558319 nChanged 586 SP:Iteration 12Q (25860.010000 sec): 3 clusters Score: Raw -4176037.422281 + Penalty 5049.647253 = -4170987.775028 nChanged 417 SP:Iteration 13Q (25860.320000 sec): 3 clusters Score: Raw -4176343.514693 + Penalty 5049.647253 = -4171293.867440 nChanged 281 SP:Iteration 14Q (25860.650000 sec): 3 clusters Score: Raw -4176549.372663 + Penalty 5049.647253 = -4171499.725410 nChanged 168 SP:Iteration 15Q (25860.940000 sec): 3 clusters Score: Raw -4176674.941325 + Penalty 5049.647253 = -4171625.294072 nChanged 117 SP:Iteration 16Q (25861.260000 sec): 3 clusters Score: Raw -4176758.294867 + Penalty 5049.647253 = -4171708.647614 nChanged 80 SP:Iteration 17Q (25861.550000 sec): 3 clusters Score: Raw -4176822.597451 + Penalty 5049.647253 = -4171772.950198 nChanged 52 SP:Iteration 18Q (25861.840000 sec): 3 clusters Score: Raw -4176869.788722 + Penalty 5049.647253 = -4171820.141469 nChanged 41 SP:Iteration 19Q (25862.180000 sec): 3 clusters Score: Raw -4176904.238331 + Penalty 5049.647253 = -4171854.591078 nChanged 27 SP:Iteration 20F (25862.510000 sec): 3 clusters Score: Raw -4176928.044723 + Penalty 5049.647253 = -4171878.397470 nChanged 16 SP:Iteration 21Q (25862.850000 sec): 3 clusters Score: Raw -4176941.727975 + Penalty 5049.647253 = -4171892.080722 nChanged 14 SP:Iteration 22Q (25863.170000 sec): 3 clusters Score: Raw -4176952.081347 + Penalty 5049.647253 = -4171902.434094 nChanged 11 SP:Iteration 23Q (25863.480000 sec): 3 clusters Score: Raw -4176963.055142 + Penalty 5049.647253 = -4171913.407889 nChanged 13 SP:Iteration 24Q (25863.780000 sec): 3 clusters Score: Raw -4176974.200638 + Penalty 5049.647253 = -4171924.553385 nChanged 7 SP:Iteration 25Q (25864.100000 sec): 3 clusters Score: Raw -4176979.057343 + Penalty 5049.647253 = -4171929.410090 nChanged 6 SP:Iteration 26Q (25864.450000 sec): 3 clusters Score: Raw -4176983.067324 + Penalty 5049.647253 = -4171933.420071 nChanged 7 SP:Iteration 27Q (25864.780000 sec): 3 clusters Score: Raw -4176987.957760 + Penalty 5049.647253 = -4171938.310507 nChanged 5 SP:Iteration 28Q (25865.170000 sec): 3 clusters Score: Raw -4176990.367668 + Penalty 5049.647253 = -4171940.720415 nChanged 1 SP:Iteration 29Q (25865.460000 sec): 3 clusters Score: Raw -4176991.222251 + Penalty 5049.647253 = -4171941.574998 nChanged 3 SP:Iteration 30Q (25865.810000 sec): 3 clusters Score: Raw -4176992.864374 + Penalty 5049.647253 = -4171943.217121 nChanged 2 SP:Iteration 31Q (25866.090000 sec): 3 clusters Score: Raw -4176994.017538 + Penalty 5049.647253 = -4171944.370285 nChanged 4 SP:Iteration 32Q (25866.430000 sec): 3 clusters Score: Raw -4176998.374890 + Penalty 5049.647253 = -4171948.727637 nChanged 4 SP:Iteration 33Q (25866.720000 sec): 3 clusters Score: Raw -4177002.398709 + Penalty 5049.647253 = -4171952.751456 nChanged 5 SP:Iteration 34Q (25867.060000 sec): 3 clusters Score: Raw -4177007.152732 + Penalty 5049.647253 = -4171957.505479 nChanged 4 SP:Iteration 35Q (25867.340000 sec): 3 clusters Score: Raw -4177009.997532 + Penalty 5049.647253 = -4171960.350279 nChanged 5 SP:Iteration 36Q (25867.630000 sec): 3 clusters Score: Raw -4177016.851501 + Penalty 5049.647253 = -4171967.204248 nChanged 6 SP:Iteration 37Q (25867.930000 sec): 3 clusters Score: Raw -4177021.062118 + Penalty 5049.647253 = -4171971.414865 nChanged 6 SP:Iteration 38Q (25868.180000 sec): 3 clusters Score: Raw -4177023.663711 + Penalty 5049.647253 = -4171974.016458 nChanged 2 SP:Iteration 39Q (25868.520000 sec): 3 clusters Score: Raw -4177025.757883 + Penalty 5049.647253 = -4171976.110630 nChanged 4 SP:Iteration 40F (25868.760000 sec): 3 clusters Score: Raw -4177028.636811 + Penalty 5049.647253 = -4171978.989558 nChanged 1 SP:Iteration 41Q (25869.070000 sec): 3 clusters Score: Raw -4177028.868408 + Penalty 5049.647253 = -4171979.221155 nChanged 0 SP:Iteration 42F (25869.360000 sec): 3 clusters Score: Raw -4177028.868408 + Penalty 5049.647253 = -4171979.221155 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25869.440000 sec): 2 clusters Score: Raw -44791.112750 + Penalty 1444.115382 = -43346.997368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25869.590000 sec): 3 clusters Score: Raw -44965.374845 + Penalty 2888.230764 = -42077.144081 nChanged 53 SP:Iteration 1F (25869.770000 sec): 3 clusters Score: Raw -45194.859042 + Penalty 2888.230764 = -42306.628278 nChanged 16 SP:Iteration 2Q (25869.940000 sec): 3 clusters Score: Raw -45261.126395 + Penalty 2888.230764 = -42372.895631 nChanged 8 SP:Iteration 3Q (25870.110000 sec): 3 clusters Score: Raw -45290.535534 + Penalty 2888.230764 = -42402.304770 nChanged 4 SP:Iteration 4Q (25870.320000 sec): 3 clusters Score: Raw -45304.473547 + Penalty 2888.230764 = -42416.242783 nChanged 2 SP:Iteration 5Q (25870.460000 sec): 3 clusters Score: Raw -45315.136672 + Penalty 2888.230764 = -42426.905908 nChanged 1 SP:Iteration 6Q (25870.660000 sec): 3 clusters Score: Raw -45329.134615 + Penalty 2888.230764 = -42440.903851 nChanged 1 SP:Iteration 7Q (25870.860000 sec): 3 clusters Score: Raw -45333.361490 + Penalty 2888.230764 = -42445.130726 nChanged 0 SP:Iteration 8F (25871.040000 sec): 3 clusters Score: Raw -45333.361490 + Penalty 2888.230764 = -42445.130726 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (74993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25871.490000 sec): 2 clusters Score: Raw -12155249.104303 + Penalty 2783.837214 = -12152465.267089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25872.140000 sec): 3 clusters Score: Raw -12107876.920029 + Penalty 5567.674427 = -12102309.245602 nChanged 35063 SP:Iteration 1F (25872.700000 sec): 3 clusters Score: Raw -12127550.870112 + Penalty 5567.674427 = -12121983.195685 nChanged 2691 SP:Iteration 2Q (25873.360000 sec): 3 clusters Score: Raw -12128273.093911 + Penalty 5567.674427 = -12122705.419484 nChanged 2828 SP:Iteration 3Q (25873.960000 sec): 3 clusters Score: Raw -12129174.017575 + Penalty 5567.674427 = -12123606.343148 nChanged 3398 SP:Iteration 4Q (25874.570000 sec): 3 clusters Score: Raw -12130562.607805 + Penalty 5567.674427 = -12124994.933378 nChanged 4047 SP:Iteration 5F (25875.160000 sec): 3 clusters Score: Raw -12132520.783895 + Penalty 5567.674427 = -12126953.109468 nChanged 4675 SP:Iteration 6F (25875.800000 sec): 3 clusters Score: Raw -12135135.669048 + Penalty 5567.674427 = -12129567.994621 nChanged 5062 SP:Iteration 7F (25876.400000 sec): 3 clusters Score: Raw -12138297.994036 + Penalty 5567.674427 = -12132730.319609 nChanged 5144 SP:Iteration 8F (25876.940000 sec): 3 clusters Score: Raw -12141804.094428 + Penalty 5567.674427 = -12136236.420001 nChanged 4751 SP:Iteration 9F (25877.510000 sec): 3 clusters Score: Raw -12145193.049133 + Penalty 5567.674427 = -12139625.374706 nChanged 4102 SP:Iteration 10F (25878.070000 sec): 3 clusters Score: Raw -12148195.781647 + Penalty 5567.674427 = -12142628.107220 nChanged 3375 SP:Iteration 11Q (25878.640000 sec): 3 clusters Score: Raw -12150682.241563 + Penalty 5567.674427 = -12145114.567136 nChanged 2506 SP:Iteration 12Q (25879.240000 sec): 3 clusters Score: Raw -12152569.898061 + Penalty 5567.674427 = -12147002.223633 nChanged 1751 SP:Iteration 13Q (25879.900000 sec): 3 clusters Score: Raw -12153851.136011 + Penalty 5567.674427 = -12148283.461583 nChanged 1074 SP:Iteration 14Q (25880.530000 sec): 3 clusters Score: Raw -12154595.965243 + Penalty 5567.674427 = -12149028.290815 nChanged 618 SP:Iteration 15Q (25881.120000 sec): 3 clusters Score: Raw -12154994.560546 + Penalty 5567.674427 = -12149426.886119 nChanged 369 SP:Iteration 16Q (25881.650000 sec): 3 clusters Score: Raw -12155237.033004 + Penalty 5567.674427 = -12149669.358577 nChanged 203 SP:Iteration 17Q (25882.230000 sec): 3 clusters Score: Raw -12155372.844680 + Penalty 5567.674427 = -12149805.170253 nChanged 126 SP:Iteration 18Q (25882.730000 sec): 3 clusters Score: Raw -12155456.999324 + Penalty 5567.674427 = -12149889.324897 nChanged 87 SP:Iteration 19Q (25883.280000 sec): 3 clusters Score: Raw -12155513.625843 + Penalty 5567.674427 = -12149945.951415 nChanged 63 SP:Iteration 20F (25883.880000 sec): 3 clusters Score: Raw -12155551.935547 + Penalty 5567.674427 = -12149984.261120 nChanged 43 SP:Iteration 21Q (25884.440000 sec): 3 clusters Score: Raw -12155580.544088 + Penalty 5567.674427 = -12150012.869660 nChanged 33 SP:Iteration 22Q (25884.960000 sec): 3 clusters Score: Raw -12155602.221654 + Penalty 5567.674427 = -12150034.547227 nChanged 26 SP:Iteration 23Q (25885.440000 sec): 3 clusters Score: Raw -12155617.568924 + Penalty 5567.674427 = -12150049.894496 nChanged 18 SP:Iteration 24Q (25885.980000 sec): 3 clusters Score: Raw -12155631.701448 + Penalty 5567.674427 = -12150064.027021 nChanged 21 SP:Iteration 25Q (25886.490000 sec): 3 clusters Score: Raw -12155651.581037 + Penalty 5567.674427 = -12150083.906610 nChanged 18 SP:Iteration 26Q (25887.050000 sec): 3 clusters Score: Raw -12155665.364830 + Penalty 5567.674427 = -12150097.690403 nChanged 12 SP:Iteration 27Q (25887.550000 sec): 3 clusters Score: Raw -12155677.505355 + Penalty 5567.674427 = -12150109.830928 nChanged 12 SP:Iteration 28Q (25888.060000 sec): 3 clusters Score: Raw -12155684.658344 + Penalty 5567.674427 = -12150116.983917 nChanged 5 SP:Iteration 29Q (25888.580000 sec): 3 clusters Score: Raw -12155688.348440 + Penalty 5567.674427 = -12150120.674013 nChanged 8 SP:Iteration 30Q (25889.090000 sec): 3 clusters Score: Raw -12155693.793722 + Penalty 5567.674427 = -12150126.119295 nChanged 4 SP:Iteration 31Q (25889.630000 sec): 3 clusters Score: Raw -12155695.401812 + Penalty 5567.674427 = -12150127.727385 nChanged 1 SP:Iteration 32Q (25890.160000 sec): 3 clusters Score: Raw -12155695.893744 + Penalty 5567.674427 = -12150128.219317 nChanged 2 SP:Iteration 33Q (25890.740000 sec): 3 clusters Score: Raw -12155697.667732 + Penalty 5567.674427 = -12150129.993305 nChanged 2 SP:Iteration 34Q (25891.270000 sec): 3 clusters Score: Raw -12155698.910414 + Penalty 5567.674427 = -12150131.235986 nChanged 2 SP:Iteration 35Q (25891.820000 sec): 3 clusters Score: Raw -12155700.498656 + Penalty 5567.674427 = -12150132.824228 nChanged 5 SP:Iteration 36Q (25892.450000 sec): 3 clusters Score: Raw -12155704.982523 + Penalty 5567.674427 = -12150137.308095 nChanged 3 SP:Iteration 37Q (25893.000000 sec): 3 clusters Score: Raw -12155706.404438 + Penalty 5567.674427 = -12150138.730011 nChanged 5 SP:Iteration 38Q (25893.550000 sec): 3 clusters Score: Raw -12155709.348849 + Penalty 5567.674427 = -12150141.674422 nChanged 2 SP:Iteration 39Q (25894.040000 sec): 3 clusters Score: Raw -12155710.341736 + Penalty 5567.674427 = -12150142.667309 nChanged 1 SP:Iteration 40F (25894.620000 sec): 3 clusters Score: Raw -12155710.964444 + Penalty 5567.674427 = -12150143.290017 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25894.710000 sec): 2 clusters Score: Raw -45250.476245 + Penalty 1429.767393 = -43820.708851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25894.970000 sec): 3 clusters Score: Raw -45370.102040 + Penalty 2859.534787 = -42510.567253 nChanged 41 SP:Iteration 1F (25895.170000 sec): 3 clusters Score: Raw -45538.031212 + Penalty 2859.534787 = -42678.496425 nChanged 11 SP:Iteration 2Q (25895.340000 sec): 3 clusters Score: Raw -45616.158774 + Penalty 2859.534787 = -42756.623987 nChanged 12 SP:Iteration 3Q (25895.550000 sec): 3 clusters Score: Raw -45705.817674 + Penalty 2859.534787 = -42846.282887 nChanged 10 SP:Iteration 4Q (25895.730000 sec): 3 clusters Score: Raw -45745.707575 + Penalty 2859.534787 = -42886.172788 nChanged 3 SP:Iteration 5Q (25895.890000 sec): 3 clusters Score: Raw -45771.696094 + Penalty 2859.534787 = -42912.161307 nChanged 0 SP:Iteration 6F (25896.030000 sec): 3 clusters Score: Raw -45771.696094 + Penalty 2859.534787 = -42912.161307 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25896.170000 sec): 2 clusters Score: Raw -281527.511220 + Penalty 1867.957860 = -279659.553361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25896.350000 sec): 3 clusters Score: Raw -280878.979479 + Penalty 3735.915719 = -277143.063760 nChanged 581 SP:Iteration 1F (25896.510000 sec): 3 clusters Score: Raw -281336.398503 + Penalty 3735.915719 = -277600.482784 nChanged 133 SP:Iteration 2F (25896.700000 sec): 3 clusters Score: Raw -281467.223614 + Penalty 3735.915719 = -277731.307894 nChanged 74 SP:Iteration 3Q (25896.910000 sec): 3 clusters Score: Raw -281535.958500 + Penalty 3735.915719 = -277800.042781 nChanged 51 SP:Iteration 4Q (25897.080000 sec): 3 clusters Score: Raw -281594.992751 + Penalty 3735.915719 = -277859.077032 nChanged 50 SP:Iteration 5Q (25897.290000 sec): 3 clusters Score: Raw -281655.852770 + Penalty 3735.915719 = -277919.937051 nChanged 52 SP:Iteration 6Q (25897.490000 sec): 3 clusters Score: Raw -281710.624098 + Penalty 3735.915719 = -277974.708379 nChanged 42 SP:Iteration 7Q (25897.650000 sec): 3 clusters Score: Raw -281758.340092 + Penalty 3735.915719 = -278022.424373 nChanged 27 SP:Iteration 8Q (25897.860000 sec): 3 clusters Score: Raw -281797.481367 + Penalty 3735.915719 = -278061.565648 nChanged 39 SP:Iteration 9Q (25898.020000 sec): 3 clusters Score: Raw -281860.682421 + Penalty 3735.915719 = -278124.766702 nChanged 60 SP:Iteration 10Q (25898.170000 sec): 3 clusters Score: Raw -281941.984139 + Penalty 3735.915719 = -278206.068420 nChanged 58 SP:Iteration 11Q (25898.380000 sec): 3 clusters Score: Raw -282029.344168 + Penalty 3735.915719 = -278293.428449 nChanged 58 SP:Iteration 12Q (25898.560000 sec): 3 clusters Score: Raw -282144.676901 + Penalty 3735.915719 = -278408.761182 nChanged 60 SP:Iteration 13Q (25898.760000 sec): 3 clusters Score: Raw -282287.065084 + Penalty 3735.915719 = -278551.149365 nChanged 77 SP:Iteration 14Q (25898.920000 sec): 3 clusters Score: Raw -282440.088937 + Penalty 3735.915719 = -278704.173218 nChanged 60 SP:Iteration 15Q (25899.090000 sec): 3 clusters Score: Raw -282520.339048 + Penalty 3735.915719 = -278784.423329 nChanged 42 SP:Iteration 16Q (25899.270000 sec): 3 clusters Score: Raw -282563.785823 + Penalty 3735.915719 = -278827.870104 nChanged 25 SP:Iteration 17Q (25899.430000 sec): 3 clusters Score: Raw -282587.853046 + Penalty 3735.915719 = -278851.937327 nChanged 24 SP:Iteration 18Q (25899.630000 sec): 3 clusters Score: Raw -282606.946558 + Penalty 3735.915719 = -278871.030839 nChanged 17 SP:Iteration 19Q (25899.810000 sec): 3 clusters Score: Raw -282619.701769 + Penalty 3735.915719 = -278883.786050 nChanged 8 SP:Iteration 20F (25899.990000 sec): 3 clusters Score: Raw -282629.123913 + Penalty 3735.915719 = -278893.208194 nChanged 12 SP:Iteration 21Q (25900.210000 sec): 3 clusters Score: Raw -282640.541760 + Penalty 3735.915719 = -278904.626041 nChanged 10 SP:Iteration 22Q (25900.430000 sec): 3 clusters Score: Raw -282647.351041 + Penalty 3735.915719 = -278911.435322 nChanged 6 SP:Iteration 23Q (25900.600000 sec): 3 clusters Score: Raw -282651.874728 + Penalty 3735.915719 = -278915.959009 nChanged 4 SP:Iteration 24Q (25900.840000 sec): 3 clusters Score: Raw -282655.522430 + Penalty 3735.915719 = -278919.606710 nChanged 4 SP:Iteration 25Q (25901.060000 sec): 3 clusters Score: Raw -282659.230545 + Penalty 3735.915719 = -278923.314826 nChanged 4 SP:Iteration 26Q (25901.210000 sec): 3 clusters Score: Raw -282663.762117 + Penalty 3735.915719 = -278927.846397 nChanged 5 SP:Iteration 27Q (25901.390000 sec): 3 clusters Score: Raw -282666.856678 + Penalty 3735.915719 = -278930.940959 nChanged 3 SP:Iteration 28Q (25901.560000 sec): 3 clusters Score: Raw -282668.391795 + Penalty 3735.915719 = -278932.476076 nChanged 1 SP:Iteration 29Q (25901.740000 sec): 3 clusters Score: Raw -282668.807721 + Penalty 3735.915719 = -278932.892002 nChanged 1 SP:Iteration 30Q (25901.910000 sec): 3 clusters Score: Raw -282669.473673 + Penalty 3735.915719 = -278933.557954 nChanged 0 SP:Iteration 31F (25902.130000 sec): 3 clusters Score: Raw -282669.473673 + Penalty 3735.915719 = -278933.557954 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25902.240000 sec): 2 clusters Score: Raw -831544.049888 + Penalty 2136.126188 = -829407.923700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25902.450000 sec): 3 clusters Score: Raw -828862.842377 + Penalty 4272.252376 = -824590.590000 nChanged 2169 SP:Iteration 1F (25902.710000 sec): 3 clusters Score: Raw -830132.030789 + Penalty 4272.252376 = -825859.778412 nChanged 434 SP:Iteration 2F (25902.920000 sec): 3 clusters Score: Raw -830433.881684 + Penalty 4272.252376 = -826161.629308 nChanged 311 SP:Iteration 3F (25903.130000 sec): 3 clusters Score: Raw -830658.078953 + Penalty 4272.252376 = -826385.826577 nChanged 293 SP:Iteration 4F (25903.350000 sec): 3 clusters Score: Raw -830888.391259 + Penalty 4272.252376 = -826616.138883 nChanged 299 SP:Iteration 5F (25903.590000 sec): 3 clusters Score: Raw -831228.578345 + Penalty 4272.252376 = -826956.325968 nChanged 339 SP:Iteration 6F (25903.780000 sec): 3 clusters Score: Raw -831685.208841 + Penalty 4272.252376 = -827412.956464 nChanged 356 SP:Iteration 7F (25904.000000 sec): 3 clusters Score: Raw -832120.395573 + Penalty 4272.252376 = -827848.143197 nChanged 314 SP:Iteration 8F (25904.210000 sec): 3 clusters Score: Raw -832509.142769 + Penalty 4272.252376 = -828236.890392 nChanged 271 SP:Iteration 9Q (25904.430000 sec): 3 clusters Score: Raw -832788.680459 + Penalty 4272.252376 = -828516.428082 nChanged 171 SP:Iteration 10Q (25904.650000 sec): 3 clusters Score: Raw -832959.223854 + Penalty 4272.252376 = -828686.971477 nChanged 121 SP:Iteration 11Q (25904.880000 sec): 3 clusters Score: Raw -833074.744315 + Penalty 4272.252376 = -828802.491939 nChanged 90 SP:Iteration 12Q (25905.130000 sec): 3 clusters Score: Raw -833161.714071 + Penalty 4272.252376 = -828889.461694 nChanged 63 SP:Iteration 13Q (25905.310000 sec): 3 clusters Score: Raw -833209.853612 + Penalty 4272.252376 = -828937.601236 nChanged 40 SP:Iteration 14Q (25905.550000 sec): 3 clusters Score: Raw -833234.628834 + Penalty 4272.252376 = -828962.376458 nChanged 25 SP:Iteration 15Q (25905.770000 sec): 3 clusters Score: Raw -833247.848464 + Penalty 4272.252376 = -828975.596088 nChanged 12 SP:Iteration 16Q (25905.980000 sec): 3 clusters Score: Raw -833254.970540 + Penalty 4272.252376 = -828982.718164 nChanged 14 SP:Iteration 17Q (25906.210000 sec): 3 clusters Score: Raw -833265.896391 + Penalty 4272.252376 = -828993.644014 nChanged 16 SP:Iteration 18Q (25906.440000 sec): 3 clusters Score: Raw -833277.146335 + Penalty 4272.252376 = -829004.893959 nChanged 20 SP:Iteration 19Q (25906.610000 sec): 3 clusters Score: Raw -833286.592427 + Penalty 4272.252376 = -829014.340051 nChanged 8 SP:Iteration 20F (25906.880000 sec): 3 clusters Score: Raw -833294.554851 + Penalty 4272.252376 = -829022.302475 nChanged 7 SP:Iteration 21Q (25907.100000 sec): 3 clusters Score: Raw -833301.066420 + Penalty 4272.252376 = -829028.814043 nChanged 7 SP:Iteration 22Q (25907.300000 sec): 3 clusters Score: Raw -833303.872331 + Penalty 4272.252376 = -829031.619955 nChanged 4 SP:Iteration 23Q (25907.500000 sec): 3 clusters Score: Raw -833306.081650 + Penalty 4272.252376 = -829033.829274 nChanged 5 SP:Iteration 24Q (25907.700000 sec): 3 clusters Score: Raw -833309.385818 + Penalty 4272.252376 = -829037.133442 nChanged 4 SP:Iteration 25Q (25907.910000 sec): 3 clusters Score: Raw -833312.606985 + Penalty 4272.252376 = -829040.354608 nChanged 2 SP:Iteration 26Q (25908.120000 sec): 3 clusters Score: Raw -833314.049450 + Penalty 4272.252376 = -829041.797074 nChanged 3 SP:Iteration 27Q (25908.400000 sec): 3 clusters Score: Raw -833315.468938 + Penalty 4272.252376 = -829043.216562 nChanged 0 SP:Iteration 28F (25908.590000 sec): 3 clusters Score: Raw -833315.468938 + Penalty 4272.252376 = -829043.216562 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25908.670000 sec): 2 clusters Score: Raw -41146.749333 + Penalty 1507.823432 = -39638.925900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25908.840000 sec): 3 clusters Score: Raw -41561.971157 + Penalty 3015.646865 = -38546.324292 nChanged 140 SP:Iteration 1F (25909.020000 sec): 3 clusters Score: Raw -42690.659682 + Penalty 3015.646865 = -39675.012817 nChanged 51 SP:Iteration 2F (25909.190000 sec): 3 clusters Score: Raw -43155.119341 + Penalty 3015.646865 = -40139.472477 nChanged 22 SP:Iteration 3F (25909.360000 sec): 3 clusters Score: Raw -43370.207371 + Penalty 3015.646865 = -40354.560506 nChanged 15 SP:Iteration 4Q (25909.540000 sec): 3 clusters Score: Raw -43513.388627 + Penalty 3015.646865 = -40497.741762 nChanged 13 SP:Iteration 5Q (25909.730000 sec): 3 clusters Score: Raw -43618.412554 + Penalty 3015.646865 = -40602.765689 nChanged 6 SP:Iteration 6Q (25909.900000 sec): 3 clusters Score: Raw -43717.984159 + Penalty 3015.646865 = -40702.337295 nChanged 3 SP:Iteration 7Q (25910.110000 sec): 3 clusters Score: Raw -43792.027366 + Penalty 3015.646865 = -40776.380502 nChanged 6 SP:Iteration 8Q (25910.300000 sec): 3 clusters Score: Raw -43864.948235 + Penalty 3015.646865 = -40849.301370 nChanged 3 SP:Iteration 9Q (25910.460000 sec): 3 clusters Score: Raw -43988.016290 + Penalty 3015.646865 = -40972.369425 nChanged 5 SP:Iteration 10Q (25910.600000 sec): 3 clusters Score: Raw -44118.658241 + Penalty 3015.646865 = -41103.011377 nChanged 1 SP:Iteration 11Q (25910.790000 sec): 3 clusters Score: Raw -44200.941528 + Penalty 3015.646865 = -41185.294663 nChanged 1 SP:Iteration 12Q (25910.980000 sec): 3 clusters Score: Raw -44241.795914 + Penalty 3015.646865 = -41226.149049 nChanged 1 SP:Iteration 13Q (25911.130000 sec): 3 clusters Score: Raw -44275.964855 + Penalty 3015.646865 = -41260.317990 nChanged 2 SP:Iteration 14Q (25911.290000 sec): 3 clusters Score: Raw -44461.451384 + Penalty 3015.646865 = -41445.804519 nChanged 0 SP:Iteration 15F (25911.470000 sec): 3 clusters Score: Raw -44490.292747 + Penalty 3015.646865 = -41474.645883 nChanged 2 SP:Iteration 16Q (25911.620000 sec): 3 clusters Score: Raw -44612.893023 + Penalty 3015.646865 = -41597.246158 nChanged 0 SP:Iteration 17F (25911.770000 sec): 3 clusters Score: Raw -44612.893023 + Penalty 3015.646865 = -41597.246158 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25911.850000 sec): 2 clusters Score: Raw -56183.193471 + Penalty 1443.380567 = -54739.812904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25912.020000 sec): 3 clusters Score: Raw -56365.124701 + Penalty 2886.761133 = -53478.363567 nChanged 58 SP:Iteration 1F (25912.180000 sec): 3 clusters Score: Raw -56696.415320 + Penalty 2886.761133 = -53809.654186 nChanged 39 SP:Iteration 2F (25912.380000 sec): 3 clusters Score: Raw -56985.559621 + Penalty 2886.761133 = -54098.798488 nChanged 34 SP:Iteration 3F (25912.520000 sec): 3 clusters Score: Raw -57347.997445 + Penalty 2886.761133 = -54461.236311 nChanged 21 SP:Iteration 4F (25912.700000 sec): 3 clusters Score: Raw -57573.731350 + Penalty 2886.761133 = -54686.970216 nChanged 2 SP:Iteration 5Q (25912.920000 sec): 3 clusters Score: Raw -57613.334690 + Penalty 2886.761133 = -54726.573557 nChanged 6 SP:Iteration 6Q (25913.090000 sec): 3 clusters Score: Raw -57810.814682 + Penalty 2886.761133 = -54924.053549 nChanged 5 SP:Iteration 7Q (25913.260000 sec): 3 clusters Score: Raw -57968.332600 + Penalty 2886.761133 = -55081.571466 nChanged 5 SP:Iteration 8Q (25913.420000 sec): 3 clusters Score: Raw -58081.772557 + Penalty 2886.761133 = -55195.011424 nChanged 4 SP:Iteration 9Q (25913.610000 sec): 3 clusters Score: Raw -58153.458069 + Penalty 2886.761133 = -55266.696935 nChanged 2 SP:Iteration 10Q (25913.800000 sec): 3 clusters Score: Raw -58180.732699 + Penalty 2886.761133 = -55293.971566 nChanged 4 SP:Iteration 11Q (25913.980000 sec): 3 clusters Score: Raw -58254.792209 + Penalty 2886.761133 = -55368.031076 nChanged 2 SP:Iteration 12Q (25914.160000 sec): 3 clusters Score: Raw -58411.462979 + Penalty 2886.761133 = -55524.701846 nChanged 1 SP:Iteration 13Q (25914.360000 sec): 3 clusters Score: Raw -58576.605407 + Penalty 2886.761133 = -55689.844274 nChanged 0 SP:Iteration 14F (25914.530000 sec): 3 clusters Score: Raw -58576.605407 + Penalty 2886.761133 = -55689.844274 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (34202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25914.810000 sec): 2 clusters Score: Raw -5434860.425827 + Penalty 2589.129771 = -5432271.296055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25915.150000 sec): 3 clusters Score: Raw -5414035.117958 + Penalty 5178.259543 = -5408856.858415 nChanged 15615 SP:Iteration 1F (25915.530000 sec): 3 clusters Score: Raw -5422568.005666 + Penalty 5178.259543 = -5417389.746123 nChanged 1573 SP:Iteration 2Q (25915.920000 sec): 3 clusters Score: Raw -5423104.265894 + Penalty 5178.259543 = -5417926.006351 nChanged 1442 SP:Iteration 3Q (25916.320000 sec): 3 clusters Score: Raw -5423670.022050 + Penalty 5178.259543 = -5418491.762507 nChanged 1507 SP:Iteration 4Q (25916.670000 sec): 3 clusters Score: Raw -5424383.260497 + Penalty 5178.259543 = -5419205.000954 nChanged 1662 SP:Iteration 5Q (25917.020000 sec): 3 clusters Score: Raw -5425407.622005 + Penalty 5178.259543 = -5420229.362462 nChanged 1838 SP:Iteration 6F (25917.390000 sec): 3 clusters Score: Raw -5426895.079398 + Penalty 5178.259543 = -5421716.819855 nChanged 1952 SP:Iteration 7F (25917.800000 sec): 3 clusters Score: Raw -5428659.040202 + Penalty 5178.259543 = -5423480.780660 nChanged 1833 SP:Iteration 8F (25918.160000 sec): 3 clusters Score: Raw -5430346.898847 + Penalty 5178.259543 = -5425168.639305 nChanged 1564 SP:Iteration 9Q (25918.500000 sec): 3 clusters Score: Raw -5431724.125407 + Penalty 5178.259543 = -5426545.865865 nChanged 1304 SP:Iteration 10Q (25918.860000 sec): 3 clusters Score: Raw -5432712.434891 + Penalty 5178.259543 = -5427534.175349 nChanged 1040 SP:Iteration 11Q (25919.210000 sec): 3 clusters Score: Raw -5433456.024571 + Penalty 5178.259543 = -5428277.765028 nChanged 836 SP:Iteration 12Q (25919.600000 sec): 3 clusters Score: Raw -5433959.990305 + Penalty 5178.259543 = -5428781.730762 nChanged 667 SP:Iteration 13Q (25920.000000 sec): 3 clusters Score: Raw -5434320.076729 + Penalty 5178.259543 = -5429141.817186 nChanged 483 SP:Iteration 14Q (25920.370000 sec): 3 clusters Score: Raw -5434548.307702 + Penalty 5178.259543 = -5429370.048159 nChanged 378 SP:Iteration 15Q (25920.740000 sec): 3 clusters Score: Raw -5434711.461559 + Penalty 5178.259543 = -5429533.202017 nChanged 315 SP:Iteration 16Q (25921.060000 sec): 3 clusters Score: Raw -5434837.679545 + Penalty 5178.259543 = -5429659.420002 nChanged 272 SP:Iteration 17Q (25921.470000 sec): 3 clusters Score: Raw -5434940.034765 + Penalty 5178.259543 = -5429761.775223 nChanged 230 SP:Iteration 18Q (25921.840000 sec): 3 clusters Score: Raw -5435021.593982 + Penalty 5178.259543 = -5429843.334439 nChanged 198 SP:Iteration 19Q (25922.170000 sec): 3 clusters Score: Raw -5435088.093474 + Penalty 5178.259543 = -5429909.833931 nChanged 160 SP:Iteration 20F (25922.530000 sec): 3 clusters Score: Raw -5435139.513557 + Penalty 5178.259543 = -5429961.254015 nChanged 146 SP:Iteration 21Q (25922.810000 sec): 3 clusters Score: Raw -5435187.293119 + Penalty 5178.259543 = -5430009.033576 nChanged 153 SP:Iteration 22Q (25923.160000 sec): 3 clusters Score: Raw -5435235.379625 + Penalty 5178.259543 = -5430057.120082 nChanged 122 SP:Iteration 23Q (25923.500000 sec): 3 clusters Score: Raw -5435271.675277 + Penalty 5178.259543 = -5430093.415734 nChanged 101 SP:Iteration 24Q (25923.820000 sec): 3 clusters Score: Raw -5435298.283824 + Penalty 5178.259543 = -5430120.024281 nChanged 78 SP:Iteration 25Q (25924.140000 sec): 3 clusters Score: Raw -5435319.780341 + Penalty 5178.259543 = -5430141.520798 nChanged 55 SP:Iteration 26Q (25924.480000 sec): 3 clusters Score: Raw -5435332.211670 + Penalty 5178.259543 = -5430153.952127 nChanged 57 SP:Iteration 27Q (25924.860000 sec): 3 clusters Score: Raw -5435347.071339 + Penalty 5178.259543 = -5430168.811797 nChanged 57 SP:Iteration 28Q (25925.270000 sec): 3 clusters Score: Raw -5435361.656376 + Penalty 5178.259543 = -5430183.396834 nChanged 47 SP:Iteration 29Q (25925.670000 sec): 3 clusters Score: Raw -5435372.706551 + Penalty 5178.259543 = -5430194.447009 nChanged 47 SP:Iteration 30Q (25926.020000 sec): 3 clusters Score: Raw -5435383.822443 + Penalty 5178.259543 = -5430205.562900 nChanged 45 SP:Iteration 31Q (25926.420000 sec): 3 clusters Score: Raw -5435394.490972 + Penalty 5178.259543 = -5430216.231429 nChanged 43 SP:Iteration 32Q (25926.730000 sec): 3 clusters Score: Raw -5435405.226218 + Penalty 5178.259543 = -5430226.966675 nChanged 51 SP:Iteration 33Q (25927.070000 sec): 3 clusters Score: Raw -5435417.685594 + Penalty 5178.259543 = -5430239.426051 nChanged 44 SP:Iteration 34Q (25927.460000 sec): 3 clusters Score: Raw -5435427.814778 + Penalty 5178.259543 = -5430249.555235 nChanged 46 SP:Iteration 35Q (25927.760000 sec): 3 clusters Score: Raw -5435438.319270 + Penalty 5178.259543 = -5430260.059727 nChanged 40 SP:Iteration 36Q (25928.130000 sec): 3 clusters Score: Raw -5435447.425577 + Penalty 5178.259543 = -5430269.166034 nChanged 40 SP:Iteration 37Q (25928.450000 sec): 3 clusters Score: Raw -5435456.898820 + Penalty 5178.259543 = -5430278.639277 nChanged 49 SP:Iteration 38Q (25928.760000 sec): 3 clusters Score: Raw -5435468.873310 + Penalty 5178.259543 = -5430290.613767 nChanged 47 SP:Iteration 39Q (25929.110000 sec): 3 clusters Score: Raw -5435479.788747 + Penalty 5178.259543 = -5430301.529204 nChanged 34 SP:Iteration 40F (25929.500000 sec): 3 clusters Score: Raw -5435487.164727 + Penalty 5178.259543 = -5430308.905184 nChanged 30 SP:Iteration 41Q (25929.800000 sec): 3 clusters Score: Raw -5435494.640617 + Penalty 5178.259543 = -5430316.381075 nChanged 30 SP:Iteration 42Q (25930.080000 sec): 3 clusters Score: Raw -5435500.922829 + Penalty 5178.259543 = -5430322.663286 nChanged 20 SP:Iteration 43Q (25930.360000 sec): 3 clusters Score: Raw -5435505.888155 + Penalty 5178.259543 = -5430327.628612 nChanged 34 SP:Iteration 44Q (25930.680000 sec): 3 clusters Score: Raw -5435513.201225 + Penalty 5178.259543 = -5430334.941683 nChanged 26 SP:Iteration 45Q (25931.000000 sec): 3 clusters Score: Raw -5435518.753081 + Penalty 5178.259543 = -5430340.493538 nChanged 23 SP:Iteration 46Q (25931.320000 sec): 3 clusters Score: Raw -5435524.429092 + Penalty 5178.259543 = -5430346.169550 nChanged 18 SP:Iteration 47Q (25931.610000 sec): 3 clusters Score: Raw -5435528.297913 + Penalty 5178.259543 = -5430350.038370 nChanged 18 SP:Iteration 48Q (25931.960000 sec): 3 clusters Score: Raw -5435531.392271 + Penalty 5178.259543 = -5430353.132728 nChanged 11 SP:Iteration 49Q (25932.300000 sec): 3 clusters Score: Raw -5435533.859077 + Penalty 5178.259543 = -5430355.599534 nChanged 15 SP:Iteration 50Q (25932.680000 sec): 3 clusters Score: Raw -5435537.599591 + Penalty 5178.259543 = -5430359.340048 nChanged 18 SP:Iteration 51Q (25932.980000 sec): 3 clusters Score: Raw -5435541.427544 + Penalty 5178.259543 = -5430363.168002 nChanged 18 SP:Iteration 52Q (25933.360000 sec): 3 clusters Score: Raw -5435544.081200 + Penalty 5178.259543 = -5430365.821658 nChanged 14 SP:Iteration 53Q (25933.690000 sec): 3 clusters Score: Raw -5435546.709730 + Penalty 5178.259543 = -5430368.450188 nChanged 19 SP:Iteration 54Q (25934.020000 sec): 3 clusters Score: Raw -5435550.531300 + Penalty 5178.259543 = -5430372.271757 nChanged 15 SP:Iteration 55Q (25934.350000 sec): 3 clusters Score: Raw -5435553.700248 + Penalty 5178.259543 = -5430375.440705 nChanged 14 SP:Iteration 56Q (25934.660000 sec): 3 clusters Score: Raw -5435556.680090 + Penalty 5178.259543 = -5430378.420547 nChanged 12 SP:Iteration 57Q (25934.980000 sec): 3 clusters Score: Raw -5435559.092254 + Penalty 5178.259543 = -5430380.832711 nChanged 8 SP:Iteration 58Q (25935.300000 sec): 3 clusters Score: Raw -5435560.881850 + Penalty 5178.259543 = -5430382.622307 nChanged 10 SP:Iteration 59Q (25935.690000 sec): 3 clusters Score: Raw -5435562.433448 + Penalty 5178.259543 = -5430384.173905 nChanged 4 SP:Iteration 60F (25936.040000 sec): 3 clusters Score: Raw -5435563.138030 + Penalty 5178.259543 = -5430384.878487 nChanged 3 SP:Iteration 61Q (25936.330000 sec): 3 clusters Score: Raw -5435563.853405 + Penalty 5178.259543 = -5430385.593863 nChanged 4 SP:Iteration 62Q (25936.680000 sec): 3 clusters Score: Raw -5435564.690789 + Penalty 5178.259543 = -5430386.431246 nChanged 5 SP:Iteration 63Q (25937.050000 sec): 3 clusters Score: Raw -5435565.578910 + Penalty 5178.259543 = -5430387.319367 nChanged 3 SP:Iteration 64Q (25937.420000 sec): 3 clusters Score: Raw -5435566.008048 + Penalty 5178.259543 = -5430387.748505 nChanged 3 SP:Iteration 65Q (25937.800000 sec): 3 clusters Score: Raw -5435566.691623 + Penalty 5178.259543 = -5430388.432080 nChanged 6 SP:Iteration 66Q (25938.130000 sec): 3 clusters Score: Raw -5435567.642930 + Penalty 5178.259543 = -5430389.383388 nChanged 3 SP:Iteration 67Q (25938.450000 sec): 3 clusters Score: Raw -5435568.103667 + Penalty 5178.259543 = -5430389.844124 nChanged 0 SP:Iteration 68F (25938.820000 sec): 3 clusters Score: Raw -5435568.103667 + Penalty 5178.259543 = -5430389.844124 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (7223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25938.950000 sec): 2 clusters Score: Raw -1127797.815273 + Penalty 2203.486363 = -1125594.328909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25939.180000 sec): 3 clusters Score: Raw -1124088.794246 + Penalty 4406.972726 = -1119681.821519 nChanged 2925 SP:Iteration 1F (25939.420000 sec): 3 clusters Score: Raw -1125752.056775 + Penalty 4406.972726 = -1121345.084048 nChanged 557 SP:Iteration 2F (25939.610000 sec): 3 clusters Score: Raw -1126242.688983 + Penalty 4406.972726 = -1121835.716256 nChanged 513 SP:Iteration 3F (25939.820000 sec): 3 clusters Score: Raw -1126713.107770 + Penalty 4406.972726 = -1122306.135044 nChanged 467 SP:Iteration 4F (25940.110000 sec): 3 clusters Score: Raw -1127130.859580 + Penalty 4406.972726 = -1122723.886854 nChanged 431 SP:Iteration 5F (25940.340000 sec): 3 clusters Score: Raw -1127478.229393 + Penalty 4406.972726 = -1123071.256666 nChanged 411 SP:Iteration 6F (25940.570000 sec): 3 clusters Score: Raw -1127781.743200 + Penalty 4406.972726 = -1123374.770474 nChanged 366 SP:Iteration 7F (25940.850000 sec): 3 clusters Score: Raw -1128036.631034 + Penalty 4406.972726 = -1123629.658308 nChanged 309 SP:Iteration 8Q (25941.060000 sec): 3 clusters Score: Raw -1128240.211295 + Penalty 4406.972726 = -1123833.238569 nChanged 259 SP:Iteration 9Q (25941.310000 sec): 3 clusters Score: Raw -1128404.906951 + Penalty 4406.972726 = -1123997.934224 nChanged 241 SP:Iteration 10Q (25941.570000 sec): 3 clusters Score: Raw -1128579.502253 + Penalty 4406.972726 = -1124172.529527 nChanged 231 SP:Iteration 11Q (25941.780000 sec): 3 clusters Score: Raw -1128760.712577 + Penalty 4406.972726 = -1124353.739851 nChanged 190 SP:Iteration 12Q (25942.020000 sec): 3 clusters Score: Raw -1128886.971314 + Penalty 4406.972726 = -1124479.998588 nChanged 151 SP:Iteration 13Q (25942.280000 sec): 3 clusters Score: Raw -1128982.950617 + Penalty 4406.972726 = -1124575.977891 nChanged 108 SP:Iteration 14Q (25942.470000 sec): 3 clusters Score: Raw -1129054.180332 + Penalty 4406.972726 = -1124647.207605 nChanged 86 SP:Iteration 15Q (25942.710000 sec): 3 clusters Score: Raw -1129110.960134 + Penalty 4406.972726 = -1124703.987407 nChanged 84 SP:Iteration 16Q (25943.000000 sec): 3 clusters Score: Raw -1129163.965789 + Penalty 4406.972726 = -1124756.993062 nChanged 59 SP:Iteration 17Q (25943.200000 sec): 3 clusters Score: Raw -1129195.098925 + Penalty 4406.972726 = -1124788.126199 nChanged 56 SP:Iteration 18Q (25943.440000 sec): 3 clusters Score: Raw -1129226.721438 + Penalty 4406.972726 = -1124819.748711 nChanged 46 SP:Iteration 19Q (25943.660000 sec): 3 clusters Score: Raw -1129250.015109 + Penalty 4406.972726 = -1124843.042382 nChanged 44 SP:Iteration 20F (25943.890000 sec): 3 clusters Score: Raw -1129271.028127 + Penalty 4406.972726 = -1124864.055401 nChanged 40 SP:Iteration 21Q (25944.120000 sec): 3 clusters Score: Raw -1129287.179080 + Penalty 4406.972726 = -1124880.206354 nChanged 37 SP:Iteration 22Q (25944.330000 sec): 3 clusters Score: Raw -1129303.606306 + Penalty 4406.972726 = -1124896.633580 nChanged 36 SP:Iteration 23Q (25944.560000 sec): 3 clusters Score: Raw -1129317.215593 + Penalty 4406.972726 = -1124910.242867 nChanged 30 SP:Iteration 24Q (25944.780000 sec): 3 clusters Score: Raw -1129329.274132 + Penalty 4406.972726 = -1124922.301406 nChanged 20 SP:Iteration 25Q (25944.990000 sec): 3 clusters Score: Raw -1129337.612342 + Penalty 4406.972726 = -1124930.639616 nChanged 17 SP:Iteration 26Q (25945.250000 sec): 3 clusters Score: Raw -1129344.426392 + Penalty 4406.972726 = -1124937.453666 nChanged 21 SP:Iteration 27Q (25945.450000 sec): 3 clusters Score: Raw -1129353.086430 + Penalty 4406.972726 = -1124946.113703 nChanged 20 SP:Iteration 28Q (25945.670000 sec): 3 clusters Score: Raw -1129360.018107 + Penalty 4406.972726 = -1124953.045380 nChanged 11 SP:Iteration 29Q (25945.910000 sec): 3 clusters Score: Raw -1129362.908866 + Penalty 4406.972726 = -1124955.936140 nChanged 6 SP:Iteration 30Q (25946.090000 sec): 3 clusters Score: Raw -1129364.898593 + Penalty 4406.972726 = -1124957.925867 nChanged 5 SP:Iteration 31Q (25946.370000 sec): 3 clusters Score: Raw -1129366.941279 + Penalty 4406.972726 = -1124959.968553 nChanged 2 SP:Iteration 32Q (25946.570000 sec): 3 clusters Score: Raw -1129367.452047 + Penalty 4406.972726 = -1124960.479320 nChanged 3 SP:Iteration 33Q (25946.830000 sec): 3 clusters Score: Raw -1129368.317518 + Penalty 4406.972726 = -1124961.344792 nChanged 3 SP:Iteration 34Q (25947.050000 sec): 3 clusters Score: Raw -1129368.722304 + Penalty 4406.972726 = -1124961.749578 nChanged 1 SP:Iteration 35Q (25947.230000 sec): 3 clusters Score: Raw -1129368.879126 + Penalty 4406.972726 = -1124961.906399 nChanged 0 SP:Iteration 36F (25947.430000 sec): 3 clusters Score: Raw -1129368.879126 + Penalty 4406.972726 = -1124961.906399 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25947.710000 sec): 2 clusters Score: Raw -5147565.871497 + Penalty 2580.166986 = -5144985.704511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25948.050000 sec): 3 clusters Score: Raw -5127474.824261 + Penalty 5160.333972 = -5122314.490289 nChanged 15085 SP:Iteration 1F (25948.400000 sec): 3 clusters Score: Raw -5135930.906284 + Penalty 5160.333972 = -5130770.572312 nChanged 1748 SP:Iteration 2F (25948.790000 sec): 3 clusters Score: Raw -5136645.338411 + Penalty 5160.333972 = -5131485.004438 nChanged 1812 SP:Iteration 3F (25949.150000 sec): 3 clusters Score: Raw -5137576.081597 + Penalty 5160.333972 = -5132415.747625 nChanged 2242 SP:Iteration 4F (25949.540000 sec): 3 clusters Score: Raw -5139050.053037 + Penalty 5160.333972 = -5133889.719065 nChanged 2588 SP:Iteration 5F (25949.900000 sec): 3 clusters Score: Raw -5141132.660604 + Penalty 5160.333972 = -5135972.326632 nChanged 2628 SP:Iteration 6F (25950.270000 sec): 3 clusters Score: Raw -5143559.909595 + Penalty 5160.333972 = -5138399.575622 nChanged 2144 SP:Iteration 7F (25950.650000 sec): 3 clusters Score: Raw -5145646.250284 + Penalty 5160.333972 = -5140485.916312 nChanged 1273 SP:Iteration 8Q (25950.990000 sec): 3 clusters Score: Raw -5146874.288227 + Penalty 5160.333972 = -5141713.954255 nChanged 584 SP:Iteration 9Q (25951.330000 sec): 3 clusters Score: Raw -5147424.871342 + Penalty 5160.333972 = -5142264.537370 nChanged 247 SP:Iteration 10Q (25951.700000 sec): 3 clusters Score: Raw -5147664.674766 + Penalty 5160.333972 = -5142504.340793 nChanged 98 SP:Iteration 11Q (25952.010000 sec): 3 clusters Score: Raw -5147761.629655 + Penalty 5160.333972 = -5142601.295682 nChanged 43 SP:Iteration 12Q (25952.360000 sec): 3 clusters Score: Raw -5147809.194506 + Penalty 5160.333972 = -5142648.860534 nChanged 27 SP:Iteration 13Q (25952.710000 sec): 3 clusters Score: Raw -5147840.677957 + Penalty 5160.333972 = -5142680.343985 nChanged 12 SP:Iteration 14Q (25953.030000 sec): 3 clusters Score: Raw -5147854.633552 + Penalty 5160.333972 = -5142694.299580 nChanged 12 SP:Iteration 15Q (25953.400000 sec): 3 clusters Score: Raw -5147868.860883 + Penalty 5160.333972 = -5142708.526911 nChanged 10 SP:Iteration 16Q (25953.710000 sec): 3 clusters Score: Raw -5147880.385191 + Penalty 5160.333972 = -5142720.051218 nChanged 8 SP:Iteration 17Q (25954.110000 sec): 3 clusters Score: Raw -5147888.396884 + Penalty 5160.333972 = -5142728.062912 nChanged 6 SP:Iteration 18Q (25954.430000 sec): 3 clusters Score: Raw -5147897.512931 + Penalty 5160.333972 = -5142737.178959 nChanged 6 SP:Iteration 19Q (25954.780000 sec): 3 clusters Score: Raw -5147903.866188 + Penalty 5160.333972 = -5142743.532215 nChanged 6 SP:Iteration 20F (25955.160000 sec): 3 clusters Score: Raw -5147909.936749 + Penalty 5160.333972 = -5142749.602776 nChanged 7 SP:Iteration 21Q (25955.510000 sec): 3 clusters Score: Raw -5147921.484346 + Penalty 5160.333972 = -5142761.150374 nChanged 6 SP:Iteration 22Q (25955.820000 sec): 3 clusters Score: Raw -5147928.163753 + Penalty 5160.333972 = -5142767.829781 nChanged 2 SP:Iteration 23Q (25956.110000 sec): 3 clusters Score: Raw -5147929.688809 + Penalty 5160.333972 = -5142769.354837 nChanged 1 SP:Iteration 24Q (25956.470000 sec): 3 clusters Score: Raw -5147931.430297 + Penalty 5160.333972 = -5142771.096325 nChanged 2 SP:Iteration 25Q (25956.810000 sec): 3 clusters Score: Raw -5147934.288749 + Penalty 5160.333972 = -5142773.954776 nChanged 0 SP:Iteration 26F (25957.180000 sec): 3 clusters Score: Raw -5147934.288749 + Penalty 5160.333972 = -5142773.954776 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25957.330000 sec): 2 clusters Score: Raw -66084.610170 + Penalty 1539.730326 = -64544.879843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25957.560000 sec): 3 clusters Score: Raw -66216.225787 + Penalty 3079.460653 = -63136.765134 nChanged 122 SP:Iteration 1F (25957.720000 sec): 3 clusters Score: Raw -66571.062084 + Penalty 3079.460653 = -63491.601431 nChanged 45 SP:Iteration 2F (25957.880000 sec): 3 clusters Score: Raw -66818.122547 + Penalty 3079.460653 = -63738.661894 nChanged 37 SP:Iteration 3F (25958.030000 sec): 3 clusters Score: Raw -67017.283349 + Penalty 3079.460653 = -63937.822696 nChanged 17 SP:Iteration 4Q (25958.240000 sec): 3 clusters Score: Raw -67192.647996 + Penalty 3079.460653 = -64113.187344 nChanged 13 SP:Iteration 5Q (25958.400000 sec): 3 clusters Score: Raw -67287.291690 + Penalty 3079.460653 = -64207.831038 nChanged 8 SP:Iteration 6Q (25958.560000 sec): 3 clusters Score: Raw -67333.259276 + Penalty 3079.460653 = -64253.798623 nChanged 8 SP:Iteration 7Q (25958.720000 sec): 3 clusters Score: Raw -67387.564346 + Penalty 3079.460653 = -64308.103694 nChanged 5 SP:Iteration 8Q (25958.890000 sec): 3 clusters Score: Raw -67432.955916 + Penalty 3079.460653 = -64353.495263 nChanged 8 SP:Iteration 9Q (25959.120000 sec): 3 clusters Score: Raw -67478.822889 + Penalty 3079.460653 = -64399.362236 nChanged 9 SP:Iteration 10Q (25959.270000 sec): 3 clusters Score: Raw -67519.569885 + Penalty 3079.460653 = -64440.109232 nChanged 2 SP:Iteration 11Q (25959.430000 sec): 3 clusters Score: Raw -67531.272356 + Penalty 3079.460653 = -64451.811703 nChanged 7 SP:Iteration 12Q (25959.620000 sec): 3 clusters Score: Raw -67593.620338 + Penalty 3079.460653 = -64514.159685 nChanged 5 SP:Iteration 13Q (25959.810000 sec): 3 clusters Score: Raw -67616.838048 + Penalty 3079.460653 = -64537.377396 nChanged 8 SP:Iteration 14Q (25960.030000 sec): 3 clusters Score: Raw -67648.883701 + Penalty 3079.460653 = -64569.423048 nChanged 5 SP:Iteration 15Q (25960.190000 sec): 3 clusters Score: Raw -67666.966176 + Penalty 3079.460653 = -64587.505523 nChanged 5 SP:Iteration 16Q (25960.380000 sec): 3 clusters Score: Raw -67684.249570 + Penalty 3079.460653 = -64604.788917 nChanged 1 SP:Iteration 17Q (25960.530000 sec): 3 clusters Score: Raw -67698.612457 + Penalty 3079.460653 = -64619.151804 nChanged 2 SP:Iteration 18Q (25960.680000 sec): 3 clusters Score: Raw -67722.746748 + Penalty 3079.460653 = -64643.286095 nChanged 4 SP:Iteration 19Q (25960.860000 sec): 3 clusters Score: Raw -67751.376124 + Penalty 3079.460653 = -64671.915471 nChanged 3 SP:Iteration 20F (25961.000000 sec): 3 clusters Score: Raw -67796.515071 + Penalty 3079.460653 = -64717.054418 nChanged 5 SP:Iteration 21Q (25961.180000 sec): 3 clusters Score: Raw -67890.966710 + Penalty 3079.460653 = -64811.506057 nChanged 4 SP:Iteration 22Q (25961.320000 sec): 3 clusters Score: Raw -67928.370850 + Penalty 3079.460653 = -64848.910197 nChanged 0 SP:Iteration 23F (25961.520000 sec): 3 clusters Score: Raw -67937.048794 + Penalty 3079.460653 = -64857.588141 nChanged 3 SP:Iteration 24Q (25961.660000 sec): 3 clusters Score: Raw -68009.399472 + Penalty 3079.460653 = -64929.938819 nChanged 1 SP:Iteration 25Q (25961.830000 sec): 3 clusters Score: Raw -68030.858938 + Penalty 3079.460653 = -64951.398285 nChanged 2 SP:Iteration 26Q (25962.040000 sec): 3 clusters Score: Raw -68080.285588 + Penalty 3079.460653 = -65000.824935 nChanged 2 SP:Iteration 27Q (25962.220000 sec): 3 clusters Score: Raw -68086.874428 + Penalty 3079.460653 = -65007.413775 nChanged 3 SP:Iteration 28Q (25962.390000 sec): 3 clusters Score: Raw -68111.330089 + Penalty 3079.460653 = -65031.869436 nChanged 1 SP:Iteration 29Q (25962.610000 sec): 3 clusters Score: Raw -68113.643225 + Penalty 3079.460653 = -65034.182572 nChanged 1 SP:Iteration 30Q (25962.780000 sec): 3 clusters Score: Raw -68116.344955 + Penalty 3079.460653 = -65036.884302 nChanged 0 SP:Iteration 31F (25963.000000 sec): 3 clusters Score: Raw -68116.344955 + Penalty 3079.460653 = -65036.884302 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25963.070000 sec): 2 clusters Score: Raw -39334.888863 + Penalty 1415.363346 = -37919.525517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25963.260000 sec): 3 clusters Score: Raw -39675.386965 + Penalty 2830.726691 = -36844.660273 nChanged 54 SP:Iteration 1F (25963.460000 sec): 3 clusters Score: Raw -39842.889324 + Penalty 2830.726691 = -37012.162632 nChanged 14 SP:Iteration 2Q (25963.650000 sec): 3 clusters Score: Raw -39883.909939 + Penalty 2830.726691 = -37053.183248 nChanged 6 SP:Iteration 3Q (25963.850000 sec): 3 clusters Score: Raw -39908.389190 + Penalty 2830.726691 = -37077.662499 nChanged 4 SP:Iteration 4Q (25964.090000 sec): 3 clusters Score: Raw -39915.653120 + Penalty 2830.726691 = -37084.926429 nChanged 1 SP:Iteration 5Q (25964.250000 sec): 3 clusters Score: Raw -39917.986866 + Penalty 2830.726691 = -37087.260175 nChanged 3 SP:Iteration 6Q (25964.410000 sec): 3 clusters Score: Raw -39922.438074 + Penalty 2830.726691 = -37091.711382 nChanged 2 SP:Iteration 7Q (25964.610000 sec): 3 clusters Score: Raw -39930.318754 + Penalty 2830.726691 = -37099.592063 nChanged 2 SP:Iteration 8Q (25964.800000 sec): 3 clusters Score: Raw -39939.477603 + Penalty 2830.726691 = -37108.750912 nChanged 3 SP:Iteration 9Q (25964.990000 sec): 3 clusters Score: Raw -39946.618014 + Penalty 2830.726691 = -37115.891322 nChanged 3 SP:Iteration 10Q (25965.160000 sec): 3 clusters Score: Raw -39953.052221 + Penalty 2830.726691 = -37122.325530 nChanged 4 SP:Iteration 11Q (25965.410000 sec): 3 clusters Score: Raw -39964.355503 + Penalty 2830.726691 = -37133.628811 nChanged 2 SP:Iteration 12Q (25965.560000 sec): 3 clusters Score: Raw -39971.311319 + Penalty 2830.726691 = -37140.584628 nChanged 4 SP:Iteration 13Q (25965.770000 sec): 3 clusters Score: Raw -39989.102831 + Penalty 2830.726691 = -37158.376140 nChanged 1 SP:Iteration 14Q (25965.910000 sec): 3 clusters Score: Raw -39990.389320 + Penalty 2830.726691 = -37159.662628 nChanged 1 SP:Iteration 15Q (25966.110000 sec): 3 clusters Score: Raw -39995.232189 + Penalty 2830.726691 = -37164.505498 nChanged 1 SP:Iteration 16Q (25966.270000 sec): 3 clusters Score: Raw -39996.799182 + Penalty 2830.726691 = -37166.072491 nChanged 0 SP:Iteration 17F (25966.430000 sec): 3 clusters Score: Raw -39996.799182 + Penalty 2830.726691 = -37166.072491 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25966.610000 sec): 2 clusters Score: Raw -1389775.737220 + Penalty 2259.983772 = -1387515.753448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25966.850000 sec): 3 clusters Score: Raw -1384929.246309 + Penalty 4519.967544 = -1380409.278765 nChanged 3765 SP:Iteration 1F (25967.110000 sec): 3 clusters Score: Raw -1387006.365307 + Penalty 4519.967544 = -1382486.397763 nChanged 630 SP:Iteration 2F (25967.320000 sec): 3 clusters Score: Raw -1387395.527494 + Penalty 4519.967544 = -1382875.559950 nChanged 539 SP:Iteration 3F (25967.570000 sec): 3 clusters Score: Raw -1387759.950478 + Penalty 4519.967544 = -1383239.982934 nChanged 523 SP:Iteration 4F (25967.830000 sec): 3 clusters Score: Raw -1388142.931705 + Penalty 4519.967544 = -1383622.964161 nChanged 480 SP:Iteration 5F (25968.070000 sec): 3 clusters Score: Raw -1388492.712233 + Penalty 4519.967544 = -1383972.744689 nChanged 473 SP:Iteration 6F (25968.300000 sec): 3 clusters Score: Raw -1388872.778691 + Penalty 4519.967544 = -1384352.811147 nChanged 446 SP:Iteration 7Q (25968.530000 sec): 3 clusters Score: Raw -1389186.281246 + Penalty 4519.967544 = -1384666.313702 nChanged 398 SP:Iteration 8Q (25968.770000 sec): 3 clusters Score: Raw -1389468.614826 + Penalty 4519.967544 = -1384948.647282 nChanged 354 SP:Iteration 9Q (25969.050000 sec): 3 clusters Score: Raw -1389670.811098 + Penalty 4519.967544 = -1385150.843554 nChanged 269 SP:Iteration 10Q (25969.260000 sec): 3 clusters Score: Raw -1389808.245840 + Penalty 4519.967544 = -1385288.278296 nChanged 218 SP:Iteration 11Q (25969.500000 sec): 3 clusters Score: Raw -1389921.861003 + Penalty 4519.967544 = -1385401.893459 nChanged 198 SP:Iteration 12Q (25969.760000 sec): 3 clusters Score: Raw -1390015.522554 + Penalty 4519.967544 = -1385495.555010 nChanged 161 SP:Iteration 13Q (25970.010000 sec): 3 clusters Score: Raw -1390098.840698 + Penalty 4519.967544 = -1385578.873154 nChanged 156 SP:Iteration 14Q (25970.210000 sec): 3 clusters Score: Raw -1390171.759867 + Penalty 4519.967544 = -1385651.792323 nChanged 116 SP:Iteration 15Q (25970.460000 sec): 3 clusters Score: Raw -1390217.482254 + Penalty 4519.967544 = -1385697.514710 nChanged 101 SP:Iteration 16Q (25970.680000 sec): 3 clusters Score: Raw -1390259.258386 + Penalty 4519.967544 = -1385739.290842 nChanged 86 SP:Iteration 17Q (25970.910000 sec): 3 clusters Score: Raw -1390296.964919 + Penalty 4519.967544 = -1385776.997375 nChanged 76 SP:Iteration 18Q (25971.140000 sec): 3 clusters Score: Raw -1390327.724105 + Penalty 4519.967544 = -1385807.756561 nChanged 74 SP:Iteration 19Q (25971.380000 sec): 3 clusters Score: Raw -1390356.012849 + Penalty 4519.967544 = -1385836.045305 nChanged 63 SP:Iteration 20F (25971.590000 sec): 3 clusters Score: Raw -1390380.902304 + Penalty 4519.967544 = -1385860.934760 nChanged 59 SP:Iteration 21Q (25971.840000 sec): 3 clusters Score: Raw -1390402.845993 + Penalty 4519.967544 = -1385882.878448 nChanged 56 SP:Iteration 22Q (25972.020000 sec): 3 clusters Score: Raw -1390425.034736 + Penalty 4519.967544 = -1385905.067192 nChanged 50 SP:Iteration 23Q (25972.290000 sec): 3 clusters Score: Raw -1390443.523038 + Penalty 4519.967544 = -1385923.555493 nChanged 44 SP:Iteration 24Q (25972.490000 sec): 3 clusters Score: Raw -1390459.472859 + Penalty 4519.967544 = -1385939.505315 nChanged 41 SP:Iteration 25Q (25972.660000 sec): 3 clusters Score: Raw -1390471.149203 + Penalty 4519.967544 = -1385951.181659 nChanged 31 SP:Iteration 26Q (25972.900000 sec): 3 clusters Score: Raw -1390480.130431 + Penalty 4519.967544 = -1385960.162887 nChanged 30 SP:Iteration 27Q (25973.120000 sec): 3 clusters Score: Raw -1390491.684637 + Penalty 4519.967544 = -1385971.717093 nChanged 40 SP:Iteration 28Q (25973.360000 sec): 3 clusters Score: Raw -1390507.522442 + Penalty 4519.967544 = -1385987.554898 nChanged 47 SP:Iteration 29Q (25973.550000 sec): 3 clusters Score: Raw -1390524.974000 + Penalty 4519.967544 = -1386005.006456 nChanged 47 SP:Iteration 30Q (25973.740000 sec): 3 clusters Score: Raw -1390539.048227 + Penalty 4519.967544 = -1386019.080683 nChanged 35 SP:Iteration 31Q (25973.970000 sec): 3 clusters Score: Raw -1390551.821700 + Penalty 4519.967544 = -1386031.854156 nChanged 33 SP:Iteration 32Q (25974.210000 sec): 3 clusters Score: Raw -1390562.039410 + Penalty 4519.967544 = -1386042.071866 nChanged 30 SP:Iteration 33Q (25974.460000 sec): 3 clusters Score: Raw -1390571.657273 + Penalty 4519.967544 = -1386051.689729 nChanged 19 SP:Iteration 34Q (25974.690000 sec): 3 clusters Score: Raw -1390577.363413 + Penalty 4519.967544 = -1386057.395869 nChanged 15 SP:Iteration 35Q (25974.890000 sec): 3 clusters Score: Raw -1390580.612832 + Penalty 4519.967544 = -1386060.645287 nChanged 11 SP:Iteration 36Q (25975.100000 sec): 3 clusters Score: Raw -1390583.064467 + Penalty 4519.967544 = -1386063.096923 nChanged 6 SP:Iteration 37Q (25975.330000 sec): 3 clusters Score: Raw -1390584.206295 + Penalty 4519.967544 = -1386064.238751 nChanged 7 SP:Iteration 38Q (25975.530000 sec): 3 clusters Score: Raw -1390585.744120 + Penalty 4519.967544 = -1386065.776576 nChanged 8 SP:Iteration 39Q (25975.770000 sec): 3 clusters Score: Raw -1390586.820571 + Penalty 4519.967544 = -1386066.853027 nChanged 5 SP:Iteration 40F (25976.010000 sec): 3 clusters Score: Raw -1390587.626682 + Penalty 4519.967544 = -1386067.659138 nChanged 2 SP:Iteration 41Q (25976.210000 sec): 3 clusters Score: Raw -1390587.885616 + Penalty 4519.967544 = -1386067.918071 nChanged 1 SP:Iteration 42Q (25976.440000 sec): 3 clusters Score: Raw -1390587.980519 + Penalty 4519.967544 = -1386068.012975 nChanged 1 SP:Iteration 43Q (25976.660000 sec): 3 clusters Score: Raw -1390588.092812 + Penalty 4519.967544 = -1386068.125268 nChanged 0 SP:Iteration 44F (25976.870000 sec): 3 clusters Score: Raw -1390588.092812 + Penalty 4519.967544 = -1386068.125268 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (44192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25977.190000 sec): 2 clusters Score: Raw -7019566.792530 + Penalty 2652.682166 = -7016914.110364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25977.630000 sec): 3 clusters Score: Raw -6992427.499828 + Penalty 5305.364332 = -6987122.135496 nChanged 20121 SP:Iteration 1F (25978.020000 sec): 3 clusters Score: Raw -7003496.616611 + Penalty 5305.364332 = -6998191.252279 nChanged 1750 SP:Iteration 2Q (25978.560000 sec): 3 clusters Score: Raw -7003961.814740 + Penalty 5305.364332 = -6998656.450409 nChanged 1563 SP:Iteration 3Q (25978.950000 sec): 3 clusters Score: Raw -7004369.695026 + Penalty 5305.364332 = -6999064.330694 nChanged 1465 SP:Iteration 4Q (25979.430000 sec): 3 clusters Score: Raw -7004749.397939 + Penalty 5305.364332 = -6999444.033607 nChanged 1465 SP:Iteration 5Q (25979.900000 sec): 3 clusters Score: Raw -7005161.787256 + Penalty 5305.364332 = -6999856.422924 nChanged 1521 SP:Iteration 6Q (25980.270000 sec): 3 clusters Score: Raw -7005623.450112 + Penalty 5305.364332 = -7000318.085780 nChanged 1514 SP:Iteration 7Q (25980.680000 sec): 3 clusters Score: Raw -7006160.894279 + Penalty 5305.364332 = -7000855.529947 nChanged 1611 SP:Iteration 8Q (25981.070000 sec): 3 clusters Score: Raw -7006853.328074 + Penalty 5305.364332 = -7001547.963742 nChanged 1799 SP:Iteration 9Q (25981.440000 sec): 3 clusters Score: Raw -7007862.722250 + Penalty 5305.364332 = -7002557.357919 nChanged 2125 SP:Iteration 10Q (25981.850000 sec): 3 clusters Score: Raw -7009305.062095 + Penalty 5305.364332 = -7003999.697763 nChanged 2239 SP:Iteration 11F (25982.260000 sec): 3 clusters Score: Raw -7010963.177577 + Penalty 5305.364332 = -7005657.813245 nChanged 2301 SP:Iteration 12F (25982.630000 sec): 3 clusters Score: Raw -7012639.808382 + Penalty 5305.364332 = -7007334.444050 nChanged 1980 SP:Iteration 13Q (25983.040000 sec): 3 clusters Score: Raw -7013918.167190 + Penalty 5305.364332 = -7008612.802858 nChanged 1588 SP:Iteration 14Q (25983.420000 sec): 3 clusters Score: Raw -7014813.495886 + Penalty 5305.364332 = -7009508.131554 nChanged 1252 SP:Iteration 15Q (25983.900000 sec): 3 clusters Score: Raw -7015522.886251 + Penalty 5305.364332 = -7010217.521919 nChanged 1082 SP:Iteration 16Q (25984.290000 sec): 3 clusters Score: Raw -7016174.962825 + Penalty 5305.364332 = -7010869.598494 nChanged 966 SP:Iteration 17Q (25984.700000 sec): 3 clusters Score: Raw -7016785.855041 + Penalty 5305.364332 = -7011480.490709 nChanged 866 SP:Iteration 18Q (25985.100000 sec): 3 clusters Score: Raw -7017367.774515 + Penalty 5305.364332 = -7012062.410183 nChanged 799 SP:Iteration 19Q (25985.540000 sec): 3 clusters Score: Raw -7017903.578168 + Penalty 5305.364332 = -7012598.213836 nChanged 770 SP:Iteration 20F (25985.930000 sec): 3 clusters Score: Raw -7018404.330228 + Penalty 5305.364332 = -7013098.965896 nChanged 681 SP:Iteration 21Q (25986.320000 sec): 3 clusters Score: Raw -7018786.413011 + Penalty 5305.364332 = -7013481.048679 nChanged 609 SP:Iteration 22Q (25986.750000 sec): 3 clusters Score: Raw -7019088.299522 + Penalty 5305.364332 = -7013782.935191 nChanged 505 SP:Iteration 23Q (25987.160000 sec): 3 clusters Score: Raw -7019323.892237 + Penalty 5305.364332 = -7014018.527906 nChanged 448 SP:Iteration 24Q (25987.590000 sec): 3 clusters Score: Raw -7019516.714895 + Penalty 5305.364332 = -7014211.350564 nChanged 375 SP:Iteration 25Q (25987.960000 sec): 3 clusters Score: Raw -7019648.653724 + Penalty 5305.364332 = -7014343.289392 nChanged 302 SP:Iteration 26Q (25988.360000 sec): 3 clusters Score: Raw -7019739.452282 + Penalty 5305.364332 = -7014434.087950 nChanged 225 SP:Iteration 27Q (25988.730000 sec): 3 clusters Score: Raw -7019796.015978 + Penalty 5305.364332 = -7014490.651646 nChanged 192 SP:Iteration 28Q (25989.090000 sec): 3 clusters Score: Raw -7019843.006637 + Penalty 5305.364332 = -7014537.642305 nChanged 175 SP:Iteration 29Q (25989.510000 sec): 3 clusters Score: Raw -7019886.138438 + Penalty 5305.364332 = -7014580.774106 nChanged 168 SP:Iteration 30Q (25989.870000 sec): 3 clusters Score: Raw -7019925.514691 + Penalty 5305.364332 = -7014620.150359 nChanged 146 SP:Iteration 31Q (25990.220000 sec): 3 clusters Score: Raw -7019960.251299 + Penalty 5305.364332 = -7014654.886967 nChanged 138 SP:Iteration 32Q (25990.600000 sec): 3 clusters Score: Raw -7019992.916934 + Penalty 5305.364332 = -7014687.552602 nChanged 133 SP:Iteration 33Q (25990.980000 sec): 3 clusters Score: Raw -7020025.338272 + Penalty 5305.364332 = -7014719.973940 nChanged 120 SP:Iteration 34Q (25991.350000 sec): 3 clusters Score: Raw -7020052.184183 + Penalty 5305.364332 = -7014746.819851 nChanged 106 SP:Iteration 35Q (25991.730000 sec): 3 clusters Score: Raw -7020072.470760 + Penalty 5305.364332 = -7014767.106428 nChanged 88 SP:Iteration 36Q (25992.080000 sec): 3 clusters Score: Raw -7020088.448894 + Penalty 5305.364332 = -7014783.084563 nChanged 75 SP:Iteration 37Q (25992.470000 sec): 3 clusters Score: Raw -7020102.795611 + Penalty 5305.364332 = -7014797.431279 nChanged 74 SP:Iteration 38Q (25992.870000 sec): 3 clusters Score: Raw -7020115.507836 + Penalty 5305.364332 = -7014810.143504 nChanged 72 SP:Iteration 39Q (25993.170000 sec): 3 clusters Score: Raw -7020126.544811 + Penalty 5305.364332 = -7014821.180479 nChanged 54 SP:Iteration 40F (25993.570000 sec): 3 clusters Score: Raw -7020134.821888 + Penalty 5305.364332 = -7014829.457556 nChanged 50 SP:Iteration 41Q (25993.900000 sec): 3 clusters Score: Raw -7020141.289864 + Penalty 5305.364332 = -7014835.925532 nChanged 45 SP:Iteration 42Q (25994.280000 sec): 3 clusters Score: Raw -7020146.818888 + Penalty 5305.364332 = -7014841.454556 nChanged 32 SP:Iteration 43Q (25994.630000 sec): 3 clusters Score: Raw -7020151.784985 + Penalty 5305.364332 = -7014846.420653 nChanged 38 SP:Iteration 44Q (25995.040000 sec): 3 clusters Score: Raw -7020158.571444 + Penalty 5305.364332 = -7014853.207112 nChanged 39 SP:Iteration 45Q (25995.380000 sec): 3 clusters Score: Raw -7020164.895175 + Penalty 5305.364332 = -7014859.530843 nChanged 36 SP:Iteration 46Q (25995.730000 sec): 3 clusters Score: Raw -7020170.143423 + Penalty 5305.364332 = -7014864.779091 nChanged 39 SP:Iteration 47Q (25996.130000 sec): 3 clusters Score: Raw -7020176.682691 + Penalty 5305.364332 = -7014871.318359 nChanged 44 SP:Iteration 48Q (25996.510000 sec): 3 clusters Score: Raw -7020184.072772 + Penalty 5305.364332 = -7014878.708440 nChanged 36 SP:Iteration 49Q (25996.890000 sec): 3 clusters Score: Raw -7020189.667096 + Penalty 5305.364332 = -7014884.302765 nChanged 29 SP:Iteration 50Q (25997.250000 sec): 3 clusters Score: Raw -7020193.954970 + Penalty 5305.364332 = -7014888.590638 nChanged 31 SP:Iteration 51Q (25997.590000 sec): 3 clusters Score: Raw -7020197.938739 + Penalty 5305.364332 = -7014892.574407 nChanged 27 SP:Iteration 52Q (25997.990000 sec): 3 clusters Score: Raw -7020202.058363 + Penalty 5305.364332 = -7014896.694031 nChanged 24 SP:Iteration 53Q (25998.310000 sec): 3 clusters Score: Raw -7020204.951473 + Penalty 5305.364332 = -7014899.587141 nChanged 16 SP:Iteration 54Q (25998.700000 sec): 3 clusters Score: Raw -7020206.460029 + Penalty 5305.364332 = -7014901.095697 nChanged 13 SP:Iteration 55Q (25999.080000 sec): 3 clusters Score: Raw -7020207.607364 + Penalty 5305.364332 = -7014902.243032 nChanged 15 SP:Iteration 56Q (25999.460000 sec): 3 clusters Score: Raw -7020209.758672 + Penalty 5305.364332 = -7014904.394340 nChanged 15 SP:Iteration 57Q (25999.840000 sec): 3 clusters Score: Raw -7020211.928054 + Penalty 5305.364332 = -7014906.563722 nChanged 14 SP:Iteration 58Q (26000.260000 sec): 3 clusters Score: Raw -7020213.841688 + Penalty 5305.364332 = -7014908.477356 nChanged 11 SP:Iteration 59Q (26000.640000 sec): 3 clusters Score: Raw -7020215.419033 + Penalty 5305.364332 = -7014910.054701 nChanged 14 SP:Iteration 60F (26001.010000 sec): 3 clusters Score: Raw -7020216.779475 + Penalty 5305.364332 = -7014911.415143 nChanged 10 SP:Iteration 61Q (26001.390000 sec): 3 clusters Score: Raw -7020217.885079 + Penalty 5305.364332 = -7014912.520748 nChanged 9 SP:Iteration 62Q (26001.780000 sec): 3 clusters Score: Raw -7020218.639292 + Penalty 5305.364332 = -7014913.274960 nChanged 5 SP:Iteration 63Q (26002.140000 sec): 3 clusters Score: Raw -7020219.257458 + Penalty 5305.364332 = -7014913.893127 nChanged 9 SP:Iteration 64Q (26002.540000 sec): 3 clusters Score: Raw -7020220.628790 + Penalty 5305.364332 = -7014915.264459 nChanged 11 SP:Iteration 65Q (26002.910000 sec): 3 clusters Score: Raw -7020221.627506 + Penalty 5305.364332 = -7014916.263174 nChanged 5 SP:Iteration 66Q (26003.310000 sec): 3 clusters Score: Raw -7020222.213779 + Penalty 5305.364332 = -7014916.849447 nChanged 5 SP:Iteration 67Q (26003.690000 sec): 3 clusters Score: Raw -7020222.821833 + Penalty 5305.364332 = -7014917.457501 nChanged 2 SP:Iteration 68Q (26004.080000 sec): 3 clusters Score: Raw -7020222.984422 + Penalty 5305.364332 = -7014917.620090 nChanged 1 SP:Iteration 69Q (26004.470000 sec): 3 clusters Score: Raw -7020223.115216 + Penalty 5305.364332 = -7014917.750884 nChanged 5 SP:Iteration 70Q (26004.820000 sec): 3 clusters Score: Raw -7020223.464132 + Penalty 5305.364332 = -7014918.099801 nChanged 4 SP:Iteration 71Q (26005.180000 sec): 3 clusters Score: Raw -7020224.026857 + Penalty 5305.364332 = -7014918.662525 nChanged 7 SP:Iteration 72Q (26005.550000 sec): 3 clusters Score: Raw -7020224.949859 + Penalty 5305.364332 = -7014919.585528 nChanged 6 SP:Iteration 73Q (26005.950000 sec): 3 clusters Score: Raw -7020225.549570 + Penalty 5305.364332 = -7014920.185238 nChanged 3 SP:Iteration 74Q (26006.310000 sec): 3 clusters Score: Raw -7020225.778710 + Penalty 5305.364332 = -7014920.414378 nChanged 0 SP:Iteration 75F (26006.740000 sec): 3 clusters Score: Raw -7020225.778710 + Penalty 5305.364332 = -7014920.414378 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26006.830000 sec): 2 clusters Score: Raw -176511.229554 + Penalty 1759.164347 = -174752.065207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26007.020000 sec): 3 clusters Score: Raw -176206.383978 + Penalty 3518.328694 = -172688.055283 nChanged 325 SP:Iteration 1F (26007.220000 sec): 3 clusters Score: Raw -176755.737712 + Penalty 3518.328694 = -173237.409018 nChanged 142 SP:Iteration 2F (26007.410000 sec): 3 clusters Score: Raw -177106.959978 + Penalty 3518.328694 = -173588.631283 nChanged 101 SP:Iteration 3F (26007.560000 sec): 3 clusters Score: Raw -177386.454801 + Penalty 3518.328694 = -173868.126106 nChanged 64 SP:Iteration 4F (26007.760000 sec): 3 clusters Score: Raw -177561.362070 + Penalty 3518.328694 = -174043.033375 nChanged 55 SP:Iteration 5Q (26007.920000 sec): 3 clusters Score: Raw -177691.007726 + Penalty 3518.328694 = -174172.679031 nChanged 42 SP:Iteration 6Q (26008.050000 sec): 3 clusters Score: Raw -177777.352987 + Penalty 3518.328694 = -174259.024292 nChanged 38 SP:Iteration 7Q (26008.220000 sec): 3 clusters Score: Raw -177879.077157 + Penalty 3518.328694 = -174360.748463 nChanged 29 SP:Iteration 8Q (26008.420000 sec): 3 clusters Score: Raw -177957.553762 + Penalty 3518.328694 = -174439.225068 nChanged 19 SP:Iteration 9Q (26008.570000 sec): 3 clusters Score: Raw -177994.388436 + Penalty 3518.328694 = -174476.059742 nChanged 18 SP:Iteration 10Q (26008.740000 sec): 3 clusters Score: Raw -178027.872763 + Penalty 3518.328694 = -174509.544069 nChanged 14 SP:Iteration 11Q (26008.930000 sec): 3 clusters Score: Raw -178051.883199 + Penalty 3518.328694 = -174533.554505 nChanged 13 SP:Iteration 12Q (26009.100000 sec): 3 clusters Score: Raw -178068.645320 + Penalty 3518.328694 = -174550.316626 nChanged 11 SP:Iteration 13Q (26009.280000 sec): 3 clusters Score: Raw -178080.192703 + Penalty 3518.328694 = -174561.864009 nChanged 5 SP:Iteration 14Q (26009.450000 sec): 3 clusters Score: Raw -178091.141079 + Penalty 3518.328694 = -174572.812385 nChanged 1 SP:Iteration 15Q (26009.640000 sec): 3 clusters Score: Raw -178099.073231 + Penalty 3518.328694 = -174580.744536 nChanged 4 SP:Iteration 16Q (26009.780000 sec): 3 clusters Score: Raw -178104.215123 + Penalty 3518.328694 = -174585.886428 nChanged 2 SP:Iteration 17Q (26010.020000 sec): 3 clusters Score: Raw -178109.047590 + Penalty 3518.328694 = -174590.718896 nChanged 1 SP:Iteration 18Q (26010.190000 sec): 3 clusters Score: Raw -178111.326127 + Penalty 3518.328694 = -174592.997433 nChanged 1 SP:Iteration 19Q (26010.360000 sec): 3 clusters Score: Raw -178112.547888 + Penalty 3518.328694 = -174594.219193 nChanged 1 SP:Iteration 20F (26010.550000 sec): 3 clusters Score: Raw -178115.820834 + Penalty 3518.328694 = -174597.492140 nChanged 1 SP:Iteration 21Q (26010.740000 sec): 3 clusters Score: Raw -178140.659824 + Penalty 3518.328694 = -174622.331129 nChanged 3 SP:Iteration 22Q (26010.940000 sec): 3 clusters Score: Raw -178146.216752 + Penalty 3518.328694 = -174627.888057 nChanged 1 SP:Iteration 23Q (26011.110000 sec): 3 clusters Score: Raw -178146.610896 + Penalty 3518.328694 = -174628.282202 nChanged 0 SP:Iteration 24F (26011.340000 sec): 3 clusters Score: Raw -178146.610896 + Penalty 3518.328694 = -174628.282202 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26011.430000 sec): 2 clusters Score: Raw -93100.811160 + Penalty 1601.278875 = -91499.532286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26011.620000 sec): 3 clusters Score: Raw -93051.809465 + Penalty 3202.557749 = -89849.251716 nChanged 127 SP:Iteration 1F (26011.820000 sec): 3 clusters Score: Raw -93240.728075 + Penalty 3202.557749 = -90038.170326 nChanged 34 SP:Iteration 2F (26012.000000 sec): 3 clusters Score: Raw -93306.168859 + Penalty 3202.557749 = -90103.611110 nChanged 18 SP:Iteration 3Q (26012.220000 sec): 3 clusters Score: Raw -93344.082695 + Penalty 3202.557749 = -90141.524946 nChanged 13 SP:Iteration 4Q (26012.390000 sec): 3 clusters Score: Raw -93371.367995 + Penalty 3202.557749 = -90168.810246 nChanged 6 SP:Iteration 5Q (26012.560000 sec): 3 clusters Score: Raw -93384.790134 + Penalty 3202.557749 = -90182.232385 nChanged 11 SP:Iteration 6Q (26012.740000 sec): 3 clusters Score: Raw -93420.924063 + Penalty 3202.557749 = -90218.366314 nChanged 15 SP:Iteration 7Q (26012.910000 sec): 3 clusters Score: Raw -93455.248204 + Penalty 3202.557749 = -90252.690454 nChanged 10 SP:Iteration 8Q (26013.100000 sec): 3 clusters Score: Raw -93478.975552 + Penalty 3202.557749 = -90276.417803 nChanged 14 SP:Iteration 9Q (26013.280000 sec): 3 clusters Score: Raw -93519.021081 + Penalty 3202.557749 = -90316.463332 nChanged 9 SP:Iteration 10Q (26013.460000 sec): 3 clusters Score: Raw -93542.882699 + Penalty 3202.557749 = -90340.324950 nChanged 7 SP:Iteration 11Q (26013.690000 sec): 3 clusters Score: Raw -93560.290683 + Penalty 3202.557749 = -90357.732934 nChanged 11 SP:Iteration 12Q (26013.850000 sec): 3 clusters Score: Raw -93585.417183 + Penalty 3202.557749 = -90382.859434 nChanged 8 SP:Iteration 13Q (26014.030000 sec): 3 clusters Score: Raw -93613.497170 + Penalty 3202.557749 = -90410.939421 nChanged 6 SP:Iteration 14Q (26014.200000 sec): 3 clusters Score: Raw -93624.326887 + Penalty 3202.557749 = -90421.769138 nChanged 7 SP:Iteration 15Q (26014.370000 sec): 3 clusters Score: Raw -93643.741593 + Penalty 3202.557749 = -90441.183844 nChanged 5 SP:Iteration 16Q (26014.560000 sec): 3 clusters Score: Raw -93665.653819 + Penalty 3202.557749 = -90463.096070 nChanged 7 SP:Iteration 17Q (26014.750000 sec): 3 clusters Score: Raw -93693.595106 + Penalty 3202.557749 = -90491.037357 nChanged 6 SP:Iteration 18Q (26014.890000 sec): 3 clusters Score: Raw -93706.443643 + Penalty 3202.557749 = -90503.885894 nChanged 9 SP:Iteration 19Q (26015.090000 sec): 3 clusters Score: Raw -93727.353150 + Penalty 3202.557749 = -90524.795401 nChanged 11 SP:Iteration 20F (26015.240000 sec): 3 clusters Score: Raw -93750.922384 + Penalty 3202.557749 = -90548.364635 nChanged 9 SP:Iteration 21Q (26015.410000 sec): 3 clusters Score: Raw -93772.217859 + Penalty 3202.557749 = -90569.660110 nChanged 6 SP:Iteration 22Q (26015.590000 sec): 3 clusters Score: Raw -93786.996298 + Penalty 3202.557749 = -90584.438549 nChanged 3 SP:Iteration 23Q (26015.770000 sec): 3 clusters Score: Raw -93797.177665 + Penalty 3202.557749 = -90594.619916 nChanged 4 SP:Iteration 24Q (26015.900000 sec): 3 clusters Score: Raw -93805.598555 + Penalty 3202.557749 = -90603.040806 nChanged 3 SP:Iteration 25Q (26016.100000 sec): 3 clusters Score: Raw -93819.206298 + Penalty 3202.557749 = -90616.648549 nChanged 6 SP:Iteration 26Q (26016.240000 sec): 3 clusters Score: Raw -93838.348640 + Penalty 3202.557749 = -90635.790891 nChanged 9 SP:Iteration 27Q (26016.440000 sec): 3 clusters Score: Raw -93865.899862 + Penalty 3202.557749 = -90663.342113 nChanged 5 SP:Iteration 28Q (26016.620000 sec): 3 clusters Score: Raw -93877.957168 + Penalty 3202.557749 = -90675.399419 nChanged 3 SP:Iteration 29Q (26016.780000 sec): 3 clusters Score: Raw -93882.771876 + Penalty 3202.557749 = -90680.214127 nChanged 3 SP:Iteration 30Q (26016.930000 sec): 3 clusters Score: Raw -93888.634526 + Penalty 3202.557749 = -90686.076777 nChanged 3 SP:Iteration 31Q (26017.110000 sec): 3 clusters Score: Raw -93899.003219 + Penalty 3202.557749 = -90696.445470 nChanged 5 SP:Iteration 32Q (26017.280000 sec): 3 clusters Score: Raw -93913.530456 + Penalty 3202.557749 = -90710.972707 nChanged 1 SP:Iteration 33Q (26017.470000 sec): 3 clusters Score: Raw -93915.653869 + Penalty 3202.557749 = -90713.096120 nChanged 0 SP:Iteration 34F (26017.640000 sec): 3 clusters Score: Raw -93915.653869 + Penalty 3202.557749 = -90713.096120 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26017.730000 sec): 2 clusters Score: Raw -32497.527601 + Penalty 1342.088221 = -31155.439380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26017.910000 sec): 3 clusters Score: Raw -32658.600907 + Penalty 2684.176442 = -29974.424465 nChanged 19 SP:Iteration 1F (26018.060000 sec): 3 clusters Score: Raw -32789.092983 + Penalty 2684.176442 = -30104.916541 nChanged 6 SP:Iteration 2Q (26018.240000 sec): 3 clusters Score: Raw -32857.579813 + Penalty 2684.176442 = -30173.403372 nChanged 3 SP:Iteration 3Q (26018.400000 sec): 3 clusters Score: Raw -32898.732050 + Penalty 2684.176442 = -30214.555608 nChanged 3 SP:Iteration 4Q (26018.600000 sec): 3 clusters Score: Raw -32913.070419 + Penalty 2684.176442 = -30228.893977 nChanged 3 SP:Iteration 5Q (26018.810000 sec): 3 clusters Score: Raw -32927.888325 + Penalty 2684.176442 = -30243.711884 nChanged 1 SP:Iteration 6Q (26018.960000 sec): 3 clusters Score: Raw -32932.400227 + Penalty 2684.176442 = -30248.223785 nChanged 1 SP:Iteration 7Q (26019.180000 sec): 3 clusters Score: Raw -32937.386244 + Penalty 2684.176442 = -30253.209803 nChanged 1 SP:Iteration 8Q (26019.340000 sec): 3 clusters Score: Raw -32953.597090 + Penalty 2684.176442 = -30269.420648 nChanged 0 SP:Iteration 9F (26019.560000 sec): 3 clusters Score: Raw -32953.597090 + Penalty 2684.176442 = -30269.420648 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (9017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26019.700000 sec): 2 clusters Score: Raw -1443468.859849 + Penalty 2258.503007 = -1441210.356842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26019.900000 sec): 3 clusters Score: Raw -1438690.884407 + Penalty 4517.006014 = -1434173.878394 nChanged 3726 SP:Iteration 1F (26020.110000 sec): 3 clusters Score: Raw -1440706.257339 + Penalty 4517.006014 = -1436189.251325 nChanged 590 SP:Iteration 2F (26020.390000 sec): 3 clusters Score: Raw -1440974.310015 + Penalty 4517.006014 = -1436457.304001 nChanged 466 SP:Iteration 3F (26020.600000 sec): 3 clusters Score: Raw -1441181.140638 + Penalty 4517.006014 = -1436664.134624 nChanged 376 SP:Iteration 4Q (26020.840000 sec): 3 clusters Score: Raw -1441337.267839 + Penalty 4517.006014 = -1436820.261825 nChanged 295 SP:Iteration 5Q (26021.120000 sec): 3 clusters Score: Raw -1441452.736677 + Penalty 4517.006014 = -1436935.730663 nChanged 263 SP:Iteration 6Q (26021.410000 sec): 3 clusters Score: Raw -1441545.834626 + Penalty 4517.006014 = -1437028.828612 nChanged 236 SP:Iteration 7Q (26021.640000 sec): 3 clusters Score: Raw -1441633.386885 + Penalty 4517.006014 = -1437116.380871 nChanged 226 SP:Iteration 8Q (26021.860000 sec): 3 clusters Score: Raw -1441715.473605 + Penalty 4517.006014 = -1437198.467591 nChanged 246 SP:Iteration 9Q (26022.110000 sec): 3 clusters Score: Raw -1441812.744893 + Penalty 4517.006014 = -1437295.738879 nChanged 248 SP:Iteration 10Q (26022.410000 sec): 3 clusters Score: Raw -1441921.994505 + Penalty 4517.006014 = -1437404.988491 nChanged 247 SP:Iteration 11Q (26022.650000 sec): 3 clusters Score: Raw -1442031.252699 + Penalty 4517.006014 = -1437514.246685 nChanged 268 SP:Iteration 12Q (26022.950000 sec): 3 clusters Score: Raw -1442161.654179 + Penalty 4517.006014 = -1437644.648165 nChanged 262 SP:Iteration 13Q (26023.140000 sec): 3 clusters Score: Raw -1442301.833670 + Penalty 4517.006014 = -1437784.827656 nChanged 286 SP:Iteration 14Q (26023.400000 sec): 3 clusters Score: Raw -1442456.102958 + Penalty 4517.006014 = -1437939.096944 nChanged 271 SP:Iteration 15Q (26023.680000 sec): 3 clusters Score: Raw -1442597.598453 + Penalty 4517.006014 = -1438080.592439 nChanged 230 SP:Iteration 16Q (26023.900000 sec): 3 clusters Score: Raw -1442718.487034 + Penalty 4517.006014 = -1438201.481020 nChanged 228 SP:Iteration 17Q (26024.130000 sec): 3 clusters Score: Raw -1442853.846430 + Penalty 4517.006014 = -1438336.840416 nChanged 211 SP:Iteration 18Q (26024.370000 sec): 3 clusters Score: Raw -1442985.830886 + Penalty 4517.006014 = -1438468.824872 nChanged 178 SP:Iteration 19Q (26024.660000 sec): 3 clusters Score: Raw -1443091.673328 + Penalty 4517.006014 = -1438574.667315 nChanged 163 SP:Iteration 20F (26024.880000 sec): 3 clusters Score: Raw -1443198.787376 + Penalty 4517.006014 = -1438681.781362 nChanged 138 SP:Iteration 21Q (26025.190000 sec): 3 clusters Score: Raw -1443288.791386 + Penalty 4517.006014 = -1438771.785372 nChanged 107 SP:Iteration 22Q (26025.470000 sec): 3 clusters Score: Raw -1443364.346889 + Penalty 4517.006014 = -1438847.340875 nChanged 91 SP:Iteration 23Q (26025.660000 sec): 3 clusters Score: Raw -1443429.011420 + Penalty 4517.006014 = -1438912.005406 nChanged 79 SP:Iteration 24Q (26025.950000 sec): 3 clusters Score: Raw -1443485.109485 + Penalty 4517.006014 = -1438968.103471 nChanged 65 SP:Iteration 25Q (26026.140000 sec): 3 clusters Score: Raw -1443530.872959 + Penalty 4517.006014 = -1439013.866946 nChanged 56 SP:Iteration 26Q (26026.360000 sec): 3 clusters Score: Raw -1443579.339443 + Penalty 4517.006014 = -1439062.333429 nChanged 49 SP:Iteration 27Q (26026.590000 sec): 3 clusters Score: Raw -1443620.463800 + Penalty 4517.006014 = -1439103.457786 nChanged 42 SP:Iteration 28Q (26026.870000 sec): 3 clusters Score: Raw -1443655.608971 + Penalty 4517.006014 = -1439138.602958 nChanged 35 SP:Iteration 29Q (26027.070000 sec): 3 clusters Score: Raw -1443685.778494 + Penalty 4517.006014 = -1439168.772480 nChanged 25 SP:Iteration 30Q (26027.340000 sec): 3 clusters Score: Raw -1443706.656696 + Penalty 4517.006014 = -1439189.650682 nChanged 21 SP:Iteration 31Q (26027.580000 sec): 3 clusters Score: Raw -1443722.794675 + Penalty 4517.006014 = -1439205.788661 nChanged 20 SP:Iteration 32Q (26027.790000 sec): 3 clusters Score: Raw -1443741.232503 + Penalty 4517.006014 = -1439224.226489 nChanged 19 SP:Iteration 33Q (26028.030000 sec): 3 clusters Score: Raw -1443758.112739 + Penalty 4517.006014 = -1439241.106726 nChanged 13 SP:Iteration 34Q (26028.310000 sec): 3 clusters Score: Raw -1443767.874649 + Penalty 4517.006014 = -1439250.868635 nChanged 14 SP:Iteration 35Q (26028.550000 sec): 3 clusters Score: Raw -1443777.715664 + Penalty 4517.006014 = -1439260.709650 nChanged 8 SP:Iteration 36Q (26028.780000 sec): 3 clusters Score: Raw -1443788.807677 + Penalty 4517.006014 = -1439271.801663 nChanged 12 SP:Iteration 37Q (26028.990000 sec): 3 clusters Score: Raw -1443798.841844 + Penalty 4517.006014 = -1439281.835830 nChanged 9 SP:Iteration 38Q (26029.260000 sec): 3 clusters Score: Raw -1443804.136884 + Penalty 4517.006014 = -1439287.130870 nChanged 1 SP:Iteration 39Q (26029.490000 sec): 3 clusters Score: Raw -1443804.691833 + Penalty 4517.006014 = -1439287.685819 nChanged 0 SP:Iteration 40F (26029.680000 sec): 3 clusters Score: Raw -1443804.691833 + Penalty 4517.006014 = -1439287.685819 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26029.770000 sec): 2 clusters Score: Raw -222858.844578 + Penalty 1818.589708 = -221040.254871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26029.930000 sec): 3 clusters Score: Raw -222399.362490 + Penalty 3637.179415 = -218762.183075 nChanged 467 SP:Iteration 1F (26030.110000 sec): 3 clusters Score: Raw -222876.987061 + Penalty 3637.179415 = -219239.807646 nChanged 114 SP:Iteration 2F (26030.210000 sec): 3 clusters Score: Raw -223015.236013 + Penalty 3637.179415 = -219378.056598 nChanged 64 SP:Iteration 3Q (26030.450000 sec): 3 clusters Score: Raw -223094.610643 + Penalty 3637.179415 = -219457.431228 nChanged 39 SP:Iteration 4Q (26030.610000 sec): 3 clusters Score: Raw -223151.388382 + Penalty 3637.179415 = -219514.208967 nChanged 21 SP:Iteration 5Q (26030.810000 sec): 3 clusters Score: Raw -223174.316964 + Penalty 3637.179415 = -219537.137549 nChanged 25 SP:Iteration 6Q (26030.990000 sec): 3 clusters Score: Raw -223194.490125 + Penalty 3637.179415 = -219557.310710 nChanged 22 SP:Iteration 7Q (26031.240000 sec): 3 clusters Score: Raw -223217.863432 + Penalty 3637.179415 = -219580.684017 nChanged 17 SP:Iteration 8Q (26031.450000 sec): 3 clusters Score: Raw -223230.094724 + Penalty 3637.179415 = -219592.915309 nChanged 11 SP:Iteration 9Q (26031.650000 sec): 3 clusters Score: Raw -223239.587850 + Penalty 3637.179415 = -219602.408435 nChanged 10 SP:Iteration 10Q (26031.870000 sec): 3 clusters Score: Raw -223247.506775 + Penalty 3637.179415 = -219610.327360 nChanged 7 SP:Iteration 11Q (26032.040000 sec): 3 clusters Score: Raw -223253.607720 + Penalty 3637.179415 = -219616.428305 nChanged 6 SP:Iteration 12Q (26032.150000 sec): 3 clusters Score: Raw -223257.345120 + Penalty 3637.179415 = -219620.165704 nChanged 5 SP:Iteration 13Q (26032.350000 sec): 3 clusters Score: Raw -223259.569510 + Penalty 3637.179415 = -219622.390095 nChanged 4 SP:Iteration 14Q (26032.550000 sec): 3 clusters Score: Raw -223261.172438 + Penalty 3637.179415 = -219623.993023 nChanged 1 SP:Iteration 15Q (26032.750000 sec): 3 clusters Score: Raw -223262.454415 + Penalty 3637.179415 = -219625.275000 nChanged 3 SP:Iteration 16Q (26032.890000 sec): 3 clusters Score: Raw -223265.281809 + Penalty 3637.179415 = -219628.102394 nChanged 2 SP:Iteration 17Q (26033.000000 sec): 3 clusters Score: Raw -223266.306076 + Penalty 3637.179415 = -219629.126660 nChanged 2 SP:Iteration 18Q (26033.130000 sec): 3 clusters Score: Raw -223267.179352 + Penalty 3637.179415 = -219629.999937 nChanged 3 SP:Iteration 19Q (26033.290000 sec): 3 clusters Score: Raw -223271.873544 + Penalty 3637.179415 = -219634.694129 nChanged 4 SP:Iteration 20F (26033.450000 sec): 3 clusters Score: Raw -223274.908360 + Penalty 3637.179415 = -219637.728945 nChanged 2 SP:Iteration 21Q (26033.610000 sec): 3 clusters Score: Raw -223276.664176 + Penalty 3637.179415 = -219639.484761 nChanged 5 SP:Iteration 22Q (26033.720000 sec): 3 clusters Score: Raw -223279.839326 + Penalty 3637.179415 = -219642.659911 nChanged 5 SP:Iteration 23Q (26033.840000 sec): 3 clusters Score: Raw -223286.866904 + Penalty 3637.179415 = -219649.687489 nChanged 14 SP:Iteration 24Q (26033.950000 sec): 3 clusters Score: Raw -223308.674986 + Penalty 3637.179415 = -219671.495571 nChanged 12 SP:Iteration 25Q (26034.110000 sec): 3 clusters Score: Raw -223323.386416 + Penalty 3637.179415 = -219686.207001 nChanged 15 SP:Iteration 26Q (26034.220000 sec): 3 clusters Score: Raw -223338.528101 + Penalty 3637.179415 = -219701.348685 nChanged 13 SP:Iteration 27Q (26034.370000 sec): 3 clusters Score: Raw -223350.612099 + Penalty 3637.179415 = -219713.432684 nChanged 14 SP:Iteration 28Q (26034.570000 sec): 3 clusters Score: Raw -223360.367755 + Penalty 3637.179415 = -219723.188340 nChanged 8 SP:Iteration 29Q (26034.730000 sec): 3 clusters Score: Raw -223365.791036 + Penalty 3637.179415 = -219728.611621 nChanged 4 SP:Iteration 30Q (26034.870000 sec): 3 clusters Score: Raw -223370.302648 + Penalty 3637.179415 = -219733.123233 nChanged 5 SP:Iteration 31Q (26035.000000 sec): 3 clusters Score: Raw -223376.241400 + Penalty 3637.179415 = -219739.061985 nChanged 7 SP:Iteration 32Q (26035.120000 sec): 3 clusters Score: Raw -223385.903761 + Penalty 3637.179415 = -219748.724346 nChanged 15 SP:Iteration 33Q (26035.320000 sec): 3 clusters Score: Raw -223406.232436 + Penalty 3637.179415 = -219769.053021 nChanged 14 SP:Iteration 34Q (26035.490000 sec): 3 clusters Score: Raw -223419.336140 + Penalty 3637.179415 = -219782.156725 nChanged 13 SP:Iteration 35Q (26035.640000 sec): 3 clusters Score: Raw -223429.654412 + Penalty 3637.179415 = -219792.474997 nChanged 18 SP:Iteration 36Q (26035.780000 sec): 3 clusters Score: Raw -223454.761238 + Penalty 3637.179415 = -219817.581823 nChanged 15 SP:Iteration 37Q (26035.920000 sec): 3 clusters Score: Raw -223466.399996 + Penalty 3637.179415 = -219829.220581 nChanged 10 SP:Iteration 38Q (26036.140000 sec): 3 clusters Score: Raw -223473.671843 + Penalty 3637.179415 = -219836.492428 nChanged 8 SP:Iteration 39Q (26036.270000 sec): 3 clusters Score: Raw -223483.297081 + Penalty 3637.179415 = -219846.117666 nChanged 9 SP:Iteration 40F (26036.390000 sec): 3 clusters Score: Raw -223491.458673 + Penalty 3637.179415 = -219854.279258 nChanged 8 SP:Iteration 41Q (26036.500000 sec): 3 clusters Score: Raw -223500.493519 + Penalty 3637.179415 = -219863.314103 nChanged 10 SP:Iteration 42Q (26036.610000 sec): 3 clusters Score: Raw -223514.025191 + Penalty 3637.179415 = -219876.845776 nChanged 15 SP:Iteration 43Q (26036.840000 sec): 3 clusters Score: Raw -223533.412693 + Penalty 3637.179415 = -219896.233278 nChanged 15 SP:Iteration 44Q (26036.980000 sec): 3 clusters Score: Raw -223551.230697 + Penalty 3637.179415 = -219914.051282 nChanged 18 SP:Iteration 45Q (26037.180000 sec): 3 clusters Score: Raw -223573.705435 + Penalty 3637.179415 = -219936.526020 nChanged 20 SP:Iteration 46Q (26037.340000 sec): 3 clusters Score: Raw -223606.434092 + Penalty 3637.179415 = -219969.254676 nChanged 28 SP:Iteration 47Q (26037.520000 sec): 3 clusters Score: Raw -223653.695457 + Penalty 3637.179415 = -220016.516042 nChanged 27 SP:Iteration 48Q (26037.620000 sec): 3 clusters Score: Raw -223708.106483 + Penalty 3637.179415 = -220070.927068 nChanged 31 SP:Iteration 49Q (26037.800000 sec): 3 clusters Score: Raw -223757.970315 + Penalty 3637.179415 = -220120.790900 nChanged 29 SP:Iteration 50Q (26037.960000 sec): 3 clusters Score: Raw -223813.934293 + Penalty 3637.179415 = -220176.754878 nChanged 28 SP:Iteration 51Q (26038.120000 sec): 3 clusters Score: Raw -223863.851828 + Penalty 3637.179415 = -220226.672413 nChanged 21 SP:Iteration 52Q (26038.270000 sec): 3 clusters Score: Raw -223896.320119 + Penalty 3637.179415 = -220259.140704 nChanged 22 SP:Iteration 53Q (26038.440000 sec): 3 clusters Score: Raw -223927.714069 + Penalty 3637.179415 = -220290.534654 nChanged 17 SP:Iteration 54Q (26038.610000 sec): 3 clusters Score: Raw -223946.112313 + Penalty 3637.179415 = -220308.932898 nChanged 12 SP:Iteration 55Q (26038.800000 sec): 3 clusters Score: Raw -223961.157441 + Penalty 3637.179415 = -220323.978025 nChanged 13 SP:Iteration 56Q (26038.980000 sec): 3 clusters Score: Raw -223978.993163 + Penalty 3637.179415 = -220341.813748 nChanged 12 SP:Iteration 57Q (26039.160000 sec): 3 clusters Score: Raw -224000.564729 + Penalty 3637.179415 = -220363.385314 nChanged 15 SP:Iteration 58Q (26039.320000 sec): 3 clusters Score: Raw -224024.873061 + Penalty 3637.179415 = -220387.693646 nChanged 13 SP:Iteration 59Q (26039.500000 sec): 3 clusters Score: Raw -224047.672516 + Penalty 3637.179415 = -220410.493101 nChanged 8 SP:Iteration 60F (26039.650000 sec): 3 clusters Score: Raw -224060.992365 + Penalty 3637.179415 = -220423.812950 nChanged 10 SP:Iteration 61Q (26039.750000 sec): 3 clusters Score: Raw -224090.588710 + Penalty 3637.179415 = -220453.409295 nChanged 14 SP:Iteration 62Q (26039.900000 sec): 3 clusters Score: Raw -224124.028952 + Penalty 3637.179415 = -220486.849536 nChanged 15 SP:Iteration 63Q (26040.040000 sec): 3 clusters Score: Raw -224160.780863 + Penalty 3637.179415 = -220523.601448 nChanged 11 SP:Iteration 64Q (26040.190000 sec): 3 clusters Score: Raw -224190.292191 + Penalty 3637.179415 = -220553.112776 nChanged 16 SP:Iteration 65Q (26040.330000 sec): 3 clusters Score: Raw -224224.923113 + Penalty 3637.179415 = -220587.743698 nChanged 14 SP:Iteration 66Q (26040.500000 sec): 3 clusters Score: Raw -224263.662587 + Penalty 3637.179415 = -220626.483172 nChanged 13 SP:Iteration 67Q (26040.630000 sec): 3 clusters Score: Raw -224307.098861 + Penalty 3637.179415 = -220669.919446 nChanged 15 SP:Iteration 68Q (26040.800000 sec): 3 clusters Score: Raw -224353.819624 + Penalty 3637.179415 = -220716.640209 nChanged 11 SP:Iteration 69Q (26040.940000 sec): 3 clusters Score: Raw -224374.996903 + Penalty 3637.179415 = -220737.817488 nChanged 6 SP:Iteration 70Q (26041.120000 sec): 3 clusters Score: Raw -224389.489856 + Penalty 3637.179415 = -220752.310441 nChanged 4 SP:Iteration 71Q (26041.290000 sec): 3 clusters Score: Raw -224399.671876 + Penalty 3637.179415 = -220762.492461 nChanged 4 SP:Iteration 72Q (26041.440000 sec): 3 clusters Score: Raw -224405.516768 + Penalty 3637.179415 = -220768.337352 nChanged 3 SP:Iteration 73Q (26041.620000 sec): 3 clusters Score: Raw -224409.799333 + Penalty 3637.179415 = -220772.619918 nChanged 4 SP:Iteration 74Q (26041.740000 sec): 3 clusters Score: Raw -224414.573043 + Penalty 3637.179415 = -220777.393628 nChanged 0 SP:Iteration 75F (26041.880000 sec): 3 clusters Score: Raw -224417.895995 + Penalty 3637.179415 = -220780.716579 nChanged 2 SP:Iteration 76Q (26042.000000 sec): 3 clusters Score: Raw -224429.503076 + Penalty 3637.179415 = -220792.323661 nChanged 4 SP:Iteration 77Q (26042.110000 sec): 3 clusters Score: Raw -224438.525881 + Penalty 3637.179415 = -220801.346466 nChanged 3 SP:Iteration 78Q (26042.200000 sec): 3 clusters Score: Raw -224442.683418 + Penalty 3637.179415 = -220805.504003 nChanged 1 SP:Iteration 79Q (26042.290000 sec): 3 clusters Score: Raw -224444.218615 + Penalty 3637.179415 = -220807.039199 nChanged 2 SP:Iteration 80F (26042.390000 sec): 3 clusters Score: Raw -224449.649428 + Penalty 3637.179415 = -220812.470013 nChanged 1 SP:Iteration 81Q (26042.520000 sec): 3 clusters Score: Raw -224450.775799 + Penalty 3637.179415 = -220813.596383 nChanged 0 SP:Iteration 82F (26042.720000 sec): 3 clusters Score: Raw -224450.775799 + Penalty 3637.179415 = -220813.596383 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26042.810000 sec): 2 clusters Score: Raw -102969.149338 + Penalty 1647.659854 = -101321.489484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26042.990000 sec): 3 clusters Score: Raw -102984.577653 + Penalty 3295.319708 = -99689.257945 nChanged 213 SP:Iteration 1F (26043.140000 sec): 3 clusters Score: Raw -103578.446958 + Penalty 3295.319708 = -100283.127251 nChanged 100 SP:Iteration 2F (26043.280000 sec): 3 clusters Score: Raw -104128.731617 + Penalty 3295.319708 = -100833.411909 nChanged 86 SP:Iteration 3F (26043.440000 sec): 3 clusters Score: Raw -104818.086673 + Penalty 3295.319708 = -101522.766965 nChanged 75 SP:Iteration 4F (26043.620000 sec): 3 clusters Score: Raw -105652.606504 + Penalty 3295.319708 = -102357.286796 nChanged 29 SP:Iteration 5Q (26043.810000 sec): 3 clusters Score: Raw -106813.698506 + Penalty 3295.319708 = -103518.378798 nChanged 12 SP:Iteration 6Q (26043.960000 sec): 3 clusters Score: Raw -106877.586566 + Penalty 3295.319708 = -103582.266858 nChanged 4 SP:Iteration 7Q (26044.140000 sec): 3 clusters Score: Raw -106923.353715 + Penalty 3295.319708 = -103628.034007 nChanged 3 SP:Iteration 8Q (26044.340000 sec): 3 clusters Score: Raw -107047.659250 + Penalty 3295.319708 = -103752.339542 nChanged 5 SP:Iteration 9Q (26044.520000 sec): 3 clusters Score: Raw -107193.854025 + Penalty 3295.319708 = -103898.534317 nChanged 5 SP:Iteration 10Q (26044.730000 sec): 3 clusters Score: Raw -107383.818168 + Penalty 3295.319708 = -104088.498460 nChanged 4 SP:Iteration 11Q (26044.880000 sec): 3 clusters Score: Raw -107474.630116 + Penalty 3295.319708 = -104179.310409 nChanged 3 SP:Iteration 12Q (26045.050000 sec): 3 clusters Score: Raw -107486.451580 + Penalty 3295.319708 = -104191.131873 nChanged 1 SP:Iteration 13Q (26045.240000 sec): 3 clusters Score: Raw -107490.700860 + Penalty 3295.319708 = -104195.381153 nChanged 1 SP:Iteration 14Q (26045.460000 sec): 3 clusters Score: Raw -107494.991562 + Penalty 3295.319708 = -104199.671854 nChanged 1 SP:Iteration 15Q (26045.700000 sec): 3 clusters Score: Raw -107497.571595 + Penalty 3295.319708 = -104202.251887 nChanged 1 SP:Iteration 16Q (26045.880000 sec): 3 clusters Score: Raw -107499.647668 + Penalty 3295.319708 = -104204.327961 nChanged 0 SP:Iteration 17F (26046.070000 sec): 3 clusters Score: Raw -107499.647668 + Penalty 3295.319708 = -104204.327961 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26046.180000 sec): 2 clusters Score: Raw -54273.947287 + Penalty 1467.885676 = -52806.061611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26046.360000 sec): 3 clusters Score: Raw -54512.139294 + Penalty 2935.771352 = -51576.367942 nChanged 76 SP:Iteration 1F (26046.600000 sec): 3 clusters Score: Raw -54871.996372 + Penalty 2935.771352 = -51936.225020 nChanged 23 SP:Iteration 2F (26046.750000 sec): 3 clusters Score: Raw -55040.292707 + Penalty 2935.771352 = -52104.521355 nChanged 11 SP:Iteration 3Q (26046.990000 sec): 3 clusters Score: Raw -55176.905026 + Penalty 2935.771352 = -52241.133675 nChanged 12 SP:Iteration 4Q (26047.150000 sec): 3 clusters Score: Raw -55296.066917 + Penalty 2935.771352 = -52360.295566 nChanged 6 SP:Iteration 5Q (26047.380000 sec): 3 clusters Score: Raw -55335.948615 + Penalty 2935.771352 = -52400.177263 nChanged 5 SP:Iteration 6Q (26047.560000 sec): 3 clusters Score: Raw -55363.628269 + Penalty 2935.771352 = -52427.856917 nChanged 4 SP:Iteration 7Q (26047.710000 sec): 3 clusters Score: Raw -55382.999318 + Penalty 2935.771352 = -52447.227966 nChanged 6 SP:Iteration 8Q (26047.910000 sec): 3 clusters Score: Raw -55401.359343 + Penalty 2935.771352 = -52465.587991 nChanged 4 SP:Iteration 9Q (26048.110000 sec): 3 clusters Score: Raw -55409.988743 + Penalty 2935.771352 = -52474.217392 nChanged 2 SP:Iteration 10Q (26048.320000 sec): 3 clusters Score: Raw -55419.212584 + Penalty 2935.771352 = -52483.441233 nChanged 4 SP:Iteration 11Q (26048.470000 sec): 3 clusters Score: Raw -55430.484302 + Penalty 2935.771352 = -52494.712950 nChanged 4 SP:Iteration 12Q (26048.680000 sec): 3 clusters Score: Raw -55448.574373 + Penalty 2935.771352 = -52512.803022 nChanged 5 SP:Iteration 13Q (26048.870000 sec): 3 clusters Score: Raw -55463.957988 + Penalty 2935.771352 = -52528.186636 nChanged 6 SP:Iteration 14Q (26049.050000 sec): 3 clusters Score: Raw -55487.627505 + Penalty 2935.771352 = -52551.856153 nChanged 5 SP:Iteration 15Q (26049.230000 sec): 3 clusters Score: Raw -55511.495595 + Penalty 2935.771352 = -52575.724244 nChanged 2 SP:Iteration 16Q (26049.380000 sec): 3 clusters Score: Raw -55516.824756 + Penalty 2935.771352 = -52581.053404 nChanged 0 SP:Iteration 17F (26049.590000 sec): 3 clusters Score: Raw -55524.571126 + Penalty 2935.771352 = -52588.799775 nChanged 5 SP:Iteration 18Q (26049.740000 sec): 3 clusters Score: Raw -55565.247731 + Penalty 2935.771352 = -52629.476379 nChanged 9 SP:Iteration 19Q (26049.970000 sec): 3 clusters Score: Raw -55709.833805 + Penalty 2935.771352 = -52774.062453 nChanged 3 SP:Iteration 20F (26050.120000 sec): 3 clusters Score: Raw -55727.151576 + Penalty 2935.771352 = -52791.380224 nChanged 2 SP:Iteration 21Q (26050.360000 sec): 3 clusters Score: Raw -55745.178800 + Penalty 2935.771352 = -52809.407448 nChanged 5 SP:Iteration 22Q (26050.530000 sec): 3 clusters Score: Raw -55782.741305 + Penalty 2935.771352 = -52846.969954 nChanged 6 SP:Iteration 23Q (26050.710000 sec): 3 clusters Score: Raw -55841.179384 + Penalty 2935.771352 = -52905.408032 nChanged 10 SP:Iteration 24Q (26050.910000 sec): 3 clusters Score: Raw -55943.406011 + Penalty 2935.771352 = -53007.634660 nChanged 13 SP:Iteration 25Q (26051.080000 sec): 3 clusters Score: Raw -56082.552973 + Penalty 2935.771352 = -53146.781621 nChanged 12 SP:Iteration 26Q (26051.260000 sec): 3 clusters Score: Raw -56301.397984 + Penalty 2935.771352 = -53365.626632 nChanged 9 SP:Iteration 27Q (26051.480000 sec): 3 clusters Score: Raw -56724.927632 + Penalty 2935.771352 = -53789.156280 nChanged 2 SP:Iteration 28Q (26051.600000 sec): 3 clusters Score: Raw -56743.752467 + Penalty 2935.771352 = -53807.981115 nChanged 2 SP:Iteration 29Q (26051.750000 sec): 3 clusters Score: Raw -56757.236251 + Penalty 2935.771352 = -53821.464899 nChanged 1 SP:Iteration 30Q (26051.890000 sec): 3 clusters Score: Raw -56760.845096 + Penalty 2935.771352 = -53825.073744 nChanged 1 SP:Iteration 31Q (26052.040000 sec): 3 clusters Score: Raw -56765.419465 + Penalty 2935.771352 = -53829.648113 nChanged 0 SP:Iteration 32F (26052.240000 sec): 3 clusters Score: Raw -56771.996370 + Penalty 2935.771352 = -53836.225019 nChanged 1 SP:Iteration 33Q (26052.410000 sec): 3 clusters Score: Raw -56796.352239 + Penalty 2935.771352 = -53860.580887 nChanged 2 SP:Iteration 34Q (26052.540000 sec): 3 clusters Score: Raw -56860.652621 + Penalty 2935.771352 = -53924.881269 nChanged 1 SP:Iteration 35Q (26052.710000 sec): 3 clusters Score: Raw -56871.148139 + Penalty 2935.771352 = -53935.376787 nChanged 0 SP:Iteration 36F (26052.850000 sec): 3 clusters Score: Raw -56878.864438 + Penalty 2935.771352 = -53943.093086 nChanged 1 SP:Iteration 37Q (26053.010000 sec): 3 clusters Score: Raw -56906.374174 + Penalty 2935.771352 = -53970.602822 nChanged 1 SP:Iteration 38Q (26053.160000 sec): 3 clusters Score: Raw -57020.466775 + Penalty 2935.771352 = -54084.695424 nChanged 0 SP:Iteration 39F (26053.340000 sec): 3 clusters Score: Raw -57020.466775 + Penalty 2935.771352 = -54084.695424 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 5.79 GB. Trying to split cluster 36 (444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26053.470000 sec): 2 clusters Score: Raw -65665.310675 + Penalty 1511.764491 = -64153.546183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26053.640000 sec): 3 clusters Score: Raw -65713.602557 + Penalty 3023.528983 = -62690.073574 nChanged 69 SP:Iteration 1F (26053.760000 sec): 3 clusters Score: Raw -65895.549654 + Penalty 3023.528983 = -62872.020671 nChanged 24 SP:Iteration 2F (26053.950000 sec): 3 clusters Score: Raw -66002.753659 + Penalty 3023.528983 = -62979.224676 nChanged 16 SP:Iteration 3Q (26054.160000 sec): 3 clusters Score: Raw -66082.784067 + Penalty 3023.528983 = -63059.255084 nChanged 8 SP:Iteration 4Q (26054.270000 sec): 3 clusters Score: Raw -66138.663914 + Penalty 3023.528983 = -63115.134931 nChanged 6 SP:Iteration 5Q (26054.480000 sec): 3 clusters Score: Raw -66149.396927 + Penalty 3023.528983 = -63125.867944 nChanged 1 SP:Iteration 6Q (26054.670000 sec): 3 clusters Score: Raw -66152.886119 + Penalty 3023.528983 = -63129.357136 nChanged 0 SP:Iteration 7F (26054.840000 sec): 3 clusters Score: Raw -66152.886119 + Penalty 3023.528983 = -63129.357136 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26054.890000 sec): 2 clusters Score: Raw -97990.923120 + Penalty 1617.114040 = -96373.809081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26055.060000 sec): 3 clusters Score: Raw -97962.901644 + Penalty 3234.228079 = -94728.673564 nChanged 160 SP:Iteration 1F (26055.180000 sec): 3 clusters Score: Raw -98225.009434 + Penalty 3234.228079 = -94990.781355 nChanged 38 SP:Iteration 2F (26055.360000 sec): 3 clusters Score: Raw -98398.137598 + Penalty 3234.228079 = -95163.909519 nChanged 28 SP:Iteration 3Q (26055.500000 sec): 3 clusters Score: Raw -98689.683505 + Penalty 3234.228079 = -95455.455426 nChanged 33 SP:Iteration 4Q (26055.660000 sec): 3 clusters Score: Raw -98761.992844 + Penalty 3234.228079 = -95527.764765 nChanged 24 SP:Iteration 5Q (26055.850000 sec): 3 clusters Score: Raw -98812.632418 + Penalty 3234.228079 = -95578.404338 nChanged 24 SP:Iteration 6Q (26056.010000 sec): 3 clusters Score: Raw -98868.998866 + Penalty 3234.228079 = -95634.770787 nChanged 22 SP:Iteration 7Q (26056.180000 sec): 3 clusters Score: Raw -98928.126671 + Penalty 3234.228079 = -95693.898592 nChanged 15 SP:Iteration 8Q (26056.360000 sec): 3 clusters Score: Raw -98966.068969 + Penalty 3234.228079 = -95731.840890 nChanged 7 SP:Iteration 9Q (26056.540000 sec): 3 clusters Score: Raw -98988.359261 + Penalty 3234.228079 = -95754.131182 nChanged 11 SP:Iteration 10Q (26056.720000 sec): 3 clusters Score: Raw -99017.471645 + Penalty 3234.228079 = -95783.243566 nChanged 7 SP:Iteration 11Q (26056.890000 sec): 3 clusters Score: Raw -99049.675966 + Penalty 3234.228079 = -95815.447887 nChanged 5 SP:Iteration 12Q (26057.070000 sec): 3 clusters Score: Raw -99068.896885 + Penalty 3234.228079 = -95834.668805 nChanged 5 SP:Iteration 13Q (26057.240000 sec): 3 clusters Score: Raw -99086.282655 + Penalty 3234.228079 = -95852.054576 nChanged 4 SP:Iteration 14Q (26057.420000 sec): 3 clusters Score: Raw -99095.027677 + Penalty 3234.228079 = -95860.799598 nChanged 1 SP:Iteration 15Q (26057.600000 sec): 3 clusters Score: Raw -99100.147937 + Penalty 3234.228079 = -95865.919858 nChanged 3 SP:Iteration 16Q (26057.830000 sec): 3 clusters Score: Raw -99103.284021 + Penalty 3234.228079 = -95869.055941 nChanged 2 SP:Iteration 17Q (26058.000000 sec): 3 clusters Score: Raw -99107.907333 + Penalty 3234.228079 = -95873.679253 nChanged 4 SP:Iteration 18Q (26058.140000 sec): 3 clusters Score: Raw -99120.752244 + Penalty 3234.228079 = -95886.524165 nChanged 2 SP:Iteration 19Q (26058.340000 sec): 3 clusters Score: Raw -99130.240727 + Penalty 3234.228079 = -95896.012648 nChanged 6 SP:Iteration 20F (26058.540000 sec): 3 clusters Score: Raw -99149.113558 + Penalty 3234.228079 = -95914.885479 nChanged 9 SP:Iteration 21Q (26058.720000 sec): 3 clusters Score: Raw -99179.089628 + Penalty 3234.228079 = -95944.861549 nChanged 5 SP:Iteration 22Q (26058.880000 sec): 3 clusters Score: Raw -99198.567070 + Penalty 3234.228079 = -95964.338991 nChanged 9 SP:Iteration 23Q (26059.040000 sec): 3 clusters Score: Raw -99233.235257 + Penalty 3234.228079 = -95999.007178 nChanged 9 SP:Iteration 24Q (26059.220000 sec): 3 clusters Score: Raw -99261.320395 + Penalty 3234.228079 = -96027.092316 nChanged 2 SP:Iteration 25Q (26059.360000 sec): 3 clusters Score: Raw -99265.618661 + Penalty 3234.228079 = -96031.390582 nChanged 1 SP:Iteration 26Q (26059.520000 sec): 3 clusters Score: Raw -99267.475048 + Penalty 3234.228079 = -96033.246969 nChanged 1 SP:Iteration 27Q (26059.740000 sec): 3 clusters Score: Raw -99268.900211 + Penalty 3234.228079 = -96034.672131 nChanged 0 SP:Iteration 28F (26059.950000 sec): 3 clusters Score: Raw -99268.900211 + Penalty 3234.228079 = -96034.672131 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26060.020000 sec): 2 clusters Score: Raw -132910.528830 + Penalty 1694.591870 = -131215.936960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26060.180000 sec): 3 clusters Score: Raw -132829.317468 + Penalty 3389.183739 = -129440.133729 nChanged 263 SP:Iteration 1F (26060.350000 sec): 3 clusters Score: Raw -133481.298197 + Penalty 3389.183739 = -130092.114458 nChanged 115 SP:Iteration 2F (26060.550000 sec): 3 clusters Score: Raw -134085.424284 + Penalty 3389.183739 = -130696.240545 nChanged 98 SP:Iteration 3F (26060.740000 sec): 3 clusters Score: Raw -134620.260980 + Penalty 3389.183739 = -131231.077240 nChanged 77 SP:Iteration 4F (26060.910000 sec): 3 clusters Score: Raw -135455.929109 + Penalty 3389.183739 = -132066.745369 nChanged 58 SP:Iteration 5F (26061.060000 sec): 3 clusters Score: Raw -136331.403652 + Penalty 3389.183739 = -132942.219913 nChanged 37 SP:Iteration 6Q (26061.240000 sec): 3 clusters Score: Raw -136912.404845 + Penalty 3389.183739 = -133523.221106 nChanged 49 SP:Iteration 7F (26061.450000 sec): 3 clusters Score: Raw -137260.620478 + Penalty 3389.183739 = -133871.436739 nChanged 38 SP:Iteration 8Q (26061.640000 sec): 3 clusters Score: Raw -137687.066043 + Penalty 3389.183739 = -134297.882304 nChanged 27 SP:Iteration 9Q (26061.850000 sec): 3 clusters Score: Raw -137897.185856 + Penalty 3389.183739 = -134508.002117 nChanged 26 SP:Iteration 10Q (26062.030000 sec): 3 clusters Score: Raw -138020.693064 + Penalty 3389.183739 = -134631.509325 nChanged 33 SP:Iteration 11Q (26062.290000 sec): 3 clusters Score: Raw -138226.718099 + Penalty 3389.183739 = -134837.534359 nChanged 34 SP:Iteration 12Q (26062.440000 sec): 3 clusters Score: Raw -138644.114159 + Penalty 3389.183739 = -135254.930420 nChanged 23 SP:Iteration 13Q (26062.630000 sec): 3 clusters Score: Raw -139092.492335 + Penalty 3389.183739 = -135703.308596 nChanged 8 SP:Iteration 14Q (26062.870000 sec): 3 clusters Score: Raw -139572.255350 + Penalty 3389.183739 = -136183.071611 nChanged 0 SP:Iteration 15F (26063.030000 sec): 3 clusters Score: Raw -139572.255350 + Penalty 3389.183739 = -136183.071611 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 5.79 GB. Trying to split cluster 40 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26063.110000 sec): 2 clusters Score: Raw -36049.464038 + Penalty 1385.637667 = -34663.826371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26063.300000 sec): 3 clusters Score: Raw -36322.915829 + Penalty 2771.275335 = -33551.640494 nChanged 27 SP:Iteration 1F (26063.490000 sec): 3 clusters Score: Raw -36444.298148 + Penalty 2771.275335 = -33673.022813 nChanged 11 SP:Iteration 2Q (26063.690000 sec): 3 clusters Score: Raw -36480.845150 + Penalty 2771.275335 = -33709.569816 nChanged 2 SP:Iteration 3Q (26063.900000 sec): 3 clusters Score: Raw -36488.254429 + Penalty 2771.275335 = -33716.979095 nChanged 1 SP:Iteration 4Q (26064.140000 sec): 3 clusters Score: Raw -36492.452182 + Penalty 2771.275335 = -33721.176847 nChanged 1 SP:Iteration 5Q (26064.340000 sec): 3 clusters Score: Raw -36495.725875 + Penalty 2771.275335 = -33724.450540 nChanged 2 SP:Iteration 6Q (26064.500000 sec): 3 clusters Score: Raw -36506.491256 + Penalty 2771.275335 = -33735.215921 nChanged 2 SP:Iteration 7Q (26064.680000 sec): 3 clusters Score: Raw -36520.601033 + Penalty 2771.275335 = -33749.325699 nChanged 3 SP:Iteration 8Q (26064.890000 sec): 3 clusters Score: Raw -36532.202429 + Penalty 2771.275335 = -33760.927095 nChanged 2 SP:Iteration 9Q (26065.080000 sec): 3 clusters Score: Raw -36537.541889 + Penalty 2771.275335 = -33766.266554 nChanged 1 SP:Iteration 10Q (26065.220000 sec): 3 clusters Score: Raw -36540.208600 + Penalty 2771.275335 = -33768.933266 nChanged 0 SP:Iteration 11F (26065.440000 sec): 3 clusters Score: Raw -36540.208600 + Penalty 2771.275335 = -33768.933266 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26065.490000 sec): 2 clusters Score: Raw -75785.771683 + Penalty 1624.667923 = -74161.103760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26065.740000 sec): 3 clusters Score: Raw -75964.391944 + Penalty 3249.335846 = -72715.056098 nChanged 226 SP:Iteration 1F (26065.900000 sec): 3 clusters Score: Raw -77938.819178 + Penalty 3249.335846 = -74689.483331 nChanged 135 SP:Iteration 2F (26066.060000 sec): 3 clusters Score: Raw -80553.994074 + Penalty 3249.335846 = -77304.658228 nChanged 50 SP:Iteration 3F (26066.210000 sec): 3 clusters Score: Raw -82774.721991 + Penalty 3249.335846 = -79525.386145 nChanged 17 SP:Iteration 4Q (26066.370000 sec): 3 clusters Score: Raw -83507.305311 + Penalty 3249.335846 = -80257.969465 nChanged 5 SP:Iteration 5Q (26066.580000 sec): 3 clusters Score: Raw -84127.919203 + Penalty 3249.335846 = -80878.583357 nChanged 0 SP:Iteration 6F (26066.810000 sec): 3 clusters Score: Raw -84127.919203 + Penalty 3249.335846 = -80878.583357 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 5.79 GB. Trying to split cluster 42 (17472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26067.020000 sec): 2 clusters Score: Raw -2643556.426982 + Penalty 2422.552010 = -2641133.874973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26067.310000 sec): 3 clusters Score: Raw -2633524.281575 + Penalty 4845.104020 = -2628679.177555 nChanged 7650 SP:Iteration 1F (26067.590000 sec): 3 clusters Score: Raw -2638134.271043 + Penalty 4845.104020 = -2633289.167023 nChanged 1364 SP:Iteration 2F (26067.850000 sec): 3 clusters Score: Raw -2639048.093873 + Penalty 4845.104020 = -2634202.989853 nChanged 1377 SP:Iteration 3F (26068.120000 sec): 3 clusters Score: Raw -2640024.533909 + Penalty 4845.104020 = -2635179.429889 nChanged 1345 SP:Iteration 4F (26068.380000 sec): 3 clusters Score: Raw -2641131.835495 + Penalty 4845.104020 = -2636286.731475 nChanged 1322 SP:Iteration 5F (26068.650000 sec): 3 clusters Score: Raw -2642290.305643 + Penalty 4845.104020 = -2637445.201623 nChanged 1154 SP:Iteration 6F (26068.890000 sec): 3 clusters Score: Raw -2643357.065103 + Penalty 4845.104020 = -2638511.961083 nChanged 933 SP:Iteration 7F (26069.150000 sec): 3 clusters Score: Raw -2644128.808118 + Penalty 4845.104020 = -2639283.704098 nChanged 716 SP:Iteration 8Q (26069.460000 sec): 3 clusters Score: Raw -2644626.014160 + Penalty 4845.104020 = -2639780.910140 nChanged 475 SP:Iteration 9Q (26069.740000 sec): 3 clusters Score: Raw -2644877.407663 + Penalty 4845.104020 = -2640032.303643 nChanged 332 SP:Iteration 10Q (26070.080000 sec): 3 clusters Score: Raw -2645041.292010 + Penalty 4845.104020 = -2640196.187990 nChanged 267 SP:Iteration 11Q (26070.420000 sec): 3 clusters Score: Raw -2645164.426223 + Penalty 4845.104020 = -2640319.322203 nChanged 204 SP:Iteration 12Q (26070.700000 sec): 3 clusters Score: Raw -2645241.248698 + Penalty 4845.104020 = -2640396.144678 nChanged 151 SP:Iteration 13Q (26071.000000 sec): 3 clusters Score: Raw -2645298.463876 + Penalty 4845.104020 = -2640453.359856 nChanged 155 SP:Iteration 14Q (26071.240000 sec): 3 clusters Score: Raw -2645347.646078 + Penalty 4845.104020 = -2640502.542058 nChanged 136 SP:Iteration 15Q (26071.560000 sec): 3 clusters Score: Raw -2645386.150047 + Penalty 4845.104020 = -2640541.046028 nChanged 101 SP:Iteration 16Q (26071.860000 sec): 3 clusters Score: Raw -2645410.495588 + Penalty 4845.104020 = -2640565.391568 nChanged 78 SP:Iteration 17Q (26072.110000 sec): 3 clusters Score: Raw -2645430.180493 + Penalty 4845.104020 = -2640585.076474 nChanged 65 SP:Iteration 18Q (26072.410000 sec): 3 clusters Score: Raw -2645444.004717 + Penalty 4845.104020 = -2640598.900698 nChanged 41 SP:Iteration 19Q (26072.690000 sec): 3 clusters Score: Raw -2645452.125871 + Penalty 4845.104020 = -2640607.021851 nChanged 45 SP:Iteration 20F (26073.000000 sec): 3 clusters Score: Raw -2645461.819876 + Penalty 4845.104020 = -2640616.715856 nChanged 39 SP:Iteration 21Q (26073.250000 sec): 3 clusters Score: Raw -2645471.496718 + Penalty 4845.104020 = -2640626.392698 nChanged 45 SP:Iteration 22Q (26073.570000 sec): 3 clusters Score: Raw -2645482.904038 + Penalty 4845.104020 = -2640637.800019 nChanged 47 SP:Iteration 23Q (26073.890000 sec): 3 clusters Score: Raw -2645493.975526 + Penalty 4845.104020 = -2640648.871507 nChanged 39 SP:Iteration 24Q (26074.170000 sec): 3 clusters Score: Raw -2645505.364115 + Penalty 4845.104020 = -2640660.260095 nChanged 32 SP:Iteration 25Q (26074.520000 sec): 3 clusters Score: Raw -2645512.821895 + Penalty 4845.104020 = -2640667.717876 nChanged 20 SP:Iteration 26Q (26074.840000 sec): 3 clusters Score: Raw -2645517.281698 + Penalty 4845.104020 = -2640672.177678 nChanged 26 SP:Iteration 27Q (26075.110000 sec): 3 clusters Score: Raw -2645521.333799 + Penalty 4845.104020 = -2640676.229779 nChanged 20 SP:Iteration 28Q (26075.410000 sec): 3 clusters Score: Raw -2645525.679895 + Penalty 4845.104020 = -2640680.575875 nChanged 22 SP:Iteration 29Q (26075.630000 sec): 3 clusters Score: Raw -2645531.188406 + Penalty 4845.104020 = -2640686.084386 nChanged 26 SP:Iteration 30Q (26075.920000 sec): 3 clusters Score: Raw -2645538.664574 + Penalty 4845.104020 = -2640693.560555 nChanged 30 SP:Iteration 31Q (26076.220000 sec): 3 clusters Score: Raw -2645547.669892 + Penalty 4845.104020 = -2640702.565872 nChanged 27 SP:Iteration 32Q (26076.560000 sec): 3 clusters Score: Raw -2645558.487608 + Penalty 4845.104020 = -2640713.383588 nChanged 42 SP:Iteration 33Q (26076.860000 sec): 3 clusters Score: Raw -2645577.026175 + Penalty 4845.104020 = -2640731.922155 nChanged 44 SP:Iteration 34Q (26077.150000 sec): 3 clusters Score: Raw -2645599.824198 + Penalty 4845.104020 = -2640754.720178 nChanged 50 SP:Iteration 35Q (26077.390000 sec): 3 clusters Score: Raw -2645623.793599 + Penalty 4845.104020 = -2640778.689579 nChanged 53 SP:Iteration 36Q (26077.690000 sec): 3 clusters Score: Raw -2645638.525543 + Penalty 4845.104020 = -2640793.421523 nChanged 30 SP:Iteration 37Q (26077.950000 sec): 3 clusters Score: Raw -2645644.552143 + Penalty 4845.104020 = -2640799.448123 nChanged 21 SP:Iteration 38Q (26078.270000 sec): 3 clusters Score: Raw -2645648.552638 + Penalty 4845.104020 = -2640803.448618 nChanged 17 SP:Iteration 39Q (26078.610000 sec): 3 clusters Score: Raw -2645651.663615 + Penalty 4845.104020 = -2640806.559595 nChanged 14 SP:Iteration 40F (26078.900000 sec): 3 clusters Score: Raw -2645656.010841 + Penalty 4845.104020 = -2640810.906821 nChanged 16 SP:Iteration 41Q (26079.190000 sec): 3 clusters Score: Raw -2645659.919831 + Penalty 4845.104020 = -2640814.815811 nChanged 9 SP:Iteration 42Q (26079.420000 sec): 3 clusters Score: Raw -2645661.749299 + Penalty 4845.104020 = -2640816.645280 nChanged 2 SP:Iteration 43Q (26079.680000 sec): 3 clusters Score: Raw -2645662.132956 + Penalty 4845.104020 = -2640817.028936 nChanged 2 SP:Iteration 44Q (26079.970000 sec): 3 clusters Score: Raw -2645662.397587 + Penalty 4845.104020 = -2640817.293567 nChanged 2 SP:Iteration 45Q (26080.260000 sec): 3 clusters Score: Raw -2645662.696775 + Penalty 4845.104020 = -2640817.592755 nChanged 3 SP:Iteration 46Q (26080.520000 sec): 3 clusters Score: Raw -2645663.089907 + Penalty 4845.104020 = -2640817.985888 nChanged 3 SP:Iteration 47Q (26080.820000 sec): 3 clusters Score: Raw -2645663.393150 + Penalty 4845.104020 = -2640818.289130 nChanged 0 SP:Iteration 48F (26081.080000 sec): 3 clusters Score: Raw -2645663.393150 + Penalty 4845.104020 = -2640818.289130 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (4050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26081.210000 sec): 2 clusters Score: Raw -607066.961896 + Penalty 2060.005096 = -605006.956801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26081.460000 sec): 3 clusters Score: Raw -605223.566958 + Penalty 4120.010191 = -601103.556766 nChanged 1467 SP:Iteration 1F (26081.650000 sec): 3 clusters Score: Raw -606093.894737 + Penalty 4120.010191 = -601973.884546 nChanged 339 SP:Iteration 2F (26081.870000 sec): 3 clusters Score: Raw -606309.821813 + Penalty 4120.010191 = -602189.811622 nChanged 199 SP:Iteration 3Q (26082.090000 sec): 3 clusters Score: Raw -606431.144829 + Penalty 4120.010191 = -602311.134638 nChanged 148 SP:Iteration 4Q (26082.320000 sec): 3 clusters Score: Raw -606521.207092 + Penalty 4120.010191 = -602401.196900 nChanged 117 SP:Iteration 5Q (26082.510000 sec): 3 clusters Score: Raw -606597.259144 + Penalty 4120.010191 = -602477.248952 nChanged 106 SP:Iteration 6Q (26082.700000 sec): 3 clusters Score: Raw -606678.884202 + Penalty 4120.010191 = -602558.874011 nChanged 109 SP:Iteration 7Q (26082.910000 sec): 3 clusters Score: Raw -606751.141996 + Penalty 4120.010191 = -602631.131805 nChanged 109 SP:Iteration 8Q (26083.110000 sec): 3 clusters Score: Raw -606834.492046 + Penalty 4120.010191 = -602714.481854 nChanged 111 SP:Iteration 9Q (26083.340000 sec): 3 clusters Score: Raw -606922.902428 + Penalty 4120.010191 = -602802.892236 nChanged 139 SP:Iteration 10Q (26083.560000 sec): 3 clusters Score: Raw -607037.327212 + Penalty 4120.010191 = -602917.317021 nChanged 149 SP:Iteration 11Q (26083.760000 sec): 3 clusters Score: Raw -607188.656392 + Penalty 4120.010191 = -603068.646201 nChanged 144 SP:Iteration 12Q (26083.930000 sec): 3 clusters Score: Raw -607329.191366 + Penalty 4120.010191 = -603209.181175 nChanged 144 SP:Iteration 13Q (26084.170000 sec): 3 clusters Score: Raw -607481.913704 + Penalty 4120.010191 = -603361.903512 nChanged 137 SP:Iteration 14Q (26084.390000 sec): 3 clusters Score: Raw -607617.212779 + Penalty 4120.010191 = -603497.202587 nChanged 120 SP:Iteration 15Q (26084.590000 sec): 3 clusters Score: Raw -607735.310973 + Penalty 4120.010191 = -603615.300782 nChanged 102 SP:Iteration 16Q (26084.810000 sec): 3 clusters Score: Raw -607835.030238 + Penalty 4120.010191 = -603715.020046 nChanged 91 SP:Iteration 17Q (26085.000000 sec): 3 clusters Score: Raw -607929.622179 + Penalty 4120.010191 = -603809.611987 nChanged 95 SP:Iteration 18Q (26085.270000 sec): 3 clusters Score: Raw -608044.768533 + Penalty 4120.010191 = -603924.758341 nChanged 103 SP:Iteration 19Q (26085.460000 sec): 3 clusters Score: Raw -608202.407771 + Penalty 4120.010191 = -604082.397580 nChanged 132 SP:Iteration 20F (26085.690000 sec): 3 clusters Score: Raw -608504.534684 + Penalty 4120.010191 = -604384.524492 nChanged 175 SP:Iteration 21Q (26085.870000 sec): 3 clusters Score: Raw -608933.024962 + Penalty 4120.010191 = -604813.014770 nChanged 173 SP:Iteration 22Q (26086.090000 sec): 3 clusters Score: Raw -609349.861520 + Penalty 4120.010191 = -605229.851328 nChanged 105 SP:Iteration 23Q (26086.270000 sec): 3 clusters Score: Raw -609582.624701 + Penalty 4120.010191 = -605462.614509 nChanged 55 SP:Iteration 24Q (26086.470000 sec): 3 clusters Score: Raw -609693.793468 + Penalty 4120.010191 = -605573.783277 nChanged 31 SP:Iteration 25Q (26086.650000 sec): 3 clusters Score: Raw -609743.375730 + Penalty 4120.010191 = -605623.365539 nChanged 18 SP:Iteration 26Q (26086.860000 sec): 3 clusters Score: Raw -609764.848745 + Penalty 4120.010191 = -605644.838554 nChanged 13 SP:Iteration 27Q (26087.050000 sec): 3 clusters Score: Raw -609776.212845 + Penalty 4120.010191 = -605656.202654 nChanged 8 SP:Iteration 28Q (26087.270000 sec): 3 clusters Score: Raw -609785.284406 + Penalty 4120.010191 = -605665.274215 nChanged 8 SP:Iteration 29Q (26087.510000 sec): 3 clusters Score: Raw -609790.857516 + Penalty 4120.010191 = -605670.847325 nChanged 2 SP:Iteration 30Q (26087.700000 sec): 3 clusters Score: Raw -609792.690202 + Penalty 4120.010191 = -605672.680011 nChanged 2 SP:Iteration 31Q (26087.870000 sec): 3 clusters Score: Raw -609793.927582 + Penalty 4120.010191 = -605673.917390 nChanged 1 SP:Iteration 32Q (26088.050000 sec): 3 clusters Score: Raw -609794.489907 + Penalty 4120.010191 = -605674.479715 nChanged 0 SP:Iteration 33F (26088.270000 sec): 3 clusters Score: Raw -609794.489907 + Penalty 4120.010191 = -605674.479715 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 5.79 GB. Trying to split cluster 44 (8869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26088.410000 sec): 2 clusters Score: Raw -1404146.061545 + Penalty 2254.398698 = -1401891.662847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26088.680000 sec): 3 clusters Score: Raw -1399435.251672 + Penalty 4508.797395 = -1394926.454276 nChanged 3624 SP:Iteration 1F (26088.860000 sec): 3 clusters Score: Raw -1401416.072498 + Penalty 4508.797395 = -1396907.275102 nChanged 598 SP:Iteration 2F (26089.140000 sec): 3 clusters Score: Raw -1401689.404212 + Penalty 4508.797395 = -1397180.606816 nChanged 404 SP:Iteration 3Q (26089.350000 sec): 3 clusters Score: Raw -1401851.794709 + Penalty 4508.797395 = -1397342.997313 nChanged 308 SP:Iteration 4Q (26089.590000 sec): 3 clusters Score: Raw -1401961.929374 + Penalty 4508.797395 = -1397453.131979 nChanged 258 SP:Iteration 5Q (26089.850000 sec): 3 clusters Score: Raw -1402047.090316 + Penalty 4508.797395 = -1397538.292921 nChanged 198 SP:Iteration 6Q (26090.040000 sec): 3 clusters Score: Raw -1402103.048489 + Penalty 4508.797395 = -1397594.251093 nChanged 176 SP:Iteration 7Q (26090.260000 sec): 3 clusters Score: Raw -1402159.580574 + Penalty 4508.797395 = -1397650.783179 nChanged 155 SP:Iteration 8Q (26090.490000 sec): 3 clusters Score: Raw -1402203.906883 + Penalty 4508.797395 = -1397695.109488 nChanged 139 SP:Iteration 9Q (26090.740000 sec): 3 clusters Score: Raw -1402242.970636 + Penalty 4508.797395 = -1397734.173240 nChanged 134 SP:Iteration 10Q (26090.970000 sec): 3 clusters Score: Raw -1402282.759845 + Penalty 4508.797395 = -1397773.962449 nChanged 149 SP:Iteration 11Q (26091.170000 sec): 3 clusters Score: Raw -1402331.535242 + Penalty 4508.797395 = -1397822.737847 nChanged 152 SP:Iteration 12Q (26091.430000 sec): 3 clusters Score: Raw -1402376.873319 + Penalty 4508.797395 = -1397868.075923 nChanged 146 SP:Iteration 13Q (26091.640000 sec): 3 clusters Score: Raw -1402423.591563 + Penalty 4508.797395 = -1397914.794167 nChanged 153 SP:Iteration 14Q (26091.890000 sec): 3 clusters Score: Raw -1402476.050613 + Penalty 4508.797395 = -1397967.253217 nChanged 163 SP:Iteration 15Q (26092.110000 sec): 3 clusters Score: Raw -1402526.630430 + Penalty 4508.797395 = -1398017.833034 nChanged 160 SP:Iteration 16Q (26092.380000 sec): 3 clusters Score: Raw -1402582.487271 + Penalty 4508.797395 = -1398073.689875 nChanged 184 SP:Iteration 17Q (26092.600000 sec): 3 clusters Score: Raw -1402651.497207 + Penalty 4508.797395 = -1398142.699811 nChanged 196 SP:Iteration 18Q (26092.820000 sec): 3 clusters Score: Raw -1402731.157456 + Penalty 4508.797395 = -1398222.360060 nChanged 230 SP:Iteration 19Q (26093.070000 sec): 3 clusters Score: Raw -1402819.734015 + Penalty 4508.797395 = -1398310.936620 nChanged 217 SP:Iteration 20F (26093.260000 sec): 3 clusters Score: Raw -1402911.443089 + Penalty 4508.797395 = -1398402.645693 nChanged 229 SP:Iteration 21Q (26093.470000 sec): 3 clusters Score: Raw -1403011.559172 + Penalty 4508.797395 = -1398502.761777 nChanged 232 SP:Iteration 22Q (26093.710000 sec): 3 clusters Score: Raw -1403127.738716 + Penalty 4508.797395 = -1398618.941320 nChanged 234 SP:Iteration 23Q (26093.930000 sec): 3 clusters Score: Raw -1403247.932948 + Penalty 4508.797395 = -1398739.135552 nChanged 225 SP:Iteration 24Q (26094.190000 sec): 3 clusters Score: Raw -1403360.776353 + Penalty 4508.797395 = -1398851.978957 nChanged 199 SP:Iteration 25Q (26094.390000 sec): 3 clusters Score: Raw -1403463.540463 + Penalty 4508.797395 = -1398954.743067 nChanged 188 SP:Iteration 26Q (26094.670000 sec): 3 clusters Score: Raw -1403560.934478 + Penalty 4508.797395 = -1399052.137083 nChanged 188 SP:Iteration 27Q (26094.900000 sec): 3 clusters Score: Raw -1403656.474822 + Penalty 4508.797395 = -1399147.677427 nChanged 187 SP:Iteration 28Q (26095.130000 sec): 3 clusters Score: Raw -1403757.711951 + Penalty 4508.797395 = -1399248.914556 nChanged 184 SP:Iteration 29Q (26095.380000 sec): 3 clusters Score: Raw -1403848.162283 + Penalty 4508.797395 = -1399339.364888 nChanged 145 SP:Iteration 30Q (26095.600000 sec): 3 clusters Score: Raw -1403931.622738 + Penalty 4508.797395 = -1399422.825343 nChanged 141 SP:Iteration 31Q (26095.810000 sec): 3 clusters Score: Raw -1404015.844706 + Penalty 4508.797395 = -1399507.047310 nChanged 152 SP:Iteration 32Q (26096.070000 sec): 3 clusters Score: Raw -1404101.871812 + Penalty 4508.797395 = -1399593.074417 nChanged 142 SP:Iteration 33Q (26096.330000 sec): 3 clusters Score: Raw -1404186.934817 + Penalty 4508.797395 = -1399678.137422 nChanged 114 SP:Iteration 34Q (26096.540000 sec): 3 clusters Score: Raw -1404247.302986 + Penalty 4508.797395 = -1399738.505591 nChanged 82 SP:Iteration 35Q (26096.770000 sec): 3 clusters Score: Raw -1404290.869265 + Penalty 4508.797395 = -1399782.071869 nChanged 60 SP:Iteration 36Q (26097.060000 sec): 3 clusters Score: Raw -1404321.364224 + Penalty 4508.797395 = -1399812.566828 nChanged 56 SP:Iteration 37Q (26097.280000 sec): 3 clusters Score: Raw -1404355.493513 + Penalty 4508.797395 = -1399846.696117 nChanged 52 SP:Iteration 38Q (26097.470000 sec): 3 clusters Score: Raw -1404383.321579 + Penalty 4508.797395 = -1399874.524183 nChanged 38 SP:Iteration 39Q (26097.720000 sec): 3 clusters Score: Raw -1404403.674262 + Penalty 4508.797395 = -1399894.876867 nChanged 32 SP:Iteration 40F (26097.990000 sec): 3 clusters Score: Raw -1404417.991987 + Penalty 4508.797395 = -1399909.194592 nChanged 25 SP:Iteration 41Q (26098.250000 sec): 3 clusters Score: Raw -1404432.433657 + Penalty 4508.797395 = -1399923.636262 nChanged 21 SP:Iteration 42Q (26098.460000 sec): 3 clusters Score: Raw -1404445.833633 + Penalty 4508.797395 = -1399937.036237 nChanged 19 SP:Iteration 43Q (26098.680000 sec): 3 clusters Score: Raw -1404455.935235 + Penalty 4508.797395 = -1399947.137840 nChanged 14 SP:Iteration 44Q (26098.900000 sec): 3 clusters Score: Raw -1404464.414948 + Penalty 4508.797395 = -1399955.617552 nChanged 21 SP:Iteration 45Q (26099.140000 sec): 3 clusters Score: Raw -1404475.393645 + Penalty 4508.797395 = -1399966.596249 nChanged 20 SP:Iteration 46Q (26099.360000 sec): 3 clusters Score: Raw -1404488.106562 + Penalty 4508.797395 = -1399979.309167 nChanged 16 SP:Iteration 47Q (26099.640000 sec): 3 clusters Score: Raw -1404494.838373 + Penalty 4508.797395 = -1399986.040978 nChanged 10 SP:Iteration 48Q (26099.860000 sec): 3 clusters Score: Raw -1404499.319601 + Penalty 4508.797395 = -1399990.522206 nChanged 7 SP:Iteration 49Q (26100.120000 sec): 3 clusters Score: Raw -1404503.456110 + Penalty 4508.797395 = -1399994.658715 nChanged 6 SP:Iteration 50Q (26100.330000 sec): 3 clusters Score: Raw -1404506.676791 + Penalty 4508.797395 = -1399997.879395 nChanged 5 SP:Iteration 51Q (26100.600000 sec): 3 clusters Score: Raw -1404509.989785 + Penalty 4508.797395 = -1400001.192389 nChanged 4 SP:Iteration 52Q (26100.880000 sec): 3 clusters Score: Raw -1404512.859434 + Penalty 4508.797395 = -1400004.062039 nChanged 6 SP:Iteration 53Q (26101.120000 sec): 3 clusters Score: Raw -1404515.835371 + Penalty 4508.797395 = -1400007.037975 nChanged 6 SP:Iteration 54Q (26101.320000 sec): 3 clusters Score: Raw -1404518.703237 + Penalty 4508.797395 = -1400009.905841 nChanged 3 SP:Iteration 55Q (26101.580000 sec): 3 clusters Score: Raw -1404520.184063 + Penalty 4508.797395 = -1400011.386668 nChanged 3 SP:Iteration 56Q (26101.790000 sec): 3 clusters Score: Raw -1404521.961688 + Penalty 4508.797395 = -1400013.164292 nChanged 4 SP:Iteration 57Q (26102.000000 sec): 3 clusters Score: Raw -1404523.914313 + Penalty 4508.797395 = -1400015.116917 nChanged 3 SP:Iteration 58Q (26102.270000 sec): 3 clusters Score: Raw -1404525.777558 + Penalty 4508.797395 = -1400016.980163 nChanged 6 SP:Iteration 59Q (26102.540000 sec): 3 clusters Score: Raw -1404529.190087 + Penalty 4508.797395 = -1400020.392692 nChanged 6 SP:Iteration 60F (26102.760000 sec): 3 clusters Score: Raw -1404532.592410 + Penalty 4508.797395 = -1400023.795014 nChanged 3 SP:Iteration 61Q (26103.020000 sec): 3 clusters Score: Raw -1404533.365381 + Penalty 4508.797395 = -1400024.567986 nChanged 2 SP:Iteration 62Q (26103.270000 sec): 3 clusters Score: Raw -1404534.811986 + Penalty 4508.797395 = -1400026.014591 nChanged 2 SP:Iteration 63Q (26103.570000 sec): 3 clusters Score: Raw -1404535.823286 + Penalty 4508.797395 = -1400027.025890 nChanged 1 SP:Iteration 64Q (26103.760000 sec): 3 clusters Score: Raw -1404536.341472 + Penalty 4508.797395 = -1400027.544076 nChanged 0 SP:Iteration 65F (26104.000000 sec): 3 clusters Score: Raw -1404536.341472 + Penalty 4508.797395 = -1400027.544076 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26104.130000 sec): 2 clusters Score: Raw -25479.585774 + Penalty 1282.280031 = -24197.305743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26104.330000 sec): 3 clusters Score: Raw -25694.387685 + Penalty 2564.560062 = -23129.827623 nChanged 5 SP:Iteration 1Q (26104.500000 sec): 3 clusters Score: Raw -25725.452460 + Penalty 2564.560062 = -23160.892399 nChanged 2 SP:Iteration 2Q (26104.720000 sec): 3 clusters Score: Raw -25741.765182 + Penalty 2564.560062 = -23177.205121 nChanged 1 SP:Iteration 3Q (26104.900000 sec): 3 clusters Score: Raw -25745.994185 + Penalty 2564.560062 = -23181.434123 nChanged 0 SP:Iteration 4F (26105.080000 sec): 3 clusters Score: Raw -25745.994185 + Penalty 2564.560062 = -23181.434123 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 46 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26105.180000 sec): 2 clusters Score: Raw -53786.384948 + Penalty 1449.199015 = -52337.185932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26105.330000 sec): 3 clusters Score: Raw -53903.221674 + Penalty 2898.398031 = -51004.823643 nChanged 55 SP:Iteration 1F (26105.530000 sec): 3 clusters Score: Raw -54101.687255 + Penalty 2898.398031 = -51203.289224 nChanged 17 SP:Iteration 2Q (26105.680000 sec): 3 clusters Score: Raw -54163.144333 + Penalty 2898.398031 = -51264.746302 nChanged 11 SP:Iteration 3Q (26105.870000 sec): 3 clusters Score: Raw -54199.830722 + Penalty 2898.398031 = -51301.432691 nChanged 10 SP:Iteration 4Q (26106.010000 sec): 3 clusters Score: Raw -54265.788656 + Penalty 2898.398031 = -51367.390625 nChanged 9 SP:Iteration 5Q (26106.200000 sec): 3 clusters Score: Raw -54327.135944 + Penalty 2898.398031 = -51428.737913 nChanged 9 SP:Iteration 6Q (26106.400000 sec): 3 clusters Score: Raw -54399.667376 + Penalty 2898.398031 = -51501.269345 nChanged 9 SP:Iteration 7Q (26106.610000 sec): 3 clusters Score: Raw -54476.614978 + Penalty 2898.398031 = -51578.216947 nChanged 12 SP:Iteration 8Q (26106.820000 sec): 3 clusters Score: Raw -54548.993410 + Penalty 2898.398031 = -51650.595379 nChanged 12 SP:Iteration 9Q (26107.040000 sec): 3 clusters Score: Raw -54636.830574 + Penalty 2898.398031 = -51738.432543 nChanged 10 SP:Iteration 10Q (26107.200000 sec): 3 clusters Score: Raw -54705.788195 + Penalty 2898.398031 = -51807.390164 nChanged 7 SP:Iteration 11Q (26107.430000 sec): 3 clusters Score: Raw -54772.128218 + Penalty 2898.398031 = -51873.730187 nChanged 5 SP:Iteration 12Q (26107.640000 sec): 3 clusters Score: Raw -54827.585036 + Penalty 2898.398031 = -51929.187005 nChanged 4 SP:Iteration 13Q (26107.780000 sec): 3 clusters Score: Raw -54863.306708 + Penalty 2898.398031 = -51964.908677 nChanged 1 SP:Iteration 14Q (26107.950000 sec): 3 clusters Score: Raw -54872.844804 + Penalty 2898.398031 = -51974.446773 nChanged 1 SP:Iteration 15Q (26108.150000 sec): 3 clusters Score: Raw -54893.652053 + Penalty 2898.398031 = -51995.254022 nChanged 2 SP:Iteration 16Q (26108.290000 sec): 3 clusters Score: Raw -54903.726467 + Penalty 2898.398031 = -52005.328436 nChanged 3 SP:Iteration 17Q (26108.480000 sec): 3 clusters Score: Raw -54931.361341 + Penalty 2898.398031 = -52032.963310 nChanged 1 SP:Iteration 18Q (26108.660000 sec): 3 clusters Score: Raw -54939.112860 + Penalty 2898.398031 = -52040.714830 nChanged 0 SP:Iteration 19F (26108.860000 sec): 3 clusters Score: Raw -54939.112860 + Penalty 2898.398031 = -52040.714830 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 47 (1387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26108.970000 sec): 2 clusters Score: Raw -204847.189344 + Penalty 1794.254808 = -203052.934535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26109.220000 sec): 3 clusters Score: Raw -204412.108315 + Penalty 3588.509616 = -200823.598699 nChanged 406 SP:Iteration 1F (26109.400000 sec): 3 clusters Score: Raw -204919.075969 + Penalty 3588.509616 = -201330.566353 nChanged 146 SP:Iteration 2F (26109.600000 sec): 3 clusters Score: Raw -205124.774225 + Penalty 3588.509616 = -201536.264608 nChanged 85 SP:Iteration 3F (26109.770000 sec): 3 clusters Score: Raw -205261.819577 + Penalty 3588.509616 = -201673.309960 nChanged 60 SP:Iteration 4Q (26109.940000 sec): 3 clusters Score: Raw -205379.158065 + Penalty 3588.509616 = -201790.648449 nChanged 62 SP:Iteration 5Q (26110.130000 sec): 3 clusters Score: Raw -205528.537076 + Penalty 3588.509616 = -201940.027459 nChanged 75 SP:Iteration 6F (26110.340000 sec): 3 clusters Score: Raw -205746.193097 + Penalty 3588.509616 = -202157.683481 nChanged 94 SP:Iteration 7F (26110.530000 sec): 3 clusters Score: Raw -206043.002044 + Penalty 3588.509616 = -202454.492427 nChanged 81 SP:Iteration 8F (26110.750000 sec): 3 clusters Score: Raw -206361.286849 + Penalty 3588.509616 = -202772.777232 nChanged 55 SP:Iteration 9Q (26110.920000 sec): 3 clusters Score: Raw -206503.636573 + Penalty 3588.509616 = -202915.126957 nChanged 34 SP:Iteration 10Q (26111.090000 sec): 3 clusters Score: Raw -206599.734657 + Penalty 3588.509616 = -203011.225041 nChanged 33 SP:Iteration 11Q (26111.310000 sec): 3 clusters Score: Raw -206713.127892 + Penalty 3588.509616 = -203124.618276 nChanged 34 SP:Iteration 12Q (26111.470000 sec): 3 clusters Score: Raw -206828.298372 + Penalty 3588.509616 = -203239.788755 nChanged 16 SP:Iteration 13Q (26111.660000 sec): 3 clusters Score: Raw -206896.955816 + Penalty 3588.509616 = -203308.446199 nChanged 21 SP:Iteration 14Q (26111.880000 sec): 3 clusters Score: Raw -206976.167952 + Penalty 3588.509616 = -203387.658336 nChanged 14 SP:Iteration 15Q (26112.040000 sec): 3 clusters Score: Raw -207028.916055 + Penalty 3588.509616 = -203440.406439 nChanged 17 SP:Iteration 16Q (26112.210000 sec): 3 clusters Score: Raw -207098.522440 + Penalty 3588.509616 = -203510.012824 nChanged 13 SP:Iteration 17Q (26112.410000 sec): 3 clusters Score: Raw -207152.595681 + Penalty 3588.509616 = -203564.086065 nChanged 15 SP:Iteration 18Q (26112.600000 sec): 3 clusters Score: Raw -207191.791947 + Penalty 3588.509616 = -203603.282330 nChanged 12 SP:Iteration 19Q (26112.810000 sec): 3 clusters Score: Raw -207224.081731 + Penalty 3588.509616 = -203635.572114 nChanged 12 SP:Iteration 20F (26112.950000 sec): 3 clusters Score: Raw -207265.449812 + Penalty 3588.509616 = -203676.940195 nChanged 13 SP:Iteration 21Q (26113.050000 sec): 3 clusters Score: Raw -207298.948020 + Penalty 3588.509616 = -203710.438403 nChanged 13 SP:Iteration 22Q (26113.170000 sec): 3 clusters Score: Raw -207342.212581 + Penalty 3588.509616 = -203753.702965 nChanged 11 SP:Iteration 23Q (26113.290000 sec): 3 clusters Score: Raw -207370.589222 + Penalty 3588.509616 = -203782.079606 nChanged 10 SP:Iteration 24Q (26113.420000 sec): 3 clusters Score: Raw -207401.239371 + Penalty 3588.509616 = -203812.729755 nChanged 7 SP:Iteration 25Q (26113.500000 sec): 3 clusters Score: Raw -207419.370005 + Penalty 3588.509616 = -203830.860389 nChanged 9 SP:Iteration 26Q (26113.620000 sec): 3 clusters Score: Raw -207438.892033 + Penalty 3588.509616 = -203850.382416 nChanged 6 SP:Iteration 27Q (26113.720000 sec): 3 clusters Score: Raw -207448.269622 + Penalty 3588.509616 = -203859.760006 nChanged 6 SP:Iteration 28Q (26113.830000 sec): 3 clusters Score: Raw -207461.647621 + Penalty 3588.509616 = -203873.138005 nChanged 10 SP:Iteration 29Q (26113.940000 sec): 3 clusters Score: Raw -207490.701226 + Penalty 3588.509616 = -203902.191610 nChanged 7 SP:Iteration 30Q (26114.040000 sec): 3 clusters Score: Raw -207516.193165 + Penalty 3588.509616 = -203927.683548 nChanged 7 SP:Iteration 31Q (26114.160000 sec): 3 clusters Score: Raw -207547.652693 + Penalty 3588.509616 = -203959.143077 nChanged 12 SP:Iteration 32Q (26114.250000 sec): 3 clusters Score: Raw -207625.014086 + Penalty 3588.509616 = -204036.504469 nChanged 11 SP:Iteration 33Q (26114.360000 sec): 3 clusters Score: Raw -207746.827691 + Penalty 3588.509616 = -204158.318074 nChanged 7 SP:Iteration 34Q (26114.470000 sec): 3 clusters Score: Raw -207794.024105 + Penalty 3588.509616 = -204205.514488 nChanged 2 SP:Iteration 35Q (26114.580000 sec): 3 clusters Score: Raw -207796.375258 + Penalty 3588.509616 = -204207.865642 nChanged 0 SP:Iteration 36F (26114.720000 sec): 3 clusters Score: Raw -207796.375258 + Penalty 3588.509616 = -204207.865642 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 5.79 GB. Trying to split cluster 48 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26114.750000 sec): 2 clusters Score: Raw -87442.483629 + Penalty 1614.544068 = -85827.939561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26114.890000 sec): 3 clusters Score: Raw -87514.684802 + Penalty 3229.088137 = -84285.596665 nChanged 163 SP:Iteration 1F (26114.990000 sec): 3 clusters Score: Raw -87990.390847 + Penalty 3229.088137 = -84761.302710 nChanged 76 SP:Iteration 2F (26115.100000 sec): 3 clusters Score: Raw -88425.510445 + Penalty 3229.088137 = -85196.422308 nChanged 72 SP:Iteration 3F (26115.220000 sec): 3 clusters Score: Raw -88915.271453 + Penalty 3229.088137 = -85686.183316 nChanged 44 SP:Iteration 4F (26115.310000 sec): 3 clusters Score: Raw -89276.538880 + Penalty 3229.088137 = -86047.450744 nChanged 19 SP:Iteration 5Q (26115.400000 sec): 3 clusters Score: Raw -89359.175096 + Penalty 3229.088137 = -86130.086960 nChanged 7 SP:Iteration 6Q (26115.500000 sec): 3 clusters Score: Raw -89389.044689 + Penalty 3229.088137 = -86159.956552 nChanged 8 SP:Iteration 7Q (26115.610000 sec): 3 clusters Score: Raw -89489.000198 + Penalty 3229.088137 = -86259.912061 nChanged 8 SP:Iteration 8Q (26115.730000 sec): 3 clusters Score: Raw -89640.659123 + Penalty 3229.088137 = -86411.570986 nChanged 4 SP:Iteration 9Q (26115.820000 sec): 3 clusters Score: Raw -89661.481187 + Penalty 3229.088137 = -86432.393050 nChanged 1 SP:Iteration 10Q (26115.940000 sec): 3 clusters Score: Raw -89666.559012 + Penalty 3229.088137 = -86437.470876 nChanged 2 SP:Iteration 11Q (26116.040000 sec): 3 clusters Score: Raw -89680.617669 + Penalty 3229.088137 = -86451.529532 nChanged 1 SP:Iteration 12Q (26116.150000 sec): 3 clusters Score: Raw -89686.529739 + Penalty 3229.088137 = -86457.441602 nChanged 1 SP:Iteration 13Q (26116.260000 sec): 3 clusters Score: Raw -89699.653121 + Penalty 3229.088137 = -86470.564984 nChanged 0 SP:Iteration 14F (26116.360000 sec): 3 clusters Score: Raw -89704.540840 + Penalty 3229.088137 = -86475.452703 nChanged 1 SP:Iteration 15Q (26116.470000 sec): 3 clusters Score: Raw -89741.065182 + Penalty 3229.088137 = -86511.977045 nChanged 0 SP:Iteration 16F (26116.580000 sec): 3 clusters Score: Raw -89741.065182 + Penalty 3229.088137 = -86511.977045 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Deleting Class 9 (215 points): Lose 2981.043605 but Gain 3363.489561 Iteration 99Q (26158.640000 sec): 58 clusters Score: Raw -120255914.050600 + Penalty 191718.904953 = -120064195.145647 nChanged 757 Deleting Class 50 (119 points): Lose 3239.648229 but Gain 3363.489561 Iteration 100F (26247.600000 sec): 57 clusters Score: Raw -120254655.837121 + Penalty 188355.415392 = -120066300.421728 nChanged 1235 Iteration 101Q (26285.120000 sec): 57 clusters Score: Raw -120258278.686553 + Penalty 188355.415392 = -120069923.271161 nChanged 956 Iteration 102Q (26321.500000 sec): 57 clusters Score: Raw -120259110.209347 + Penalty 188355.415392 = -120070754.793955 nChanged 764 Iteration 103Q (26356.480000 sec): 57 clusters Score: Raw -120259788.237777 + Penalty 188355.415392 = -120071432.822385 nChanged 569 Iteration 104Q (26390.670000 sec): 57 clusters Score: Raw -120260089.855679 + Penalty 188355.415392 = -120071734.440287 nChanged 456 Iteration 105Q (26425.310000 sec): 57 clusters Score: Raw -120260326.156609 + Penalty 188355.415392 = -120071970.741217 nChanged 322 Iteration 106Q (26462.660000 sec): 57 clusters Score: Raw -120260414.467287 + Penalty 188355.415392 = -120072059.051895 nChanged 292 Iteration 107Q (26504.840000 sec): 57 clusters Score: Raw -120260482.828177 + Penalty 188355.415392 = -120072127.412785 nChanged 255 Iteration 108Q (26545.350000 sec): 57 clusters Score: Raw -120260527.497567 + Penalty 188355.415392 = -120072172.082175 nChanged 193 Iteration 109Q (26583.910000 sec): 57 clusters Score: Raw -120260556.719334 + Penalty 188355.415392 = -120072201.303942 nChanged 154 Iteration 110Q (26623.200000 sec): 57 clusters Score: Raw -120260582.263601 + Penalty 188355.415392 = -120072226.848208 nChanged 156 Iteration 111Q (26661.680000 sec): 57 clusters Score: Raw -120260600.270931 + Penalty 188355.415392 = -120072244.855538 nChanged 116 Iteration 112Q (26702.250000 sec): 57 clusters Score: Raw -120260613.571170 + Penalty 188355.415392 = -120072258.155777 nChanged 93 Iteration 113Q (26744.980000 sec): 57 clusters Score: Raw -120260622.696757 + Penalty 188355.415392 = -120072267.281364 nChanged 110 Iteration 114Q (26790.660000 sec): 57 clusters Score: Raw -120260630.929248 + Penalty 188355.415392 = -120072275.513855 nChanged 90 Iteration 115Q (26837.790000 sec): 57 clusters Score: Raw -120260638.096773 + Penalty 188355.415392 = -120072282.681380 nChanged 86 Iteration 116Q (26881.930000 sec): 57 clusters Score: Raw -120260644.217124 + Penalty 188355.415392 = -120072288.801731 nChanged 92 Iteration 117Q (26924.310000 sec): 57 clusters Score: Raw -120260650.494868 + Penalty 188355.415392 = -120072295.079476 nChanged 89 Iteration 118Q (26966.890000 sec): 57 clusters Score: Raw -120260656.163564 + Penalty 188355.415392 = -120072300.748172 nChanged 76 Iteration 119Q (27005.150000 sec): 57 clusters Score: Raw -120260661.702562 + Penalty 188355.415392 = -120072306.287170 nChanged 52 Iteration 120F (27097.150000 sec): 57 clusters Score: Raw -120260711.343467 + Penalty 188355.415392 = -120072355.928075 nChanged 71 Iteration 121Q (27134.460000 sec): 57 clusters Score: Raw -120260816.507604 + Penalty 188355.415392 = -120072461.092211 nChanged 51 Iteration 122Q (27172.950000 sec): 57 clusters Score: Raw -120260839.344022 + Penalty 188355.415392 = -120072483.928630 nChanged 42 Iteration 123Q (27207.790000 sec): 57 clusters Score: Raw -120260849.683510 + Penalty 188355.415392 = -120072494.268118 nChanged 23 Iteration 124Q (27244.730000 sec): 57 clusters Score: Raw -120260856.186019 + Penalty 188355.415392 = -120072500.770627 nChanged 15 Iteration 125Q (27279.920000 sec): 57 clusters Score: Raw -120260860.189374 + Penalty 188355.415392 = -120072504.773982 nChanged 10 Iteration 126Q (27314.490000 sec): 57 clusters Score: Raw -120260860.524050 + Penalty 188355.415392 = -120072505.108657 nChanged 12 Iteration 127Q (27351.410000 sec): 57 clusters Score: Raw -120260861.422473 + Penalty 188355.415392 = -120072506.007081 nChanged 13 Iteration 128Q (27387.830000 sec): 57 clusters Score: Raw -120260861.951951 + Penalty 188355.415392 = -120072506.536559 nChanged 12 Iteration 129Q (27426.410000 sec): 57 clusters Score: Raw -120260862.323718 + Penalty 188355.415392 = -120072506.908325 nChanged 5 Iteration 130Q (27464.290000 sec): 57 clusters Score: Raw -120260862.456459 + Penalty 188355.415392 = -120072507.041066 nChanged 4 Iteration 131Q (27502.110000 sec): 57 clusters Score: Raw -120260862.524700 + Penalty 188355.415392 = -120072507.109307 nChanged 2 Iteration 132Q (27536.140000 sec): 57 clusters Score: Raw -120260862.591329 + Penalty 188355.415392 = -120072507.175937 nChanged 1 Iteration 133Q (27570.340000 sec): 57 clusters Score: Raw -120260862.658726 + Penalty 188355.415392 = -120072507.243334 nChanged 3 Iteration 134Q (27612.420000 sec): 57 clusters Score: Raw -120260862.723799 + Penalty 188355.415392 = -120072507.308407 nChanged 2 Iteration 135Q (27648.760000 sec): 57 clusters Score: Raw -120260862.748243 + Penalty 188355.415392 = -120072507.332850 nChanged 1 Iteration 136Q (27687.530000 sec): 57 clusters Score: Raw -120260862.755898 + Penalty 188355.415392 = -120072507.340506 nChanged 1 Iteration 137Q (27725.720000 sec): 57 clusters Score: Raw -120260862.778275 + Penalty 188355.415392 = -120072507.362883 nChanged 1 Iteration 138Q (27767.810000 sec): 57 clusters Score: Raw -120260862.789013 + Penalty 188355.415392 = -120072507.373621 nChanged 1 Writing temp clu file Because OldScore, -120072507.362883, is greater than current (better) Score,-120072507.373621 Compute initial score before splitting: Score: Raw -120260862.789013 + Penalty 188355.415392 = -120072507.373621 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27768.030000 sec): 2 clusters Score: Raw -112835.101245 + Penalty 1637.778069 = -111197.323177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27768.200000 sec): 3 clusters Score: Raw -112778.623383 + Penalty 3275.556137 = -109503.067246 nChanged 172 SP:Iteration 1F (27768.400000 sec): 3 clusters Score: Raw -113122.901857 + Penalty 3275.556137 = -109847.345720 nChanged 60 SP:Iteration 2F (27768.600000 sec): 3 clusters Score: Raw -113302.783169 + Penalty 3275.556137 = -110027.227032 nChanged 42 SP:Iteration 3F (27768.770000 sec): 3 clusters Score: Raw -113527.725964 + Penalty 3275.556137 = -110252.169827 nChanged 46 SP:Iteration 4F (27768.940000 sec): 3 clusters Score: Raw -113688.667343 + Penalty 3275.556137 = -110413.111206 nChanged 51 SP:Iteration 5F (27769.140000 sec): 3 clusters Score: Raw -113819.488201 + Penalty 3275.556137 = -110543.932064 nChanged 37 SP:Iteration 6F (27769.290000 sec): 3 clusters Score: Raw -113921.094693 + Penalty 3275.556137 = -110645.538556 nChanged 31 SP:Iteration 7Q (27769.470000 sec): 3 clusters Score: Raw -113989.545897 + Penalty 3275.556137 = -110713.989760 nChanged 17 SP:Iteration 8Q (27769.650000 sec): 3 clusters Score: Raw -114027.349389 + Penalty 3275.556137 = -110751.793252 nChanged 10 SP:Iteration 9Q (27769.840000 sec): 3 clusters Score: Raw -114053.786240 + Penalty 3275.556137 = -110778.230103 nChanged 9 SP:Iteration 10Q (27769.990000 sec): 3 clusters Score: Raw -114072.578690 + Penalty 3275.556137 = -110797.022553 nChanged 8 SP:Iteration 11Q (27770.220000 sec): 3 clusters Score: Raw -114090.753746 + Penalty 3275.556137 = -110815.197609 nChanged 5 SP:Iteration 12Q (27770.380000 sec): 3 clusters Score: Raw -114106.020542 + Penalty 3275.556137 = -110830.464405 nChanged 3 SP:Iteration 13Q (27770.580000 sec): 3 clusters Score: Raw -114114.857578 + Penalty 3275.556137 = -110839.301441 nChanged 3 SP:Iteration 14Q (27770.740000 sec): 3 clusters Score: Raw -114122.573265 + Penalty 3275.556137 = -110847.017128 nChanged 4 SP:Iteration 15Q (27770.950000 sec): 3 clusters Score: Raw -114138.464757 + Penalty 3275.556137 = -110862.908620 nChanged 6 SP:Iteration 16Q (27771.120000 sec): 3 clusters Score: Raw -114153.184427 + Penalty 3275.556137 = -110877.628290 nChanged 3 SP:Iteration 17Q (27771.270000 sec): 3 clusters Score: Raw -114164.648968 + Penalty 3275.556137 = -110889.092831 nChanged 2 SP:Iteration 18Q (27771.490000 sec): 3 clusters Score: Raw -114168.688155 + Penalty 3275.556137 = -110893.132018 nChanged 1 SP:Iteration 19Q (27771.660000 sec): 3 clusters Score: Raw -114171.197689 + Penalty 3275.556137 = -110895.641552 nChanged 0 SP:Iteration 20F (27771.800000 sec): 3 clusters Score: Raw -114171.197689 + Penalty 3275.556137 = -110895.641552 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27771.910000 sec): 2 clusters Score: Raw -17086.661389 + Penalty 1187.297952 = -15899.363437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27772.100000 sec): 3 clusters Score: Raw -17429.804548 + Penalty 2374.595904 = -15055.208644 nChanged 3 SP:Iteration 1Q (27772.300000 sec): 3 clusters Score: Raw -17456.701819 + Penalty 2374.595904 = -15082.105914 nChanged 1 SP:Iteration 2Q (27772.480000 sec): 3 clusters Score: Raw -17460.787780 + Penalty 2374.595904 = -15086.191876 nChanged 0 SP:Iteration 3F (27772.680000 sec): 3 clusters Score: Raw -17460.787780 + Penalty 2374.595904 = -15086.191876 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27772.760000 sec): 2 clusters Score: Raw -91008.826454 + Penalty 1588.496658 = -89420.329796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27772.990000 sec): 3 clusters Score: Raw -90960.623555 + Penalty 3176.993315 = -87783.630240 nChanged 104 SP:Iteration 1F (27773.120000 sec): 3 clusters Score: Raw -91114.535078 + Penalty 3176.993315 = -87937.541763 nChanged 27 SP:Iteration 2Q (27773.320000 sec): 3 clusters Score: Raw -91190.346621 + Penalty 3176.993315 = -88013.353306 nChanged 25 SP:Iteration 3Q (27773.530000 sec): 3 clusters Score: Raw -91263.089436 + Penalty 3176.993315 = -88086.096121 nChanged 12 SP:Iteration 4Q (27773.690000 sec): 3 clusters Score: Raw -91293.232460 + Penalty 3176.993315 = -88116.239145 nChanged 9 SP:Iteration 5Q (27773.850000 sec): 3 clusters Score: Raw -91311.673627 + Penalty 3176.993315 = -88134.680312 nChanged 4 SP:Iteration 6Q (27774.070000 sec): 3 clusters Score: Raw -91320.049163 + Penalty 3176.993315 = -88143.055848 nChanged 3 SP:Iteration 7Q (27774.250000 sec): 3 clusters Score: Raw -91326.480806 + Penalty 3176.993315 = -88149.487491 nChanged 3 SP:Iteration 8Q (27774.450000 sec): 3 clusters Score: Raw -91333.047555 + Penalty 3176.993315 = -88156.054240 nChanged 3 SP:Iteration 9Q (27774.650000 sec): 3 clusters Score: Raw -91341.596285 + Penalty 3176.993315 = -88164.602970 nChanged 3 SP:Iteration 10Q (27774.810000 sec): 3 clusters Score: Raw -91347.103166 + Penalty 3176.993315 = -88170.109851 nChanged 2 SP:Iteration 11Q (27775.000000 sec): 3 clusters Score: Raw -91350.499923 + Penalty 3176.993315 = -88173.506608 nChanged 0 SP:Iteration 12F (27775.210000 sec): 3 clusters Score: Raw -91350.499923 + Penalty 3176.993315 = -88173.506608 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27775.320000 sec): 2 clusters Score: Raw -26821.546386 + Penalty 1301.261970 = -25520.284416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27775.510000 sec): 3 clusters Score: Raw -27015.341920 + Penalty 2602.523940 = -24412.817980 nChanged 12 SP:Iteration 1F (27775.710000 sec): 3 clusters Score: Raw -27063.675765 + Penalty 2602.523940 = -24461.151825 nChanged 1 SP:Iteration 2Q (27775.930000 sec): 3 clusters Score: Raw -27071.202413 + Penalty 2602.523940 = -24468.678474 nChanged 0 SP:Iteration 3F (27776.120000 sec): 3 clusters Score: Raw -27071.202413 + Penalty 2602.523940 = -24468.678474 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (203029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27777.210000 sec): 2 clusters Score: Raw -32271801.138173 + Penalty 3030.833818 = -32268770.304355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27778.350000 sec): 3 clusters Score: Raw -32138853.574948 + Penalty 6061.667636 = -32132791.907312 nChanged 97687 SP:Iteration 1F (27779.500000 sec): 3 clusters Score: Raw -32196648.749942 + Penalty 6061.667636 = -32190587.082306 nChanged 7499 SP:Iteration 2Q (27780.730000 sec): 3 clusters Score: Raw -32198958.095787 + Penalty 6061.667636 = -32192896.428151 nChanged 9040 SP:Iteration 3Q (27781.940000 sec): 3 clusters Score: Raw -32202456.984833 + Penalty 6061.667636 = -32196395.317196 nChanged 10948 SP:Iteration 4F (27783.100000 sec): 3 clusters Score: Raw -32207574.843965 + Penalty 6061.667636 = -32201513.176329 nChanged 12787 SP:Iteration 5F (27784.290000 sec): 3 clusters Score: Raw -32214495.103158 + Penalty 6061.667636 = -32208433.435522 nChanged 13795 SP:Iteration 6F (27785.540000 sec): 3 clusters Score: Raw -32222731.165402 + Penalty 6061.667636 = -32216669.497766 nChanged 13505 SP:Iteration 7F (27786.790000 sec): 3 clusters Score: Raw -32231833.393772 + Penalty 6061.667636 = -32225771.726136 nChanged 11887 SP:Iteration 8F (27787.990000 sec): 3 clusters Score: Raw -32241582.153549 + Penalty 6061.667636 = -32235520.485913 nChanged 9734 SP:Iteration 9Q (27789.370000 sec): 3 clusters Score: Raw -32251895.504278 + Penalty 6061.667636 = -32245833.836642 nChanged 7720 SP:Iteration 10Q (27790.640000 sec): 3 clusters Score: Raw -32260355.501477 + Penalty 6061.667636 = -32254293.833841 nChanged 5557 SP:Iteration 11Q (27791.860000 sec): 3 clusters Score: Raw -32264564.993841 + Penalty 6061.667636 = -32258503.326205 nChanged 3381 SP:Iteration 12Q (27793.010000 sec): 3 clusters Score: Raw -32266309.688985 + Penalty 6061.667636 = -32260248.021349 nChanged 2303 SP:Iteration 13Q (27794.160000 sec): 3 clusters Score: Raw -32267305.746147 + Penalty 6061.667636 = -32261244.078511 nChanged 1902 SP:Iteration 14Q (27795.310000 sec): 3 clusters Score: Raw -32268041.125145 + Penalty 6061.667636 = -32261979.457509 nChanged 1586 SP:Iteration 15Q (27796.440000 sec): 3 clusters Score: Raw -32268588.018199 + Penalty 6061.667636 = -32262526.350563 nChanged 1452 SP:Iteration 16Q (27797.490000 sec): 3 clusters Score: Raw -32269050.689837 + Penalty 6061.667636 = -32262989.022201 nChanged 1249 SP:Iteration 17Q (27798.580000 sec): 3 clusters Score: Raw -32269404.556897 + Penalty 6061.667636 = -32263342.889261 nChanged 1160 SP:Iteration 18Q (27799.680000 sec): 3 clusters Score: Raw -32269718.181105 + Penalty 6061.667636 = -32263656.513469 nChanged 1099 SP:Iteration 19Q (27800.720000 sec): 3 clusters Score: Raw -32270012.605199 + Penalty 6061.667636 = -32263950.937563 nChanged 1030 SP:Iteration 20F (27801.910000 sec): 3 clusters Score: Raw -32270283.038055 + Penalty 6061.667636 = -32264221.370419 nChanged 908 SP:Iteration 21Q (27803.040000 sec): 3 clusters Score: Raw -32270503.050092 + Penalty 6061.667636 = -32264441.382456 nChanged 876 SP:Iteration 22Q (27804.170000 sec): 3 clusters Score: Raw -32270702.768032 + Penalty 6061.667636 = -32264641.100396 nChanged 769 SP:Iteration 23Q (27805.270000 sec): 3 clusters Score: Raw -32270883.716260 + Penalty 6061.667636 = -32264822.048624 nChanged 767 SP:Iteration 24Q (27806.340000 sec): 3 clusters Score: Raw -32271059.633147 + Penalty 6061.667636 = -32264997.965511 nChanged 701 SP:Iteration 25Q (27807.440000 sec): 3 clusters Score: Raw -32271218.529831 + Penalty 6061.667636 = -32265156.862195 nChanged 698 SP:Iteration 26Q (27808.520000 sec): 3 clusters Score: Raw -32271367.502335 + Penalty 6061.667636 = -32265305.834699 nChanged 651 SP:Iteration 27Q (27809.700000 sec): 3 clusters Score: Raw -32271506.698445 + Penalty 6061.667636 = -32265445.030809 nChanged 611 SP:Iteration 28Q (27810.710000 sec): 3 clusters Score: Raw -32271634.955035 + Penalty 6061.667636 = -32265573.287398 nChanged 589 SP:Iteration 29Q (27811.790000 sec): 3 clusters Score: Raw -32271759.241350 + Penalty 6061.667636 = -32265697.573714 nChanged 561 SP:Iteration 30Q (27812.880000 sec): 3 clusters Score: Raw -32271877.126963 + Penalty 6061.667636 = -32265815.459327 nChanged 548 SP:Iteration 31Q (27814.000000 sec): 3 clusters Score: Raw -32271990.143842 + Penalty 6061.667636 = -32265928.476206 nChanged 495 SP:Iteration 32Q (27815.030000 sec): 3 clusters Score: Raw -32272084.872873 + Penalty 6061.667636 = -32266023.205237 nChanged 467 SP:Iteration 33Q (27816.070000 sec): 3 clusters Score: Raw -32272170.478971 + Penalty 6061.667636 = -32266108.811335 nChanged 436 SP:Iteration 34Q (27817.100000 sec): 3 clusters Score: Raw -32272256.534098 + Penalty 6061.667636 = -32266194.866462 nChanged 454 SP:Iteration 35Q (27818.130000 sec): 3 clusters Score: Raw -32272353.123166 + Penalty 6061.667636 = -32266291.455530 nChanged 454 SP:Iteration 36Q (27819.210000 sec): 3 clusters Score: Raw -32272444.022918 + Penalty 6061.667636 = -32266382.355282 nChanged 419 SP:Iteration 37Q (27820.270000 sec): 3 clusters Score: Raw -32272522.813312 + Penalty 6061.667636 = -32266461.145676 nChanged 384 SP:Iteration 38Q (27821.310000 sec): 3 clusters Score: Raw -32272598.532962 + Penalty 6061.667636 = -32266536.865326 nChanged 375 SP:Iteration 39Q (27822.360000 sec): 3 clusters Score: Raw -32272674.506413 + Penalty 6061.667636 = -32266612.838777 nChanged 367 SP:Iteration 40F (27823.490000 sec): 3 clusters Score: Raw -32272745.037693 + Penalty 6061.667636 = -32266683.370057 nChanged 338 SP:Iteration 41Q (27824.450000 sec): 3 clusters Score: Raw -32272808.334619 + Penalty 6061.667636 = -32266746.666982 nChanged 303 SP:Iteration 42Q (27825.460000 sec): 3 clusters Score: Raw -32272860.148141 + Penalty 6061.667636 = -32266798.480505 nChanged 274 SP:Iteration 43Q (27826.470000 sec): 3 clusters Score: Raw -32272902.027588 + Penalty 6061.667636 = -32266840.359952 nChanged 246 SP:Iteration 44Q (27827.440000 sec): 3 clusters Score: Raw -32272938.754832 + Penalty 6061.667636 = -32266877.087196 nChanged 203 SP:Iteration 45Q (27828.390000 sec): 3 clusters Score: Raw -32272970.011927 + Penalty 6061.667636 = -32266908.344291 nChanged 181 SP:Iteration 46Q (27829.420000 sec): 3 clusters Score: Raw -32272995.274863 + Penalty 6061.667636 = -32266933.607227 nChanged 177 SP:Iteration 47Q (27830.450000 sec): 3 clusters Score: Raw -32273017.912496 + Penalty 6061.667636 = -32266956.244860 nChanged 156 SP:Iteration 48Q (27831.510000 sec): 3 clusters Score: Raw -32273039.247097 + Penalty 6061.667636 = -32266977.579461 nChanged 163 SP:Iteration 49Q (27832.520000 sec): 3 clusters Score: Raw -32273064.103287 + Penalty 6061.667636 = -32267002.435651 nChanged 166 SP:Iteration 50Q (27833.650000 sec): 3 clusters Score: Raw -32273085.609802 + Penalty 6061.667636 = -32267023.942166 nChanged 148 SP:Iteration 51Q (27834.790000 sec): 3 clusters Score: Raw -32273104.805620 + Penalty 6061.667636 = -32267043.137984 nChanged 138 SP:Iteration 52Q (27835.800000 sec): 3 clusters Score: Raw -32273121.029597 + Penalty 6061.667636 = -32267059.361961 nChanged 117 SP:Iteration 53Q (27836.790000 sec): 3 clusters Score: Raw -32273133.785963 + Penalty 6061.667636 = -32267072.118327 nChanged 102 SP:Iteration 54Q (27837.820000 sec): 3 clusters Score: Raw -32273143.400460 + Penalty 6061.667636 = -32267081.732823 nChanged 90 SP:Iteration 55Q (27838.820000 sec): 3 clusters Score: Raw -32273153.631125 + Penalty 6061.667636 = -32267091.963489 nChanged 96 SP:Iteration 56Q (27839.880000 sec): 3 clusters Score: Raw -32273163.594667 + Penalty 6061.667636 = -32267101.927031 nChanged 88 SP:Iteration 57Q (27840.930000 sec): 3 clusters Score: Raw -32273172.874145 + Penalty 6061.667636 = -32267111.206509 nChanged 82 SP:Iteration 58Q (27841.950000 sec): 3 clusters Score: Raw -32273183.076328 + Penalty 6061.667636 = -32267121.408692 nChanged 78 SP:Iteration 59Q (27842.950000 sec): 3 clusters Score: Raw -32273190.517410 + Penalty 6061.667636 = -32267128.849774 nChanged 78 SP:Iteration 60F (27844.180000 sec): 3 clusters Score: Raw -32273197.506036 + Penalty 6061.667636 = -32267135.838400 nChanged 64 SP:Iteration 61Q (27845.320000 sec): 3 clusters Score: Raw -32273203.400860 + Penalty 6061.667636 = -32267141.733224 nChanged 58 SP:Iteration 62Q (27846.500000 sec): 3 clusters Score: Raw -32273208.513832 + Penalty 6061.667636 = -32267146.846196 nChanged 49 SP:Iteration 63Q (27847.670000 sec): 3 clusters Score: Raw -32273212.213452 + Penalty 6061.667636 = -32267150.545816 nChanged 38 SP:Iteration 64Q (27848.820000 sec): 3 clusters Score: Raw -32273214.543250 + Penalty 6061.667636 = -32267152.875614 nChanged 25 SP:Iteration 65Q (27849.930000 sec): 3 clusters Score: Raw -32273216.235069 + Penalty 6061.667636 = -32267154.567433 nChanged 18 SP:Iteration 66Q (27850.950000 sec): 3 clusters Score: Raw -32273217.352921 + Penalty 6061.667636 = -32267155.685285 nChanged 18 SP:Iteration 67Q (27851.950000 sec): 3 clusters Score: Raw -32273218.474283 + Penalty 6061.667636 = -32267156.806647 nChanged 13 SP:Iteration 68Q (27852.970000 sec): 3 clusters Score: Raw -32273219.136367 + Penalty 6061.667636 = -32267157.468730 nChanged 8 SP:Iteration 69Q (27854.040000 sec): 3 clusters Score: Raw -32273219.439996 + Penalty 6061.667636 = -32267157.772360 nChanged 6 SP:Iteration 70Q (27855.130000 sec): 3 clusters Score: Raw -32273219.792698 + Penalty 6061.667636 = -32267158.125062 nChanged 10 SP:Iteration 71Q (27856.270000 sec): 3 clusters Score: Raw -32273220.385147 + Penalty 6061.667636 = -32267158.717511 nChanged 7 SP:Iteration 72Q (27857.470000 sec): 3 clusters Score: Raw -32273220.941938 + Penalty 6061.667636 = -32267159.274302 nChanged 9 SP:Iteration 73Q (27858.610000 sec): 3 clusters Score: Raw -32273221.493044 + Penalty 6061.667636 = -32267159.825408 nChanged 7 SP:Iteration 74Q (27859.670000 sec): 3 clusters Score: Raw -32273221.845154 + Penalty 6061.667636 = -32267160.177517 nChanged 3 SP:Iteration 75Q (27860.760000 sec): 3 clusters Score: Raw -32273222.023006 + Penalty 6061.667636 = -32267160.355370 nChanged 3 SP:Iteration 76Q (27861.820000 sec): 3 clusters Score: Raw -32273222.271668 + Penalty 6061.667636 = -32267160.604032 nChanged 7 SP:Iteration 77Q (27862.800000 sec): 3 clusters Score: Raw -32273222.554776 + Penalty 6061.667636 = -32267160.887140 nChanged 6 SP:Iteration 78Q (27863.860000 sec): 3 clusters Score: Raw -32273223.024979 + Penalty 6061.667636 = -32267161.357343 nChanged 5 SP:Iteration 79Q (27864.970000 sec): 3 clusters Score: Raw -32273223.259836 + Penalty 6061.667636 = -32267161.592200 nChanged 5 SP:Iteration 80F (27866.160000 sec): 3 clusters Score: Raw -32273223.420707 + Penalty 6061.667636 = -32267161.753070 nChanged 9 SP:Iteration 81Q (27867.290000 sec): 3 clusters Score: Raw -32273223.887207 + Penalty 6061.667636 = -32267162.219571 nChanged 4 SP:Iteration 82Q (27868.460000 sec): 3 clusters Score: Raw -32273224.119215 + Penalty 6061.667636 = -32267162.451579 nChanged 7 SP:Iteration 83Q (27869.470000 sec): 3 clusters Score: Raw -32273224.462647 + Penalty 6061.667636 = -32267162.795011 nChanged 4 SP:Iteration 84Q (27870.540000 sec): 3 clusters Score: Raw -32273224.671779 + Penalty 6061.667636 = -32267163.004143 nChanged 4 SP:Iteration 85Q (27871.580000 sec): 3 clusters Score: Raw -32273224.888318 + Penalty 6061.667636 = -32267163.220682 nChanged 2 SP:Iteration 86Q (27872.660000 sec): 3 clusters Score: Raw -32273225.077638 + Penalty 6061.667636 = -32267163.410002 nChanged 5 SP:Iteration 87Q (27873.810000 sec): 3 clusters Score: Raw -32273225.355936 + Penalty 6061.667636 = -32267163.688300 nChanged 7 SP:Iteration 88Q (27874.950000 sec): 3 clusters Score: Raw -32273225.872239 + Penalty 6061.667636 = -32267164.204603 nChanged 10 SP:Iteration 89Q (27875.990000 sec): 3 clusters Score: Raw -32273226.331858 + Penalty 6061.667636 = -32267164.664222 nChanged 9 SP:Iteration 90Q (27876.930000 sec): 3 clusters Score: Raw -32273226.998377 + Penalty 6061.667636 = -32267165.330741 nChanged 13 SP:Iteration 91Q (27877.910000 sec): 3 clusters Score: Raw -32273227.795808 + Penalty 6061.667636 = -32267166.128172 nChanged 6 SP:Iteration 92Q (27878.810000 sec): 3 clusters Score: Raw -32273228.232595 + Penalty 6061.667636 = -32267166.564959 nChanged 5 SP:Iteration 93Q (27879.680000 sec): 3 clusters Score: Raw -32273228.582338 + Penalty 6061.667636 = -32267166.914702 nChanged 5 SP:Iteration 94Q (27880.650000 sec): 3 clusters Score: Raw -32273228.949420 + Penalty 6061.667636 = -32267167.281784 nChanged 6 SP:Iteration 95Q (27881.610000 sec): 3 clusters Score: Raw -32273229.248832 + Penalty 6061.667636 = -32267167.581196 nChanged 3 SP:Iteration 96Q (27882.580000 sec): 3 clusters Score: Raw -32273229.461375 + Penalty 6061.667636 = -32267167.793739 nChanged 3 SP:Iteration 97Q (27883.450000 sec): 3 clusters Score: Raw -32273229.667108 + Penalty 6061.667636 = -32267167.999472 nChanged 1 SP:Iteration 98Q (27884.380000 sec): 3 clusters Score: Raw -32273229.732145 + Penalty 6061.667636 = -32267168.064509 nChanged 2 SP:Iteration 99Q (27885.340000 sec): 3 clusters Score: Raw -32273229.887499 + Penalty 6061.667636 = -32267168.219863 nChanged 2 SP:Iteration 100F (27886.590000 sec): 3 clusters Score: Raw -32273230.070711 + Penalty 6061.667636 = -32267168.403075 nChanged 2 SP:Iteration 101Q (27887.730000 sec): 3 clusters Score: Raw -32273230.142593 + Penalty 6061.667636 = -32267168.474957 nChanged 1 SP:Iteration 102Q (27888.790000 sec): 3 clusters Score: Raw -32273230.218454 + Penalty 6061.667636 = -32267168.550818 nChanged 1 SP:Iteration 103Q (27889.840000 sec): 3 clusters Score: Raw -32273230.378910 + Penalty 6061.667636 = -32267168.711274 nChanged 2 SP:Iteration 104Q (27890.890000 sec): 3 clusters Score: Raw -32273230.503890 + Penalty 6061.667636 = -32267168.836254 nChanged 0 SP:Iteration 105F (27891.970000 sec): 3 clusters Score: Raw -32273230.503890 + Penalty 6061.667636 = -32267168.836254 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27892.130000 sec): 2 clusters Score: Raw -863820.102438 + Penalty 2146.579589 = -861673.522849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27892.360000 sec): 3 clusters Score: Raw -860967.755685 + Penalty 4293.159179 = -856674.596507 nChanged 2252 SP:Iteration 1F (27892.570000 sec): 3 clusters Score: Raw -862373.632288 + Penalty 4293.159179 = -858080.473109 nChanged 526 SP:Iteration 2F (27892.760000 sec): 3 clusters Score: Raw -862848.469215 + Penalty 4293.159179 = -858555.310036 nChanged 431 SP:Iteration 3F (27893.040000 sec): 3 clusters Score: Raw -863283.152054 + Penalty 4293.159179 = -858989.992875 nChanged 404 SP:Iteration 4F (27893.270000 sec): 3 clusters Score: Raw -863670.086365 + Penalty 4293.159179 = -859376.927186 nChanged 354 SP:Iteration 5F (27893.450000 sec): 3 clusters Score: Raw -864007.323728 + Penalty 4293.159179 = -859714.164549 nChanged 310 SP:Iteration 6F (27893.670000 sec): 3 clusters Score: Raw -864306.625732 + Penalty 4293.159179 = -860013.466553 nChanged 286 SP:Iteration 7Q (27893.840000 sec): 3 clusters Score: Raw -864560.390490 + Penalty 4293.159179 = -860267.231312 nChanged 216 SP:Iteration 8Q (27894.040000 sec): 3 clusters Score: Raw -864726.222992 + Penalty 4293.159179 = -860433.063814 nChanged 161 SP:Iteration 9Q (27894.230000 sec): 3 clusters Score: Raw -864843.995206 + Penalty 4293.159179 = -860550.836028 nChanged 122 SP:Iteration 10Q (27894.440000 sec): 3 clusters Score: Raw -864921.408497 + Penalty 4293.159179 = -860628.249318 nChanged 116 SP:Iteration 11Q (27894.650000 sec): 3 clusters Score: Raw -864980.857371 + Penalty 4293.159179 = -860687.698192 nChanged 73 SP:Iteration 12Q (27894.860000 sec): 3 clusters Score: Raw -865013.634226 + Penalty 4293.159179 = -860720.475047 nChanged 57 SP:Iteration 13Q (27895.080000 sec): 3 clusters Score: Raw -865035.377537 + Penalty 4293.159179 = -860742.218358 nChanged 43 SP:Iteration 14Q (27895.270000 sec): 3 clusters Score: Raw -865048.313401 + Penalty 4293.159179 = -860755.154222 nChanged 28 SP:Iteration 15Q (27895.510000 sec): 3 clusters Score: Raw -865055.659085 + Penalty 4293.159179 = -860762.499907 nChanged 21 SP:Iteration 16Q (27895.670000 sec): 3 clusters Score: Raw -865060.666600 + Penalty 4293.159179 = -860767.507421 nChanged 14 SP:Iteration 17Q (27895.890000 sec): 3 clusters Score: Raw -865064.976473 + Penalty 4293.159179 = -860771.817295 nChanged 15 SP:Iteration 18Q (27896.110000 sec): 3 clusters Score: Raw -865068.846103 + Penalty 4293.159179 = -860775.686924 nChanged 14 SP:Iteration 19Q (27896.320000 sec): 3 clusters Score: Raw -865073.246201 + Penalty 4293.159179 = -860780.087022 nChanged 11 SP:Iteration 20F (27896.570000 sec): 3 clusters Score: Raw -865075.935297 + Penalty 4293.159179 = -860782.776119 nChanged 10 SP:Iteration 21Q (27896.750000 sec): 3 clusters Score: Raw -865078.489169 + Penalty 4293.159179 = -860785.329990 nChanged 6 SP:Iteration 22Q (27897.000000 sec): 3 clusters Score: Raw -865080.180341 + Penalty 4293.159179 = -860787.021162 nChanged 10 SP:Iteration 23Q (27897.200000 sec): 3 clusters Score: Raw -865082.757886 + Penalty 4293.159179 = -860789.598707 nChanged 8 SP:Iteration 24Q (27897.430000 sec): 3 clusters Score: Raw -865086.024524 + Penalty 4293.159179 = -860792.865345 nChanged 2 SP:Iteration 25Q (27897.680000 sec): 3 clusters Score: Raw -865086.538595 + Penalty 4293.159179 = -860793.379416 nChanged 3 SP:Iteration 26Q (27897.880000 sec): 3 clusters Score: Raw -865087.511599 + Penalty 4293.159179 = -860794.352420 nChanged 2 SP:Iteration 27Q (27898.070000 sec): 3 clusters Score: Raw -865087.799596 + Penalty 4293.159179 = -860794.640417 nChanged 0 SP:Iteration 28F (27898.280000 sec): 3 clusters Score: Raw -865087.799596 + Penalty 4293.159179 = -860794.640417 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27898.390000 sec): 2 clusters Score: Raw -1028689.907593 + Penalty 2185.806501 = -1026504.101092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27898.600000 sec): 3 clusters Score: Raw -1025249.901362 + Penalty 4371.613003 = -1020878.288360 nChanged 2675 SP:Iteration 1F (27898.820000 sec): 3 clusters Score: Raw -1026739.453704 + Penalty 4371.613003 = -1022367.840701 nChanged 502 SP:Iteration 2F (27899.020000 sec): 3 clusters Score: Raw -1027037.042757 + Penalty 4371.613003 = -1022665.429754 nChanged 353 SP:Iteration 3F (27899.240000 sec): 3 clusters Score: Raw -1027231.537570 + Penalty 4371.613003 = -1022859.924567 nChanged 316 SP:Iteration 4Q (27899.480000 sec): 3 clusters Score: Raw -1027424.652247 + Penalty 4371.613003 = -1023053.039245 nChanged 314 SP:Iteration 5Q (27899.680000 sec): 3 clusters Score: Raw -1027643.682961 + Penalty 4371.613003 = -1023272.069959 nChanged 323 SP:Iteration 6Q (27899.940000 sec): 3 clusters Score: Raw -1027887.988192 + Penalty 4371.613003 = -1023516.375189 nChanged 345 SP:Iteration 7F (27900.120000 sec): 3 clusters Score: Raw -1028164.727192 + Penalty 4371.613003 = -1023793.114190 nChanged 326 SP:Iteration 8Q (27900.360000 sec): 3 clusters Score: Raw -1028447.065136 + Penalty 4371.613003 = -1024075.452133 nChanged 306 SP:Iteration 9Q (27900.570000 sec): 3 clusters Score: Raw -1028719.430580 + Penalty 4371.613003 = -1024347.817577 nChanged 261 SP:Iteration 10Q (27900.740000 sec): 3 clusters Score: Raw -1028953.324883 + Penalty 4371.613003 = -1024581.711881 nChanged 205 SP:Iteration 11Q (27900.950000 sec): 3 clusters Score: Raw -1029155.890906 + Penalty 4371.613003 = -1024784.277903 nChanged 165 SP:Iteration 12Q (27901.180000 sec): 3 clusters Score: Raw -1029330.028926 + Penalty 4371.613003 = -1024958.415924 nChanged 124 SP:Iteration 13Q (27901.400000 sec): 3 clusters Score: Raw -1029447.889213 + Penalty 4371.613003 = -1025076.276211 nChanged 90 SP:Iteration 14Q (27901.650000 sec): 3 clusters Score: Raw -1029529.513914 + Penalty 4371.613003 = -1025157.900912 nChanged 72 SP:Iteration 15Q (27901.880000 sec): 3 clusters Score: Raw -1029583.591891 + Penalty 4371.613003 = -1025211.978888 nChanged 42 SP:Iteration 16Q (27902.110000 sec): 3 clusters Score: Raw -1029620.733461 + Penalty 4371.613003 = -1025249.120459 nChanged 39 SP:Iteration 17Q (27902.300000 sec): 3 clusters Score: Raw -1029652.169357 + Penalty 4371.613003 = -1025280.556354 nChanged 23 SP:Iteration 18Q (27902.540000 sec): 3 clusters Score: Raw -1029669.171030 + Penalty 4371.613003 = -1025297.558027 nChanged 11 SP:Iteration 19Q (27902.740000 sec): 3 clusters Score: Raw -1029677.951384 + Penalty 4371.613003 = -1025306.338381 nChanged 11 SP:Iteration 20F (27902.990000 sec): 3 clusters Score: Raw -1029702.048327 + Penalty 4371.613003 = -1025330.435325 nChanged 13 SP:Iteration 21Q (27903.180000 sec): 3 clusters Score: Raw -1029712.165694 + Penalty 4371.613003 = -1025340.552691 nChanged 7 SP:Iteration 22Q (27903.370000 sec): 3 clusters Score: Raw -1029716.632739 + Penalty 4371.613003 = -1025345.019736 nChanged 6 SP:Iteration 23Q (27903.590000 sec): 3 clusters Score: Raw -1029719.368039 + Penalty 4371.613003 = -1025347.755036 nChanged 1 SP:Iteration 24Q (27903.800000 sec): 3 clusters Score: Raw -1029720.084244 + Penalty 4371.613003 = -1025348.471242 nChanged 3 SP:Iteration 25Q (27904.050000 sec): 3 clusters Score: Raw -1029723.611380 + Penalty 4371.613003 = -1025351.998377 nChanged 7 SP:Iteration 26Q (27904.280000 sec): 3 clusters Score: Raw -1029730.147331 + Penalty 4371.613003 = -1025358.534329 nChanged 5 SP:Iteration 27Q (27904.480000 sec): 3 clusters Score: Raw -1029734.137194 + Penalty 4371.613003 = -1025362.524191 nChanged 5 SP:Iteration 28Q (27904.680000 sec): 3 clusters Score: Raw -1029738.867070 + Penalty 4371.613003 = -1025367.254068 nChanged 3 SP:Iteration 29Q (27904.900000 sec): 3 clusters Score: Raw -1029740.834410 + Penalty 4371.613003 = -1025369.221407 nChanged 2 SP:Iteration 30Q (27905.100000 sec): 3 clusters Score: Raw -1029742.169252 + Penalty 4371.613003 = -1025370.556249 nChanged 2 SP:Iteration 31Q (27905.310000 sec): 3 clusters Score: Raw -1029743.238155 + Penalty 4371.613003 = -1025371.625153 nChanged 1 SP:Iteration 32Q (27905.510000 sec): 3 clusters Score: Raw -1029743.374276 + Penalty 4371.613003 = -1025371.761274 nChanged 0 SP:Iteration 33F (27905.710000 sec): 3 clusters Score: Raw -1029743.374276 + Penalty 4371.613003 = -1025371.761274 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27905.800000 sec): 2 clusters Score: Raw -54359.209380 + Penalty 1484.640097 = -52874.569283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27906.000000 sec): 3 clusters Score: Raw -54482.918388 + Penalty 2969.280195 = -51513.638193 nChanged 57 SP:Iteration 1F (27906.180000 sec): 3 clusters Score: Raw -54596.561999 + Penalty 2969.280195 = -51627.281804 nChanged 12 SP:Iteration 2Q (27906.420000 sec): 3 clusters Score: Raw -54622.594799 + Penalty 2969.280195 = -51653.314604 nChanged 7 SP:Iteration 3Q (27906.590000 sec): 3 clusters Score: Raw -54646.529492 + Penalty 2969.280195 = -51677.249298 nChanged 3 SP:Iteration 4Q (27906.800000 sec): 3 clusters Score: Raw -54653.606467 + Penalty 2969.280195 = -51684.326272 nChanged 4 SP:Iteration 5Q (27906.960000 sec): 3 clusters Score: Raw -54667.380753 + Penalty 2969.280195 = -51698.100558 nChanged 2 SP:Iteration 6Q (27907.150000 sec): 3 clusters Score: Raw -54671.471605 + Penalty 2969.280195 = -51702.191410 nChanged 0 SP:Iteration 7F (27907.310000 sec): 3 clusters Score: Raw -54671.471605 + Penalty 2969.280195 = -51702.191410 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (6742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27907.420000 sec): 2 clusters Score: Raw -1066187.867966 + Penalty 2186.395750 = -1064001.472216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27907.640000 sec): 3 clusters Score: Raw -1062813.345963 + Penalty 4372.791500 = -1058440.554463 nChanged 2637 SP:Iteration 1F (27907.870000 sec): 3 clusters Score: Raw -1064331.979013 + Penalty 4372.791500 = -1059959.187513 nChanged 568 SP:Iteration 2F (27908.130000 sec): 3 clusters Score: Raw -1064780.349012 + Penalty 4372.791500 = -1060407.557512 nChanged 473 SP:Iteration 3F (27908.270000 sec): 3 clusters Score: Raw -1065196.865746 + Penalty 4372.791500 = -1060824.074246 nChanged 434 SP:Iteration 4F (27908.460000 sec): 3 clusters Score: Raw -1065533.737991 + Penalty 4372.791500 = -1061160.946491 nChanged 438 SP:Iteration 5F (27908.640000 sec): 3 clusters Score: Raw -1065848.930906 + Penalty 4372.791500 = -1061476.139405 nChanged 374 SP:Iteration 6F (27908.840000 sec): 3 clusters Score: Raw -1066102.803580 + Penalty 4372.791500 = -1061730.012080 nChanged 310 SP:Iteration 7Q (27909.080000 sec): 3 clusters Score: Raw -1066287.525840 + Penalty 4372.791500 = -1061914.734340 nChanged 225 SP:Iteration 8Q (27909.250000 sec): 3 clusters Score: Raw -1066403.574212 + Penalty 4372.791500 = -1062030.782712 nChanged 165 SP:Iteration 9Q (27909.490000 sec): 3 clusters Score: Raw -1066484.200437 + Penalty 4372.791500 = -1062111.408937 nChanged 128 SP:Iteration 10Q (27909.720000 sec): 3 clusters Score: Raw -1066549.720787 + Penalty 4372.791500 = -1062176.929287 nChanged 114 SP:Iteration 11Q (27909.920000 sec): 3 clusters Score: Raw -1066600.264778 + Penalty 4372.791500 = -1062227.473278 nChanged 89 SP:Iteration 12Q (27910.140000 sec): 3 clusters Score: Raw -1066638.110139 + Penalty 4372.791500 = -1062265.318639 nChanged 64 SP:Iteration 13Q (27910.340000 sec): 3 clusters Score: Raw -1066665.687071 + Penalty 4372.791500 = -1062292.895571 nChanged 51 SP:Iteration 14Q (27910.600000 sec): 3 clusters Score: Raw -1066685.323553 + Penalty 4372.791500 = -1062312.532052 nChanged 49 SP:Iteration 15Q (27910.840000 sec): 3 clusters Score: Raw -1066703.531926 + Penalty 4372.791500 = -1062330.740426 nChanged 37 SP:Iteration 16Q (27911.050000 sec): 3 clusters Score: Raw -1066716.702248 + Penalty 4372.791500 = -1062343.910747 nChanged 35 SP:Iteration 17Q (27911.310000 sec): 3 clusters Score: Raw -1066728.232024 + Penalty 4372.791500 = -1062355.440524 nChanged 36 SP:Iteration 18Q (27911.520000 sec): 3 clusters Score: Raw -1066742.703894 + Penalty 4372.791500 = -1062369.912393 nChanged 25 SP:Iteration 19Q (27911.710000 sec): 3 clusters Score: Raw -1066748.423456 + Penalty 4372.791500 = -1062375.631955 nChanged 13 SP:Iteration 20F (27911.950000 sec): 3 clusters Score: Raw -1066753.127299 + Penalty 4372.791500 = -1062380.335798 nChanged 17 SP:Iteration 21Q (27912.180000 sec): 3 clusters Score: Raw -1066758.884922 + Penalty 4372.791500 = -1062386.093421 nChanged 19 SP:Iteration 22Q (27912.420000 sec): 3 clusters Score: Raw -1066764.336913 + Penalty 4372.791500 = -1062391.545412 nChanged 13 SP:Iteration 23Q (27912.640000 sec): 3 clusters Score: Raw -1066768.179949 + Penalty 4372.791500 = -1062395.388449 nChanged 11 SP:Iteration 24Q (27912.860000 sec): 3 clusters Score: Raw -1066772.179463 + Penalty 4372.791500 = -1062399.387963 nChanged 12 SP:Iteration 25Q (27913.100000 sec): 3 clusters Score: Raw -1066777.030539 + Penalty 4372.791500 = -1062404.239039 nChanged 23 SP:Iteration 26Q (27913.330000 sec): 3 clusters Score: Raw -1066784.719529 + Penalty 4372.791500 = -1062411.928029 nChanged 19 SP:Iteration 27Q (27913.570000 sec): 3 clusters Score: Raw -1066791.402203 + Penalty 4372.791500 = -1062418.610703 nChanged 11 SP:Iteration 28Q (27913.770000 sec): 3 clusters Score: Raw -1066795.108277 + Penalty 4372.791500 = -1062422.316777 nChanged 6 SP:Iteration 29Q (27913.990000 sec): 3 clusters Score: Raw -1066798.143635 + Penalty 4372.791500 = -1062425.352135 nChanged 7 SP:Iteration 30Q (27914.220000 sec): 3 clusters Score: Raw -1066799.926796 + Penalty 4372.791500 = -1062427.135295 nChanged 3 SP:Iteration 31Q (27914.470000 sec): 3 clusters Score: Raw -1066800.788864 + Penalty 4372.791500 = -1062427.997364 nChanged 4 SP:Iteration 32Q (27914.650000 sec): 3 clusters Score: Raw -1066801.662155 + Penalty 4372.791500 = -1062428.870655 nChanged 0 SP:Iteration 33F (27914.880000 sec): 3 clusters Score: Raw -1066801.662155 + Penalty 4372.791500 = -1062428.870655 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27914.970000 sec): 2 clusters Score: Raw -72876.011304 + Penalty 1506.115044 = -71369.896260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27915.130000 sec): 3 clusters Score: Raw -72975.353454 + Penalty 3012.230089 = -69963.123365 nChanged 63 SP:Iteration 1F (27915.310000 sec): 3 clusters Score: Raw -73123.778059 + Penalty 3012.230089 = -70111.547970 nChanged 14 SP:Iteration 2Q (27915.490000 sec): 3 clusters Score: Raw -73180.394598 + Penalty 3012.230089 = -70168.164509 nChanged 11 SP:Iteration 3Q (27915.670000 sec): 3 clusters Score: Raw -73230.804777 + Penalty 3012.230089 = -70218.574688 nChanged 5 SP:Iteration 4Q (27915.870000 sec): 3 clusters Score: Raw -73239.963176 + Penalty 3012.230089 = -70227.733087 nChanged 4 SP:Iteration 5Q (27916.030000 sec): 3 clusters Score: Raw -73255.060462 + Penalty 3012.230089 = -70242.830373 nChanged 7 SP:Iteration 6Q (27916.240000 sec): 3 clusters Score: Raw -73281.257516 + Penalty 3012.230089 = -70269.027427 nChanged 5 SP:Iteration 7Q (27916.420000 sec): 3 clusters Score: Raw -73288.202085 + Penalty 3012.230089 = -70275.971996 nChanged 1 SP:Iteration 8Q (27916.610000 sec): 3 clusters Score: Raw -73290.694215 + Penalty 3012.230089 = -70278.464126 nChanged 0 SP:Iteration 9F (27916.810000 sec): 3 clusters Score: Raw -73290.694215 + Penalty 3012.230089 = -70278.464126 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (249362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27918.200000 sec): 2 clusters Score: Raw -39384352.152805 + Penalty 3081.811912 = -39381270.340893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27919.650000 sec): 3 clusters Score: Raw -39220014.982968 + Penalty 6163.623824 = -39213851.359145 nChanged 120458 SP:Iteration 1F (27921.100000 sec): 3 clusters Score: Raw -39292254.247914 + Penalty 6163.623824 = -39286090.624090 nChanged 10162 SP:Iteration 2Q (27922.700000 sec): 3 clusters Score: Raw -39295845.282127 + Penalty 6163.623824 = -39289681.658303 nChanged 13497 SP:Iteration 3F (27924.270000 sec): 3 clusters Score: Raw -39302434.167829 + Penalty 6163.623824 = -39296270.544006 nChanged 17719 SP:Iteration 4F (27925.770000 sec): 3 clusters Score: Raw -39314038.789638 + Penalty 6163.623824 = -39307875.165814 nChanged 21562 SP:Iteration 5F (27927.450000 sec): 3 clusters Score: Raw -39332018.945154 + Penalty 6163.623824 = -39325855.321330 nChanged 22066 SP:Iteration 6F (27929.060000 sec): 3 clusters Score: Raw -39353240.341119 + Penalty 6163.623824 = -39347076.717296 nChanged 17273 SP:Iteration 7F (27930.520000 sec): 3 clusters Score: Raw -39370505.844659 + Penalty 6163.623824 = -39364342.220835 nChanged 9613 SP:Iteration 8Q (27932.010000 sec): 3 clusters Score: Raw -39379692.379476 + Penalty 6163.623824 = -39373528.755653 nChanged 3887 SP:Iteration 9Q (27933.430000 sec): 3 clusters Score: Raw -39383167.487978 + Penalty 6163.623824 = -39377003.864155 nChanged 1288 SP:Iteration 10Q (27934.720000 sec): 3 clusters Score: Raw -39384289.471146 + Penalty 6163.623824 = -39378125.847322 nChanged 399 SP:Iteration 11Q (27935.910000 sec): 3 clusters Score: Raw -39384631.312207 + Penalty 6163.623824 = -39378467.688383 nChanged 171 SP:Iteration 12Q (27937.030000 sec): 3 clusters Score: Raw -39384780.372801 + Penalty 6163.623824 = -39378616.748977 nChanged 89 SP:Iteration 13Q (27938.300000 sec): 3 clusters Score: Raw -39384864.042916 + Penalty 6163.623824 = -39378700.419093 nChanged 58 SP:Iteration 14Q (27939.680000 sec): 3 clusters Score: Raw -39384917.325934 + Penalty 6163.623824 = -39378753.702110 nChanged 35 SP:Iteration 15Q (27940.890000 sec): 3 clusters Score: Raw -39384947.370169 + Penalty 6163.623824 = -39378783.746346 nChanged 18 SP:Iteration 16Q (27942.170000 sec): 3 clusters Score: Raw -39384961.694667 + Penalty 6163.623824 = -39378798.070843 nChanged 18 SP:Iteration 17Q (27943.390000 sec): 3 clusters Score: Raw -39384971.935988 + Penalty 6163.623824 = -39378808.312164 nChanged 2 SP:Iteration 18Q (27944.570000 sec): 3 clusters Score: Raw -39384972.842507 + Penalty 6163.623824 = -39378809.218683 nChanged 1 SP:Iteration 19Q (27945.710000 sec): 3 clusters Score: Raw -39384973.435302 + Penalty 6163.623824 = -39378809.811478 nChanged 0 SP:Iteration 20F (27947.180000 sec): 3 clusters Score: Raw -39384973.435302 + Penalty 6163.623824 = -39378809.811478 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (6979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27947.440000 sec): 2 clusters Score: Raw -1106573.634058 + Penalty 2194.963908 = -1104378.670150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27947.680000 sec): 3 clusters Score: Raw -1102960.730928 + Penalty 4389.927816 = -1098570.803112 nChanged 2866 SP:Iteration 1F (27947.880000 sec): 3 clusters Score: Raw -1104470.387001 + Penalty 4389.927816 = -1100080.459185 nChanged 486 SP:Iteration 2F (27948.110000 sec): 3 clusters Score: Raw -1104711.154349 + Penalty 4389.927816 = -1100321.226533 nChanged 348 SP:Iteration 3Q (27948.310000 sec): 3 clusters Score: Raw -1104880.873556 + Penalty 4389.927816 = -1100490.945740 nChanged 275 SP:Iteration 4Q (27948.540000 sec): 3 clusters Score: Raw -1105002.339097 + Penalty 4389.927816 = -1100612.411281 nChanged 238 SP:Iteration 5Q (27948.740000 sec): 3 clusters Score: Raw -1105102.287545 + Penalty 4389.927816 = -1100712.359729 nChanged 198 SP:Iteration 6Q (27948.930000 sec): 3 clusters Score: Raw -1105184.804791 + Penalty 4389.927816 = -1100794.876976 nChanged 197 SP:Iteration 7Q (27949.150000 sec): 3 clusters Score: Raw -1105271.527787 + Penalty 4389.927816 = -1100881.599971 nChanged 191 SP:Iteration 8Q (27949.360000 sec): 3 clusters Score: Raw -1105356.263284 + Penalty 4389.927816 = -1100966.335469 nChanged 194 SP:Iteration 9Q (27949.560000 sec): 3 clusters Score: Raw -1105454.018748 + Penalty 4389.927816 = -1101064.090932 nChanged 218 SP:Iteration 10Q (27949.790000 sec): 3 clusters Score: Raw -1105576.611403 + Penalty 4389.927816 = -1101186.683588 nChanged 263 SP:Iteration 11Q (27950.020000 sec): 3 clusters Score: Raw -1105739.728773 + Penalty 4389.927816 = -1101349.800958 nChanged 255 SP:Iteration 12Q (27950.240000 sec): 3 clusters Score: Raw -1105910.585200 + Penalty 4389.927816 = -1101520.657384 nChanged 244 SP:Iteration 13Q (27950.450000 sec): 3 clusters Score: Raw -1106088.485853 + Penalty 4389.927816 = -1101698.558037 nChanged 230 SP:Iteration 14Q (27950.690000 sec): 3 clusters Score: Raw -1106273.036465 + Penalty 4389.927816 = -1101883.108649 nChanged 216 SP:Iteration 15Q (27950.930000 sec): 3 clusters Score: Raw -1106446.376785 + Penalty 4389.927816 = -1102056.448969 nChanged 187 SP:Iteration 16Q (27951.120000 sec): 3 clusters Score: Raw -1106593.539278 + Penalty 4389.927816 = -1102203.611463 nChanged 135 SP:Iteration 17Q (27951.350000 sec): 3 clusters Score: Raw -1106703.535936 + Penalty 4389.927816 = -1102313.608120 nChanged 95 SP:Iteration 18Q (27951.610000 sec): 3 clusters Score: Raw -1106780.552931 + Penalty 4389.927816 = -1102390.625115 nChanged 67 SP:Iteration 19Q (27951.800000 sec): 3 clusters Score: Raw -1106837.925542 + Penalty 4389.927816 = -1102447.997726 nChanged 45 SP:Iteration 20F (27952.020000 sec): 3 clusters Score: Raw -1106888.091701 + Penalty 4389.927816 = -1102498.163885 nChanged 38 SP:Iteration 21Q (27952.200000 sec): 3 clusters Score: Raw -1106920.896551 + Penalty 4389.927816 = -1102530.968735 nChanged 30 SP:Iteration 22Q (27952.460000 sec): 3 clusters Score: Raw -1106947.994899 + Penalty 4389.927816 = -1102558.067083 nChanged 21 SP:Iteration 23Q (27952.680000 sec): 3 clusters Score: Raw -1106968.409014 + Penalty 4389.927816 = -1102578.481198 nChanged 12 SP:Iteration 24Q (27952.870000 sec): 3 clusters Score: Raw -1106978.504400 + Penalty 4389.927816 = -1102588.576584 nChanged 10 SP:Iteration 25Q (27953.060000 sec): 3 clusters Score: Raw -1106988.681943 + Penalty 4389.927816 = -1102598.754128 nChanged 12 SP:Iteration 26Q (27953.320000 sec): 3 clusters Score: Raw -1107000.603981 + Penalty 4389.927816 = -1102610.676165 nChanged 11 SP:Iteration 27Q (27953.610000 sec): 3 clusters Score: Raw -1107011.657033 + Penalty 4389.927816 = -1102621.729217 nChanged 12 SP:Iteration 28Q (27953.810000 sec): 3 clusters Score: Raw -1107021.395941 + Penalty 4389.927816 = -1102631.468125 nChanged 9 SP:Iteration 29Q (27954.070000 sec): 3 clusters Score: Raw -1107031.083588 + Penalty 4389.927816 = -1102641.155772 nChanged 6 SP:Iteration 30Q (27954.240000 sec): 3 clusters Score: Raw -1107037.533972 + Penalty 4389.927816 = -1102647.606156 nChanged 3 SP:Iteration 31Q (27954.470000 sec): 3 clusters Score: Raw -1107039.357551 + Penalty 4389.927816 = -1102649.429735 nChanged 1 SP:Iteration 32Q (27954.660000 sec): 3 clusters Score: Raw -1107040.955390 + Penalty 4389.927816 = -1102651.027574 nChanged 2 SP:Iteration 33Q (27954.880000 sec): 3 clusters Score: Raw -1107042.728765 + Penalty 4389.927816 = -1102652.800949 nChanged 0 SP:Iteration 34F (27955.110000 sec): 3 clusters Score: Raw -1107042.728765 + Penalty 4389.927816 = -1102652.800949 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (26520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27955.320000 sec): 2 clusters Score: Raw -4197412.823207 + Penalty 2526.042302 = -4194886.780905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27955.670000 sec): 3 clusters Score: Raw -4181747.765651 + Penalty 5052.084604 = -4176695.681047 nChanged 11805 SP:Iteration 1F (27956.000000 sec): 3 clusters Score: Raw -4188277.578319 + Penalty 5052.084604 = -4183225.493715 nChanged 1700 SP:Iteration 2F (27956.340000 sec): 3 clusters Score: Raw -4189199.953106 + Penalty 5052.084604 = -4184147.868502 nChanged 1864 SP:Iteration 3F (27956.710000 sec): 3 clusters Score: Raw -4190444.386703 + Penalty 5052.084604 = -4185392.302098 nChanged 1995 SP:Iteration 4F (27957.060000 sec): 3 clusters Score: Raw -4191983.226270 + Penalty 5052.084604 = -4186931.141665 nChanged 1913 SP:Iteration 5F (27957.430000 sec): 3 clusters Score: Raw -4193491.287193 + Penalty 5052.084604 = -4188439.202589 nChanged 1645 SP:Iteration 6F (27957.790000 sec): 3 clusters Score: Raw -4194765.968050 + Penalty 5052.084604 = -4189713.883445 nChanged 1243 SP:Iteration 7Q (27958.090000 sec): 3 clusters Score: Raw -4195632.505831 + Penalty 5052.084604 = -4190580.421227 nChanged 893 SP:Iteration 8Q (27958.440000 sec): 3 clusters Score: Raw -4196194.263230 + Penalty 5052.084604 = -4191142.178625 nChanged 657 SP:Iteration 9Q (27958.820000 sec): 3 clusters Score: Raw -4196589.603279 + Penalty 5052.084604 = -4191537.518675 nChanged 488 SP:Iteration 10Q (27959.100000 sec): 3 clusters Score: Raw -4196879.069011 + Penalty 5052.084604 = -4191826.984407 nChanged 376 SP:Iteration 11Q (27959.410000 sec): 3 clusters Score: Raw -4197079.509417 + Penalty 5052.084604 = -4192027.424813 nChanged 270 SP:Iteration 12Q (27959.760000 sec): 3 clusters Score: Raw -4197222.071129 + Penalty 5052.084604 = -4192169.986525 nChanged 209 SP:Iteration 13Q (27960.110000 sec): 3 clusters Score: Raw -4197331.709629 + Penalty 5052.084604 = -4192279.625025 nChanged 158 SP:Iteration 14Q (27960.460000 sec): 3 clusters Score: Raw -4197410.298809 + Penalty 5052.084604 = -4192358.214205 nChanged 132 SP:Iteration 15Q (27960.740000 sec): 3 clusters Score: Raw -4197478.240460 + Penalty 5052.084604 = -4192426.155855 nChanged 98 SP:Iteration 16Q (27961.050000 sec): 3 clusters Score: Raw -4197527.037324 + Penalty 5052.084604 = -4192474.952719 nChanged 83 SP:Iteration 17Q (27961.350000 sec): 3 clusters Score: Raw -4197572.207024 + Penalty 5052.084604 = -4192520.122420 nChanged 55 SP:Iteration 18Q (27961.650000 sec): 3 clusters Score: Raw -4197599.955026 + Penalty 5052.084604 = -4192547.870422 nChanged 43 SP:Iteration 19Q (27961.960000 sec): 3 clusters Score: Raw -4197620.482914 + Penalty 5052.084604 = -4192568.398310 nChanged 34 SP:Iteration 20F (27962.280000 sec): 3 clusters Score: Raw -4197638.848562 + Penalty 5052.084604 = -4192586.763957 nChanged 28 SP:Iteration 21Q (27962.590000 sec): 3 clusters Score: Raw -4197651.819131 + Penalty 5052.084604 = -4192599.734527 nChanged 19 SP:Iteration 22Q (27962.940000 sec): 3 clusters Score: Raw -4197660.758650 + Penalty 5052.084604 = -4192608.674046 nChanged 24 SP:Iteration 23Q (27963.200000 sec): 3 clusters Score: Raw -4197676.937846 + Penalty 5052.084604 = -4192624.853241 nChanged 26 SP:Iteration 24Q (27963.510000 sec): 3 clusters Score: Raw -4197692.258028 + Penalty 5052.084604 = -4192640.173423 nChanged 19 SP:Iteration 25Q (27963.850000 sec): 3 clusters Score: Raw -4197702.529652 + Penalty 5052.084604 = -4192650.445048 nChanged 15 SP:Iteration 26Q (27964.170000 sec): 3 clusters Score: Raw -4197709.719392 + Penalty 5052.084604 = -4192657.634788 nChanged 12 SP:Iteration 27Q (27964.460000 sec): 3 clusters Score: Raw -4197714.854728 + Penalty 5052.084604 = -4192662.770124 nChanged 8 SP:Iteration 28Q (27964.790000 sec): 3 clusters Score: Raw -4197720.379412 + Penalty 5052.084604 = -4192668.294808 nChanged 5 SP:Iteration 29Q (27965.070000 sec): 3 clusters Score: Raw -4197722.973890 + Penalty 5052.084604 = -4192670.889285 nChanged 1 SP:Iteration 30Q (27965.340000 sec): 3 clusters Score: Raw -4197723.465819 + Penalty 5052.084604 = -4192671.381215 nChanged 1 SP:Iteration 31Q (27965.690000 sec): 3 clusters Score: Raw -4197724.302541 + Penalty 5052.084604 = -4192672.217937 nChanged 3 SP:Iteration 32Q (27965.980000 sec): 3 clusters Score: Raw -4197725.515502 + Penalty 5052.084604 = -4192673.430897 nChanged 1 SP:Iteration 33Q (27966.310000 sec): 3 clusters Score: Raw -4197726.030434 + Penalty 5052.084604 = -4192673.945830 nChanged 1 SP:Iteration 34Q (27966.710000 sec): 3 clusters Score: Raw -4197726.573633 + Penalty 5052.084604 = -4192674.489029 nChanged 4 SP:Iteration 35Q (27967.050000 sec): 3 clusters Score: Raw -4197728.190329 + Penalty 5052.084604 = -4192676.105725 nChanged 6 SP:Iteration 36Q (27967.410000 sec): 3 clusters Score: Raw -4197731.348610 + Penalty 5052.084604 = -4192679.264006 nChanged 8 SP:Iteration 37Q (27967.700000 sec): 3 clusters Score: Raw -4197734.563988 + Penalty 5052.084604 = -4192682.479383 nChanged 7 SP:Iteration 38Q (27968.000000 sec): 3 clusters Score: Raw -4197737.685454 + Penalty 5052.084604 = -4192685.600849 nChanged 7 SP:Iteration 39Q (27968.330000 sec): 3 clusters Score: Raw -4197740.377209 + Penalty 5052.084604 = -4192688.292605 nChanged 3 SP:Iteration 40F (27968.670000 sec): 3 clusters Score: Raw -4197741.344269 + Penalty 5052.084604 = -4192689.259664 nChanged 3 SP:Iteration 41Q (27968.950000 sec): 3 clusters Score: Raw -4197742.688279 + Penalty 5052.084604 = -4192690.603675 nChanged 4 SP:Iteration 42Q (27969.300000 sec): 3 clusters Score: Raw -4197744.570690 + Penalty 5052.084604 = -4192692.486086 nChanged 2 SP:Iteration 43Q (27969.590000 sec): 3 clusters Score: Raw -4197745.412989 + Penalty 5052.084604 = -4192693.328385 nChanged 4 SP:Iteration 44Q (27969.900000 sec): 3 clusters Score: Raw -4197747.365533 + Penalty 5052.084604 = -4192695.280928 nChanged 2 SP:Iteration 45Q (27970.170000 sec): 3 clusters Score: Raw -4197748.838107 + Penalty 5052.084604 = -4192696.753503 nChanged 3 SP:Iteration 46Q (27970.500000 sec): 3 clusters Score: Raw -4197750.211502 + Penalty 5052.084604 = -4192698.126897 nChanged 3 SP:Iteration 47Q (27970.830000 sec): 3 clusters Score: Raw -4197750.903281 + Penalty 5052.084604 = -4192698.818677 nChanged 2 SP:Iteration 48Q (27971.200000 sec): 3 clusters Score: Raw -4197752.660882 + Penalty 5052.084604 = -4192700.576278 nChanged 4 SP:Iteration 49Q (27971.510000 sec): 3 clusters Score: Raw -4197754.122689 + Penalty 5052.084604 = -4192702.038084 nChanged 2 SP:Iteration 50Q (27971.880000 sec): 3 clusters Score: Raw -4197754.831220 + Penalty 5052.084604 = -4192702.746616 nChanged 2 SP:Iteration 51Q (27972.160000 sec): 3 clusters Score: Raw -4197755.364578 + Penalty 5052.084604 = -4192703.279974 nChanged 3 SP:Iteration 52Q (27972.420000 sec): 3 clusters Score: Raw -4197756.726190 + Penalty 5052.084604 = -4192704.641585 nChanged 3 SP:Iteration 53Q (27972.730000 sec): 3 clusters Score: Raw -4197757.888363 + Penalty 5052.084604 = -4192705.803759 nChanged 5 SP:Iteration 54Q (27973.050000 sec): 3 clusters Score: Raw -4197759.728642 + Penalty 5052.084604 = -4192707.644037 nChanged 2 SP:Iteration 55Q (27973.390000 sec): 3 clusters Score: Raw -4197760.325687 + Penalty 5052.084604 = -4192708.241083 nChanged 1 SP:Iteration 56Q (27973.730000 sec): 3 clusters Score: Raw -4197760.911253 + Penalty 5052.084604 = -4192708.826648 nChanged 0 SP:Iteration 57F (27974.050000 sec): 3 clusters Score: Raw -4197760.911253 + Penalty 5052.084604 = -4192708.826648 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27974.190000 sec): 2 clusters Score: Raw -41782.222796 + Penalty 1427.424069 = -40354.798727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27974.370000 sec): 3 clusters Score: Raw -41904.938698 + Penalty 2854.848138 = -39050.090560 nChanged 55 SP:Iteration 1F (27974.570000 sec): 3 clusters Score: Raw -42131.193768 + Penalty 2854.848138 = -39276.345630 nChanged 22 SP:Iteration 2F (27974.790000 sec): 3 clusters Score: Raw -42288.423898 + Penalty 2854.848138 = -39433.575760 nChanged 15 SP:Iteration 3Q (27974.930000 sec): 3 clusters Score: Raw -42395.661813 + Penalty 2854.848138 = -39540.813675 nChanged 9 SP:Iteration 4Q (27975.130000 sec): 3 clusters Score: Raw -42470.935061 + Penalty 2854.848138 = -39616.086923 nChanged 8 SP:Iteration 5Q (27975.290000 sec): 3 clusters Score: Raw -42537.655107 + Penalty 2854.848138 = -39682.806969 nChanged 5 SP:Iteration 6Q (27975.460000 sec): 3 clusters Score: Raw -42563.005038 + Penalty 2854.848138 = -39708.156900 nChanged 6 SP:Iteration 7Q (27975.710000 sec): 3 clusters Score: Raw -42598.897113 + Penalty 2854.848138 = -39744.048975 nChanged 5 SP:Iteration 8Q (27975.870000 sec): 3 clusters Score: Raw -42646.504077 + Penalty 2854.848138 = -39791.655939 nChanged 5 SP:Iteration 9Q (27976.040000 sec): 3 clusters Score: Raw -42676.799516 + Penalty 2854.848138 = -39821.951378 nChanged 4 SP:Iteration 10Q (27976.210000 sec): 3 clusters Score: Raw -42732.823938 + Penalty 2854.848138 = -39877.975800 nChanged 6 SP:Iteration 11Q (27976.380000 sec): 3 clusters Score: Raw -42810.977352 + Penalty 2854.848138 = -39956.129214 nChanged 1 SP:Iteration 12Q (27976.550000 sec): 3 clusters Score: Raw -42823.284703 + Penalty 2854.848138 = -39968.436565 nChanged 0 SP:Iteration 13F (27976.730000 sec): 3 clusters Score: Raw -42823.284703 + Penalty 2854.848138 = -39968.436565 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (74910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (27977.180000 sec): 2 clusters Score: Raw -12142759.636926 + Penalty 2783.562583 = -12139976.074343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (27977.730000 sec): 3 clusters Score: Raw -12095454.761179 + Penalty 5567.125165 = -12089887.636013 nChanged 34926 SP:Iteration 1F (27978.240000 sec): 3 clusters Score: Raw -12115676.961890 + Penalty 5567.125165 = -12110109.836725 nChanged 2830 SP:Iteration 2Q (27978.820000 sec): 3 clusters Score: Raw -12116612.013004 + Penalty 5567.125165 = -12111044.887839 nChanged 3027 SP:Iteration 3Q (27979.370000 sec): 3 clusters Score: Raw -12117781.493641 + Penalty 5567.125165 = -12112214.368475 nChanged 3442 SP:Iteration 4Q (27979.970000 sec): 3 clusters Score: Raw -12119240.681548 + Penalty 5567.125165 = -12113673.556383 nChanged 3930 SP:Iteration 5F (27980.500000 sec): 3 clusters Score: Raw -12121152.661265 + Penalty 5567.125165 = -12115585.536100 nChanged 4456 SP:Iteration 6F (27981.090000 sec): 3 clusters Score: Raw -12123759.260740 + Penalty 5567.125165 = -12118192.135574 nChanged 5126 SP:Iteration 7F (27981.670000 sec): 3 clusters Score: Raw -12127423.576245 + Penalty 5567.125165 = -12121856.451079 nChanged 5456 SP:Iteration 8F (27982.230000 sec): 3 clusters Score: Raw -12132061.307180 + Penalty 5567.125165 = -12126494.182015 nChanged 4884 SP:Iteration 9F (27982.780000 sec): 3 clusters Score: Raw -12136696.931112 + Penalty 5567.125165 = -12131129.805947 nChanged 3378 SP:Iteration 10Q (27983.390000 sec): 3 clusters Score: Raw -12140015.527040 + Penalty 5567.125165 = -12134448.401874 nChanged 1974 SP:Iteration 11Q (27983.980000 sec): 3 clusters Score: Raw -12141768.390062 + Penalty 5567.125165 = -12136201.264897 nChanged 1174 SP:Iteration 12Q (27984.530000 sec): 3 clusters Score: Raw -12142653.313569 + Penalty 5567.125165 = -12137086.188404 nChanged 697 SP:Iteration 13Q (27985.110000 sec): 3 clusters Score: Raw -12143053.902723 + Penalty 5567.125165 = -12137486.777558 nChanged 490 SP:Iteration 14Q (27985.660000 sec): 3 clusters Score: Raw -12143299.937703 + Penalty 5567.125165 = -12137732.812538 nChanged 398 SP:Iteration 15Q (27986.190000 sec): 3 clusters Score: Raw -12143473.687078 + Penalty 5567.125165 = -12137906.561913 nChanged 285 SP:Iteration 16Q (27986.710000 sec): 3 clusters Score: Raw -12143591.707916 + Penalty 5567.125165 = -12138024.582751 nChanged 212 SP:Iteration 17Q (27987.250000 sec): 3 clusters Score: Raw -12143660.759887 + Penalty 5567.125165 = -12138093.634721 nChanged 163 SP:Iteration 18Q (27987.750000 sec): 3 clusters Score: Raw -12143710.897703 + Penalty 5567.125165 = -12138143.772538 nChanged 141 SP:Iteration 19Q (27988.290000 sec): 3 clusters Score: Raw -12143749.112532 + Penalty 5567.125165 = -12138181.987366 nChanged 106 SP:Iteration 20F (27988.870000 sec): 3 clusters Score: Raw -12143780.756180 + Penalty 5567.125165 = -12138213.631015 nChanged 98 SP:Iteration 21Q (27989.430000 sec): 3 clusters Score: Raw -12143809.910415 + Penalty 5567.125165 = -12138242.785250 nChanged 88 SP:Iteration 22Q (27989.930000 sec): 3 clusters Score: Raw -12143833.771813 + Penalty 5567.125165 = -12138266.646647 nChanged 64 SP:Iteration 23Q (27990.450000 sec): 3 clusters Score: Raw -12143849.859779 + Penalty 5567.125165 = -12138282.734614 nChanged 57 SP:Iteration 24Q (27990.920000 sec): 3 clusters Score: Raw -12143860.928210 + Penalty 5567.125165 = -12138293.803045 nChanged 36 SP:Iteration 25Q (27991.450000 sec): 3 clusters Score: Raw -12143868.274583 + Penalty 5567.125165 = -12138301.149417 nChanged 37 SP:Iteration 26Q (27991.990000 sec): 3 clusters Score: Raw -12143874.947389 + Penalty 5567.125165 = -12138307.822224 nChanged 30 SP:Iteration 27Q (27992.510000 sec): 3 clusters Score: Raw -12143880.009778 + Penalty 5567.125165 = -12138312.884613 nChanged 19 SP:Iteration 28Q (27992.990000 sec): 3 clusters Score: Raw -12143883.198820 + Penalty 5567.125165 = -12138316.073655 nChanged 17 SP:Iteration 29Q (27993.500000 sec): 3 clusters Score: Raw -12143886.753214 + Penalty 5567.125165 = -12138319.628049 nChanged 17 SP:Iteration 30Q (27994.060000 sec): 3 clusters Score: Raw -12143889.803574 + Penalty 5567.125165 = -12138322.678409 nChanged 14 SP:Iteration 31Q (27994.590000 sec): 3 clusters Score: Raw -12143892.385472 + Penalty 5567.125165 = -12138325.260307 nChanged 13 SP:Iteration 32Q (27995.150000 sec): 3 clusters Score: Raw -12143894.033163 + Penalty 5567.125165 = -12138326.907997 nChanged 7 SP:Iteration 33Q (27995.690000 sec): 3 clusters Score: Raw -12143895.096038 + Penalty 5567.125165 = -12138327.970872 nChanged 6 SP:Iteration 34Q (27996.200000 sec): 3 clusters Score: Raw -12143896.222044 + Penalty 5567.125165 = -12138329.096879 nChanged 7 SP:Iteration 35Q (27996.710000 sec): 3 clusters Score: Raw -12143897.440169 + Penalty 5567.125165 = -12138330.315003 nChanged 9 SP:Iteration 36Q (27997.250000 sec): 3 clusters Score: Raw -12143898.981290 + Penalty 5567.125165 = -12138331.856124 nChanged 13 SP:Iteration 37Q (27997.780000 sec): 3 clusters Score: Raw -12143901.050867 + Penalty 5567.125165 = -12138333.925702 nChanged 7 SP:Iteration 38Q (27998.280000 sec): 3 clusters Score: Raw -12143901.968677 + Penalty 5567.125165 = -12138334.843512 nChanged 5 SP:Iteration 39Q (27998.790000 sec): 3 clusters Score: Raw -12143902.734999 + Penalty 5567.125165 = -12138335.609834 nChanged 5 SP:Iteration 40F (27999.350000 sec): 3 clusters Score: Raw -12143903.219033 + Penalty 5567.125165 = -12138336.093868 nChanged 4 SP:Iteration 41Q (27999.830000 sec): 3 clusters Score: Raw -12143903.669076 + Penalty 5567.125165 = -12138336.543911 nChanged 2 SP:Iteration 42Q (28000.340000 sec): 3 clusters Score: Raw -12143903.934552 + Penalty 5567.125165 = -12138336.809387 nChanged 3 SP:Iteration 43Q (28000.880000 sec): 3 clusters Score: Raw -12143904.372466 + Penalty 5567.125165 = -12138337.247301 nChanged 1 SP:Iteration 44Q (28001.380000 sec): 3 clusters Score: Raw -12143904.498520 + Penalty 5567.125165 = -12138337.373355 nChanged 2 SP:Iteration 45Q (28001.890000 sec): 3 clusters Score: Raw -12143904.793398 + Penalty 5567.125165 = -12138337.668233 nChanged 1 SP:Iteration 46Q (28002.430000 sec): 3 clusters Score: Raw -12143904.966888 + Penalty 5567.125165 = -12138337.841722 nChanged 0 SP:Iteration 47F (28002.990000 sec): 3 clusters Score: Raw -12143904.966888 + Penalty 5567.125165 = -12138337.841722 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28003.100000 sec): 2 clusters Score: Raw -45250.476245 + Penalty 1429.767393 = -43820.708851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28003.290000 sec): 3 clusters Score: Raw -45329.018580 + Penalty 2859.534787 = -42469.483793 nChanged 39 SP:Iteration 1F (28003.470000 sec): 3 clusters Score: Raw -45483.965005 + Penalty 2859.534787 = -42624.430218 nChanged 17 SP:Iteration 2F (28003.660000 sec): 3 clusters Score: Raw -45551.477307 + Penalty 2859.534787 = -42691.942520 nChanged 5 SP:Iteration 3Q (28003.790000 sec): 3 clusters Score: Raw -45577.898961 + Penalty 2859.534787 = -42718.364174 nChanged 3 SP:Iteration 4Q (28004.010000 sec): 3 clusters Score: Raw -45588.251568 + Penalty 2859.534787 = -42728.716781 nChanged 1 SP:Iteration 5Q (28004.180000 sec): 3 clusters Score: Raw -45591.254895 + Penalty 2859.534787 = -42731.720108 nChanged 0 SP:Iteration 6F (28004.360000 sec): 3 clusters Score: Raw -45591.254895 + Penalty 2859.534787 = -42731.720108 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28004.450000 sec): 2 clusters Score: Raw -282386.789555 + Penalty 1868.753582 = -280518.035973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28004.670000 sec): 3 clusters Score: Raw -281703.191138 + Penalty 3737.507164 = -277965.683974 nChanged 585 SP:Iteration 1F (28004.850000 sec): 3 clusters Score: Raw -282131.457001 + Penalty 3737.507164 = -278393.949837 nChanged 157 SP:Iteration 2F (28005.040000 sec): 3 clusters Score: Raw -282292.881507 + Penalty 3737.507164 = -278555.374343 nChanged 93 SP:Iteration 3Q (28005.240000 sec): 3 clusters Score: Raw -282417.700463 + Penalty 3737.507164 = -278680.193299 nChanged 97 SP:Iteration 4F (28005.450000 sec): 3 clusters Score: Raw -282580.077714 + Penalty 3737.507164 = -278842.570550 nChanged 113 SP:Iteration 5F (28005.590000 sec): 3 clusters Score: Raw -282765.759039 + Penalty 3737.507164 = -279028.251874 nChanged 97 SP:Iteration 6F (28005.820000 sec): 3 clusters Score: Raw -282920.635465 + Penalty 3737.507164 = -279183.128300 nChanged 102 SP:Iteration 7F (28005.980000 sec): 3 clusters Score: Raw -283077.890169 + Penalty 3737.507164 = -279340.383005 nChanged 85 SP:Iteration 8Q (28006.200000 sec): 3 clusters Score: Raw -283211.655116 + Penalty 3737.507164 = -279474.147952 nChanged 75 SP:Iteration 9Q (28006.360000 sec): 3 clusters Score: Raw -283316.605553 + Penalty 3737.507164 = -279579.098389 nChanged 62 SP:Iteration 10Q (28006.560000 sec): 3 clusters Score: Raw -283394.241575 + Penalty 3737.507164 = -279656.734410 nChanged 50 SP:Iteration 11Q (28006.740000 sec): 3 clusters Score: Raw -283453.510021 + Penalty 3737.507164 = -279716.002857 nChanged 30 SP:Iteration 12Q (28006.940000 sec): 3 clusters Score: Raw -283484.862031 + Penalty 3737.507164 = -279747.354867 nChanged 24 SP:Iteration 13Q (28007.090000 sec): 3 clusters Score: Raw -283504.496908 + Penalty 3737.507164 = -279766.989744 nChanged 22 SP:Iteration 14Q (28007.290000 sec): 3 clusters Score: Raw -283527.954379 + Penalty 3737.507164 = -279790.447214 nChanged 10 SP:Iteration 15Q (28007.450000 sec): 3 clusters Score: Raw -283539.164241 + Penalty 3737.507164 = -279801.657076 nChanged 8 SP:Iteration 16Q (28007.590000 sec): 3 clusters Score: Raw -283546.543342 + Penalty 3737.507164 = -279809.036177 nChanged 3 SP:Iteration 17Q (28007.800000 sec): 3 clusters Score: Raw -283550.153333 + Penalty 3737.507164 = -279812.646169 nChanged 5 SP:Iteration 18Q (28007.950000 sec): 3 clusters Score: Raw -283554.533717 + Penalty 3737.507164 = -279817.026552 nChanged 6 SP:Iteration 19Q (28008.100000 sec): 3 clusters Score: Raw -283559.106757 + Penalty 3737.507164 = -279821.599592 nChanged 7 SP:Iteration 20F (28008.290000 sec): 3 clusters Score: Raw -283564.264813 + Penalty 3737.507164 = -279826.757649 nChanged 1 SP:Iteration 21Q (28008.450000 sec): 3 clusters Score: Raw -283564.636713 + Penalty 3737.507164 = -279827.129549 nChanged 1 SP:Iteration 22Q (28008.590000 sec): 3 clusters Score: Raw -283564.947798 + Penalty 3737.507164 = -279827.440633 nChanged 0 SP:Iteration 23F (28008.750000 sec): 3 clusters Score: Raw -283564.947798 + Penalty 3737.507164 = -279827.440633 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28008.880000 sec): 2 clusters Score: Raw -799297.849835 + Penalty 2126.293111 = -797171.556725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28009.080000 sec): 3 clusters Score: Raw -796794.582909 + Penalty 4252.586221 = -792541.996688 nChanged 2015 SP:Iteration 1F (28009.310000 sec): 3 clusters Score: Raw -798078.768470 + Penalty 4252.586221 = -793826.182249 nChanged 454 SP:Iteration 2F (28009.490000 sec): 3 clusters Score: Raw -798593.827585 + Penalty 4252.586221 = -794341.241364 nChanged 444 SP:Iteration 3F (28009.670000 sec): 3 clusters Score: Raw -799181.450080 + Penalty 4252.586221 = -794928.863858 nChanged 446 SP:Iteration 4F (28009.850000 sec): 3 clusters Score: Raw -799689.782400 + Penalty 4252.586221 = -795437.196179 nChanged 381 SP:Iteration 5F (28010.080000 sec): 3 clusters Score: Raw -800071.647345 + Penalty 4252.586221 = -795819.061123 nChanged 257 SP:Iteration 6Q (28010.290000 sec): 3 clusters Score: Raw -800318.203893 + Penalty 4252.586221 = -796065.617671 nChanged 197 SP:Iteration 7Q (28010.440000 sec): 3 clusters Score: Raw -800494.059533 + Penalty 4252.586221 = -796241.473312 nChanged 139 SP:Iteration 8Q (28010.670000 sec): 3 clusters Score: Raw -800638.981227 + Penalty 4252.586221 = -796386.395006 nChanged 99 SP:Iteration 9Q (28010.870000 sec): 3 clusters Score: Raw -800724.879635 + Penalty 4252.586221 = -796472.293414 nChanged 76 SP:Iteration 10Q (28011.080000 sec): 3 clusters Score: Raw -800792.452838 + Penalty 4252.586221 = -796539.866617 nChanged 53 SP:Iteration 11Q (28011.300000 sec): 3 clusters Score: Raw -800836.649620 + Penalty 4252.586221 = -796584.063398 nChanged 39 SP:Iteration 12Q (28011.480000 sec): 3 clusters Score: Raw -800869.615824 + Penalty 4252.586221 = -796617.029603 nChanged 28 SP:Iteration 13Q (28011.680000 sec): 3 clusters Score: Raw -800894.831989 + Penalty 4252.586221 = -796642.245767 nChanged 33 SP:Iteration 14Q (28011.890000 sec): 3 clusters Score: Raw -800923.884647 + Penalty 4252.586221 = -796671.298425 nChanged 26 SP:Iteration 15Q (28012.110000 sec): 3 clusters Score: Raw -800946.044706 + Penalty 4252.586221 = -796693.458484 nChanged 24 SP:Iteration 16Q (28012.300000 sec): 3 clusters Score: Raw -800963.300312 + Penalty 4252.586221 = -796710.714091 nChanged 22 SP:Iteration 17Q (28012.490000 sec): 3 clusters Score: Raw -800980.386416 + Penalty 4252.586221 = -796727.800194 nChanged 14 SP:Iteration 18Q (28012.720000 sec): 3 clusters Score: Raw -800993.411472 + Penalty 4252.586221 = -796740.825251 nChanged 13 SP:Iteration 19Q (28012.880000 sec): 3 clusters Score: Raw -801001.022915 + Penalty 4252.586221 = -796748.436694 nChanged 7 SP:Iteration 20F (28013.100000 sec): 3 clusters Score: Raw -801005.186781 + Penalty 4252.586221 = -796752.600560 nChanged 7 SP:Iteration 21Q (28013.310000 sec): 3 clusters Score: Raw -801009.033850 + Penalty 4252.586221 = -796756.447629 nChanged 4 SP:Iteration 22Q (28013.520000 sec): 3 clusters Score: Raw -801012.773132 + Penalty 4252.586221 = -796760.186911 nChanged 7 SP:Iteration 23Q (28013.740000 sec): 3 clusters Score: Raw -801018.929059 + Penalty 4252.586221 = -796766.342838 nChanged 3 SP:Iteration 24Q (28013.950000 sec): 3 clusters Score: Raw -801021.778414 + Penalty 4252.586221 = -796769.192192 nChanged 6 SP:Iteration 25Q (28014.100000 sec): 3 clusters Score: Raw -801025.172850 + Penalty 4252.586221 = -796772.586628 nChanged 4 SP:Iteration 26Q (28014.360000 sec): 3 clusters Score: Raw -801029.600955 + Penalty 4252.586221 = -796777.014734 nChanged 6 SP:Iteration 27Q (28014.550000 sec): 3 clusters Score: Raw -801034.228135 + Penalty 4252.586221 = -796781.641913 nChanged 7 SP:Iteration 28Q (28014.720000 sec): 3 clusters Score: Raw -801037.694352 + Penalty 4252.586221 = -796785.108131 nChanged 2 SP:Iteration 29Q (28014.890000 sec): 3 clusters Score: Raw -801039.244273 + Penalty 4252.586221 = -796786.658052 nChanged 0 SP:Iteration 30F (28015.090000 sec): 3 clusters Score: Raw -801039.244273 + Penalty 4252.586221 = -796786.658052 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28015.210000 sec): 2 clusters Score: Raw -23053.517472 + Penalty 1352.919637 = -21700.597836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28015.410000 sec): 3 clusters Score: Raw -23506.464803 + Penalty 2705.839273 = -20800.625530 nChanged 43 SP:Iteration 1F (28015.560000 sec): 3 clusters Score: Raw -23750.128222 + Penalty 2705.839273 = -21044.288949 nChanged 20 SP:Iteration 2F (28015.740000 sec): 3 clusters Score: Raw -23875.330968 + Penalty 2705.839273 = -21169.491694 nChanged 12 SP:Iteration 3F (28015.900000 sec): 3 clusters Score: Raw -23957.468358 + Penalty 2705.839273 = -21251.629085 nChanged 7 SP:Iteration 4Q (28016.110000 sec): 3 clusters Score: Raw -23996.548270 + Penalty 2705.839273 = -21290.708997 nChanged 2 SP:Iteration 5Q (28016.290000 sec): 3 clusters Score: Raw -24016.962250 + Penalty 2705.839273 = -21311.122977 nChanged 1 SP:Iteration 6Q (28016.430000 sec): 3 clusters Score: Raw -24020.803062 + Penalty 2705.839273 = -21314.963788 nChanged 1 SP:Iteration 7Q (28016.610000 sec): 3 clusters Score: Raw -24031.935887 + Penalty 2705.839273 = -21326.096613 nChanged 1 SP:Iteration 8Q (28016.750000 sec): 3 clusters Score: Raw -24039.119422 + Penalty 2705.839273 = -21333.280148 nChanged 0 SP:Iteration 9F (28016.950000 sec): 3 clusters Score: Raw -24039.119422 + Penalty 2705.839273 = -21333.280148 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28017.050000 sec): 2 clusters Score: Raw -43038.793713 + Penalty 1361.256556 = -41677.537157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28017.200000 sec): 3 clusters Score: Raw -43232.174245 + Penalty 2722.513112 = -40509.661133 nChanged 18 SP:Iteration 1F (28017.340000 sec): 3 clusters Score: Raw -43306.970501 + Penalty 2722.513112 = -40584.457389 nChanged 9 SP:Iteration 2Q (28017.540000 sec): 3 clusters Score: Raw -43347.366103 + Penalty 2722.513112 = -40624.852991 nChanged 1 SP:Iteration 3Q (28017.720000 sec): 3 clusters Score: Raw -43350.044229 + Penalty 2722.513112 = -40627.531117 nChanged 0 SP:Iteration 4F (28017.890000 sec): 3 clusters Score: Raw -43350.044229 + Penalty 2722.513112 = -40627.531117 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (34324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28018.130000 sec): 2 clusters Score: Raw -5454560.557576 + Penalty 2590.012824 = -5451970.544752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28018.540000 sec): 3 clusters Score: Raw -5433775.644083 + Penalty 5180.025648 = -5428595.618435 nChanged 15662 SP:Iteration 1F (28018.890000 sec): 3 clusters Score: Raw -5442279.448905 + Penalty 5180.025648 = -5437099.423257 nChanged 1704 SP:Iteration 2Q (28019.300000 sec): 3 clusters Score: Raw -5442884.831507 + Penalty 5180.025648 = -5437704.805859 nChanged 1624 SP:Iteration 3Q (28019.630000 sec): 3 clusters Score: Raw -5443541.878342 + Penalty 5180.025648 = -5438361.852694 nChanged 1669 SP:Iteration 4Q (28020.030000 sec): 3 clusters Score: Raw -5444421.888064 + Penalty 5180.025648 = -5439241.862416 nChanged 1968 SP:Iteration 5F (28020.450000 sec): 3 clusters Score: Raw -5445684.245462 + Penalty 5180.025648 = -5440504.219814 nChanged 2214 SP:Iteration 6F (28020.810000 sec): 3 clusters Score: Raw -5447314.667538 + Penalty 5180.025648 = -5442134.641890 nChanged 2365 SP:Iteration 7F (28021.160000 sec): 3 clusters Score: Raw -5449178.082166 + Penalty 5180.025648 = -5443998.056518 nChanged 2164 SP:Iteration 8F (28021.530000 sec): 3 clusters Score: Raw -5450923.558672 + Penalty 5180.025648 = -5445743.533023 nChanged 1892 SP:Iteration 9F (28021.920000 sec): 3 clusters Score: Raw -5452301.391068 + Penalty 5180.025648 = -5447121.365420 nChanged 1400 SP:Iteration 10Q (28022.270000 sec): 3 clusters Score: Raw -5453227.043884 + Penalty 5180.025648 = -5448047.018236 nChanged 979 SP:Iteration 11Q (28022.610000 sec): 3 clusters Score: Raw -5453845.125838 + Penalty 5180.025648 = -5448665.100190 nChanged 718 SP:Iteration 12Q (28022.980000 sec): 3 clusters Score: Raw -5454304.404252 + Penalty 5180.025648 = -5449124.378604 nChanged 595 SP:Iteration 13Q (28023.330000 sec): 3 clusters Score: Raw -5454688.975821 + Penalty 5180.025648 = -5449508.950173 nChanged 495 SP:Iteration 14Q (28023.700000 sec): 3 clusters Score: Raw -5454991.828561 + Penalty 5180.025648 = -5449811.802912 nChanged 433 SP:Iteration 15Q (28024.050000 sec): 3 clusters Score: Raw -5455206.034200 + Penalty 5180.025648 = -5450026.008552 nChanged 336 SP:Iteration 16Q (28024.460000 sec): 3 clusters Score: Raw -5455336.017194 + Penalty 5180.025648 = -5450155.991546 nChanged 273 SP:Iteration 17Q (28024.790000 sec): 3 clusters Score: Raw -5455414.586031 + Penalty 5180.025648 = -5450234.560383 nChanged 216 SP:Iteration 18Q (28025.160000 sec): 3 clusters Score: Raw -5455474.853798 + Penalty 5180.025648 = -5450294.828150 nChanged 167 SP:Iteration 19Q (28025.500000 sec): 3 clusters Score: Raw -5455511.858248 + Penalty 5180.025648 = -5450331.832600 nChanged 133 SP:Iteration 20F (28025.850000 sec): 3 clusters Score: Raw -5455538.091898 + Penalty 5180.025648 = -5450358.066249 nChanged 96 SP:Iteration 21Q (28026.210000 sec): 3 clusters Score: Raw -5455555.957914 + Penalty 5180.025648 = -5450375.932266 nChanged 87 SP:Iteration 22Q (28026.560000 sec): 3 clusters Score: Raw -5455568.946625 + Penalty 5180.025648 = -5450388.920977 nChanged 61 SP:Iteration 23Q (28026.910000 sec): 3 clusters Score: Raw -5455578.407503 + Penalty 5180.025648 = -5450398.381855 nChanged 70 SP:Iteration 24Q (28027.230000 sec): 3 clusters Score: Raw -5455590.382963 + Penalty 5180.025648 = -5450410.357315 nChanged 59 SP:Iteration 25Q (28027.610000 sec): 3 clusters Score: Raw -5455598.253981 + Penalty 5180.025648 = -5450418.228333 nChanged 51 SP:Iteration 26Q (28027.970000 sec): 3 clusters Score: Raw -5455604.455718 + Penalty 5180.025648 = -5450424.430070 nChanged 43 SP:Iteration 27Q (28028.310000 sec): 3 clusters Score: Raw -5455608.868007 + Penalty 5180.025648 = -5450428.842359 nChanged 31 SP:Iteration 28Q (28028.700000 sec): 3 clusters Score: Raw -5455611.594799 + Penalty 5180.025648 = -5450431.569151 nChanged 27 SP:Iteration 29Q (28029.020000 sec): 3 clusters Score: Raw -5455614.437629 + Penalty 5180.025648 = -5450434.411981 nChanged 37 SP:Iteration 30Q (28029.390000 sec): 3 clusters Score: Raw -5455617.891128 + Penalty 5180.025648 = -5450437.865480 nChanged 35 SP:Iteration 31Q (28029.750000 sec): 3 clusters Score: Raw -5455621.735005 + Penalty 5180.025648 = -5450441.709356 nChanged 30 SP:Iteration 32Q (28030.110000 sec): 3 clusters Score: Raw -5455624.955826 + Penalty 5180.025648 = -5450444.930178 nChanged 31 SP:Iteration 33Q (28030.480000 sec): 3 clusters Score: Raw -5455628.132364 + Penalty 5180.025648 = -5450448.106716 nChanged 30 SP:Iteration 34Q (28030.860000 sec): 3 clusters Score: Raw -5455631.257963 + Penalty 5180.025648 = -5450451.232315 nChanged 24 SP:Iteration 35Q (28031.230000 sec): 3 clusters Score: Raw -5455633.509318 + Penalty 5180.025648 = -5450453.483670 nChanged 19 SP:Iteration 36Q (28031.690000 sec): 3 clusters Score: Raw -5455634.904085 + Penalty 5180.025648 = -5450454.878437 nChanged 19 SP:Iteration 37Q (28032.090000 sec): 3 clusters Score: Raw -5455636.882335 + Penalty 5180.025648 = -5450456.856687 nChanged 25 SP:Iteration 38Q (28032.460000 sec): 3 clusters Score: Raw -5455639.209813 + Penalty 5180.025648 = -5450459.184165 nChanged 23 SP:Iteration 39Q (28032.860000 sec): 3 clusters Score: Raw -5455641.330957 + Penalty 5180.025648 = -5450461.305309 nChanged 20 SP:Iteration 40F (28033.290000 sec): 3 clusters Score: Raw -5455643.223614 + Penalty 5180.025648 = -5450463.197966 nChanged 18 SP:Iteration 41Q (28033.680000 sec): 3 clusters Score: Raw -5455644.717094 + Penalty 5180.025648 = -5450464.691445 nChanged 10 SP:Iteration 42Q (28034.040000 sec): 3 clusters Score: Raw -5455645.395717 + Penalty 5180.025648 = -5450465.370069 nChanged 6 SP:Iteration 43Q (28034.420000 sec): 3 clusters Score: Raw -5455645.946260 + Penalty 5180.025648 = -5450465.920612 nChanged 8 SP:Iteration 44Q (28034.760000 sec): 3 clusters Score: Raw -5455646.789968 + Penalty 5180.025648 = -5450466.764320 nChanged 13 SP:Iteration 45Q (28035.080000 sec): 3 clusters Score: Raw -5455647.957753 + Penalty 5180.025648 = -5450467.932105 nChanged 11 SP:Iteration 46Q (28035.450000 sec): 3 clusters Score: Raw -5455649.030766 + Penalty 5180.025648 = -5450469.005118 nChanged 20 SP:Iteration 47Q (28035.750000 sec): 3 clusters Score: Raw -5455651.240690 + Penalty 5180.025648 = -5450471.215042 nChanged 18 SP:Iteration 48Q (28036.100000 sec): 3 clusters Score: Raw -5455653.253049 + Penalty 5180.025648 = -5450473.227401 nChanged 20 SP:Iteration 49Q (28036.510000 sec): 3 clusters Score: Raw -5455655.767009 + Penalty 5180.025648 = -5450475.741361 nChanged 27 SP:Iteration 50Q (28036.800000 sec): 3 clusters Score: Raw -5455659.012343 + Penalty 5180.025648 = -5450478.986695 nChanged 25 SP:Iteration 51Q (28037.180000 sec): 3 clusters Score: Raw -5455661.911169 + Penalty 5180.025648 = -5450481.885521 nChanged 27 SP:Iteration 52Q (28037.540000 sec): 3 clusters Score: Raw -5455665.297567 + Penalty 5180.025648 = -5450485.271919 nChanged 28 SP:Iteration 53Q (28037.890000 sec): 3 clusters Score: Raw -5455668.002963 + Penalty 5180.025648 = -5450487.977315 nChanged 19 SP:Iteration 54Q (28038.220000 sec): 3 clusters Score: Raw -5455670.636333 + Penalty 5180.025648 = -5450490.610685 nChanged 26 SP:Iteration 55Q (28038.560000 sec): 3 clusters Score: Raw -5455673.345522 + Penalty 5180.025648 = -5450493.319874 nChanged 25 SP:Iteration 56Q (28038.890000 sec): 3 clusters Score: Raw -5455676.155068 + Penalty 5180.025648 = -5450496.129420 nChanged 26 SP:Iteration 57Q (28039.250000 sec): 3 clusters Score: Raw -5455679.362898 + Penalty 5180.025648 = -5450499.337250 nChanged 28 SP:Iteration 58Q (28039.570000 sec): 3 clusters Score: Raw -5455682.830548 + Penalty 5180.025648 = -5450502.804900 nChanged 28 SP:Iteration 59Q (28039.920000 sec): 3 clusters Score: Raw -5455685.868837 + Penalty 5180.025648 = -5450505.843189 nChanged 31 SP:Iteration 60F (28040.290000 sec): 3 clusters Score: Raw -5455690.644645 + Penalty 5180.025648 = -5450510.618997 nChanged 33 SP:Iteration 61Q (28040.630000 sec): 3 clusters Score: Raw -5455694.446814 + Penalty 5180.025648 = -5450514.421166 nChanged 31 SP:Iteration 62Q (28040.960000 sec): 3 clusters Score: Raw -5455698.538509 + Penalty 5180.025648 = -5450518.512861 nChanged 32 SP:Iteration 63Q (28041.330000 sec): 3 clusters Score: Raw -5455702.618790 + Penalty 5180.025648 = -5450522.593142 nChanged 23 SP:Iteration 64Q (28041.670000 sec): 3 clusters Score: Raw -5455705.183394 + Penalty 5180.025648 = -5450525.157746 nChanged 18 SP:Iteration 65Q (28042.050000 sec): 3 clusters Score: Raw -5455706.873628 + Penalty 5180.025648 = -5450526.847980 nChanged 15 SP:Iteration 66Q (28042.380000 sec): 3 clusters Score: Raw -5455708.804223 + Penalty 5180.025648 = -5450528.778575 nChanged 15 SP:Iteration 67Q (28042.760000 sec): 3 clusters Score: Raw -5455710.249589 + Penalty 5180.025648 = -5450530.223941 nChanged 7 SP:Iteration 68Q (28043.080000 sec): 3 clusters Score: Raw -5455710.873978 + Penalty 5180.025648 = -5450530.848330 nChanged 6 SP:Iteration 69Q (28043.410000 sec): 3 clusters Score: Raw -5455711.361410 + Penalty 5180.025648 = -5450531.335762 nChanged 3 SP:Iteration 70Q (28043.810000 sec): 3 clusters Score: Raw -5455711.649467 + Penalty 5180.025648 = -5450531.623819 nChanged 6 SP:Iteration 71Q (28044.140000 sec): 3 clusters Score: Raw -5455712.265993 + Penalty 5180.025648 = -5450532.240345 nChanged 6 SP:Iteration 72Q (28044.480000 sec): 3 clusters Score: Raw -5455712.717263 + Penalty 5180.025648 = -5450532.691615 nChanged 3 SP:Iteration 73Q (28044.850000 sec): 3 clusters Score: Raw -5455712.889738 + Penalty 5180.025648 = -5450532.864090 nChanged 5 SP:Iteration 74Q (28045.210000 sec): 3 clusters Score: Raw -5455713.433859 + Penalty 5180.025648 = -5450533.408211 nChanged 6 SP:Iteration 75Q (28045.580000 sec): 3 clusters Score: Raw -5455713.921649 + Penalty 5180.025648 = -5450533.896000 nChanged 6 SP:Iteration 76Q (28045.930000 sec): 3 clusters Score: Raw -5455714.392496 + Penalty 5180.025648 = -5450534.366848 nChanged 7 SP:Iteration 77Q (28046.330000 sec): 3 clusters Score: Raw -5455715.057683 + Penalty 5180.025648 = -5450535.032035 nChanged 10 SP:Iteration 78Q (28046.650000 sec): 3 clusters Score: Raw -5455716.028239 + Penalty 5180.025648 = -5450536.002591 nChanged 10 SP:Iteration 79Q (28047.040000 sec): 3 clusters Score: Raw -5455716.646048 + Penalty 5180.025648 = -5450536.620400 nChanged 5 SP:Iteration 80F (28047.410000 sec): 3 clusters Score: Raw -5455717.047797 + Penalty 5180.025648 = -5450537.022149 nChanged 7 SP:Iteration 81Q (28047.770000 sec): 3 clusters Score: Raw -5455717.619072 + Penalty 5180.025648 = -5450537.593424 nChanged 5 SP:Iteration 82Q (28048.140000 sec): 3 clusters Score: Raw -5455717.961768 + Penalty 5180.025648 = -5450537.936120 nChanged 4 SP:Iteration 83Q (28048.500000 sec): 3 clusters Score: Raw -5455718.471138 + Penalty 5180.025648 = -5450538.445490 nChanged 7 SP:Iteration 84Q (28048.850000 sec): 3 clusters Score: Raw -5455718.912492 + Penalty 5180.025648 = -5450538.886844 nChanged 5 SP:Iteration 85Q (28049.220000 sec): 3 clusters Score: Raw -5455719.438261 + Penalty 5180.025648 = -5450539.412613 nChanged 5 SP:Iteration 86Q (28049.560000 sec): 3 clusters Score: Raw -5455719.823476 + Penalty 5180.025648 = -5450539.797828 nChanged 8 SP:Iteration 87Q (28049.930000 sec): 3 clusters Score: Raw -5455720.466806 + Penalty 5180.025648 = -5450540.441158 nChanged 6 SP:Iteration 88Q (28050.210000 sec): 3 clusters Score: Raw -5455720.926571 + Penalty 5180.025648 = -5450540.900923 nChanged 2 SP:Iteration 89Q (28050.610000 sec): 3 clusters Score: Raw -5455721.129133 + Penalty 5180.025648 = -5450541.103485 nChanged 3 SP:Iteration 90Q (28050.970000 sec): 3 clusters Score: Raw -5455721.391677 + Penalty 5180.025648 = -5450541.366029 nChanged 2 SP:Iteration 91Q (28051.280000 sec): 3 clusters Score: Raw -5455721.506707 + Penalty 5180.025648 = -5450541.481059 nChanged 1 SP:Iteration 92Q (28051.620000 sec): 3 clusters Score: Raw -5455721.539273 + Penalty 5180.025648 = -5450541.513625 nChanged 1 SP:Iteration 93Q (28052.000000 sec): 3 clusters Score: Raw -5455721.566724 + Penalty 5180.025648 = -5450541.541076 nChanged 0 SP:Iteration 94F (28052.360000 sec): 3 clusters Score: Raw -5455721.566724 + Penalty 5180.025648 = -5450541.541076 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28052.480000 sec): 2 clusters Score: Raw -1123805.634719 + Penalty 2202.592049 = -1121603.042671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28052.720000 sec): 3 clusters Score: Raw -1120159.324817 + Penalty 4405.184098 = -1115754.140719 nChanged 2805 SP:Iteration 1F (28052.950000 sec): 3 clusters Score: Raw -1121664.235712 + Penalty 4405.184098 = -1117259.051615 nChanged 504 SP:Iteration 2F (28053.190000 sec): 3 clusters Score: Raw -1121910.549132 + Penalty 4405.184098 = -1117505.365034 nChanged 361 SP:Iteration 3F (28053.460000 sec): 3 clusters Score: Raw -1122098.657185 + Penalty 4405.184098 = -1117693.473088 nChanged 289 SP:Iteration 4Q (28053.670000 sec): 3 clusters Score: Raw -1122245.749806 + Penalty 4405.184098 = -1117840.565708 nChanged 237 SP:Iteration 5Q (28053.900000 sec): 3 clusters Score: Raw -1122396.242182 + Penalty 4405.184098 = -1117991.058084 nChanged 249 SP:Iteration 6Q (28054.100000 sec): 3 clusters Score: Raw -1122565.873176 + Penalty 4405.184098 = -1118160.689078 nChanged 271 SP:Iteration 7Q (28054.340000 sec): 3 clusters Score: Raw -1122782.906222 + Penalty 4405.184098 = -1118377.722124 nChanged 290 SP:Iteration 8Q (28054.540000 sec): 3 clusters Score: Raw -1123009.517246 + Penalty 4405.184098 = -1118604.333148 nChanged 311 SP:Iteration 9Q (28054.740000 sec): 3 clusters Score: Raw -1123234.163887 + Penalty 4405.184098 = -1118828.979789 nChanged 320 SP:Iteration 10Q (28054.920000 sec): 3 clusters Score: Raw -1123449.379974 + Penalty 4405.184098 = -1119044.195876 nChanged 290 SP:Iteration 11Q (28055.150000 sec): 3 clusters Score: Raw -1123637.700339 + Penalty 4405.184098 = -1119232.516242 nChanged 256 SP:Iteration 12Q (28055.340000 sec): 3 clusters Score: Raw -1123805.856240 + Penalty 4405.184098 = -1119400.672143 nChanged 259 SP:Iteration 13Q (28055.560000 sec): 3 clusters Score: Raw -1123970.713741 + Penalty 4405.184098 = -1119565.529643 nChanged 243 SP:Iteration 14Q (28055.800000 sec): 3 clusters Score: Raw -1124124.298972 + Penalty 4405.184098 = -1119719.114874 nChanged 216 SP:Iteration 15Q (28056.030000 sec): 3 clusters Score: Raw -1124284.786622 + Penalty 4405.184098 = -1119879.602524 nChanged 227 SP:Iteration 16Q (28056.250000 sec): 3 clusters Score: Raw -1124450.635563 + Penalty 4405.184098 = -1120045.451466 nChanged 216 SP:Iteration 17Q (28056.480000 sec): 3 clusters Score: Raw -1124606.295552 + Penalty 4405.184098 = -1120201.111454 nChanged 192 SP:Iteration 18Q (28056.750000 sec): 3 clusters Score: Raw -1124738.711368 + Penalty 4405.184098 = -1120333.527270 nChanged 149 SP:Iteration 19Q (28056.950000 sec): 3 clusters Score: Raw -1124848.931266 + Penalty 4405.184098 = -1120443.747168 nChanged 137 SP:Iteration 20F (28057.160000 sec): 3 clusters Score: Raw -1124954.672099 + Penalty 4405.184098 = -1120549.488002 nChanged 115 SP:Iteration 21Q (28057.400000 sec): 3 clusters Score: Raw -1125040.632328 + Penalty 4405.184098 = -1120635.448230 nChanged 99 SP:Iteration 22Q (28057.600000 sec): 3 clusters Score: Raw -1125105.663077 + Penalty 4405.184098 = -1120700.478979 nChanged 81 SP:Iteration 23Q (28057.830000 sec): 3 clusters Score: Raw -1125160.555668 + Penalty 4405.184098 = -1120755.371570 nChanged 73 SP:Iteration 24Q (28058.060000 sec): 3 clusters Score: Raw -1125202.890308 + Penalty 4405.184098 = -1120797.706210 nChanged 58 SP:Iteration 25Q (28058.240000 sec): 3 clusters Score: Raw -1125234.836216 + Penalty 4405.184098 = -1120829.652119 nChanged 51 SP:Iteration 26Q (28058.460000 sec): 3 clusters Score: Raw -1125262.162002 + Penalty 4405.184098 = -1120856.977904 nChanged 41 SP:Iteration 27Q (28058.710000 sec): 3 clusters Score: Raw -1125283.355157 + Penalty 4405.184098 = -1120878.171060 nChanged 30 SP:Iteration 28Q (28058.900000 sec): 3 clusters Score: Raw -1125298.901326 + Penalty 4405.184098 = -1120893.717228 nChanged 33 SP:Iteration 29Q (28059.160000 sec): 3 clusters Score: Raw -1125315.074149 + Penalty 4405.184098 = -1120909.890052 nChanged 29 SP:Iteration 30Q (28059.360000 sec): 3 clusters Score: Raw -1125330.284103 + Penalty 4405.184098 = -1120925.100005 nChanged 28 SP:Iteration 31Q (28059.630000 sec): 3 clusters Score: Raw -1125343.707913 + Penalty 4405.184098 = -1120938.523815 nChanged 27 SP:Iteration 32Q (28059.830000 sec): 3 clusters Score: Raw -1125354.276025 + Penalty 4405.184098 = -1120949.091927 nChanged 26 SP:Iteration 33Q (28060.050000 sec): 3 clusters Score: Raw -1125363.506989 + Penalty 4405.184098 = -1120958.322891 nChanged 21 SP:Iteration 34Q (28060.300000 sec): 3 clusters Score: Raw -1125370.114255 + Penalty 4405.184098 = -1120964.930157 nChanged 14 SP:Iteration 35Q (28060.510000 sec): 3 clusters Score: Raw -1125375.416379 + Penalty 4405.184098 = -1120970.232281 nChanged 12 SP:Iteration 36Q (28060.700000 sec): 3 clusters Score: Raw -1125379.132113 + Penalty 4405.184098 = -1120973.948016 nChanged 8 SP:Iteration 37Q (28060.980000 sec): 3 clusters Score: Raw -1125382.305296 + Penalty 4405.184098 = -1120977.121199 nChanged 7 SP:Iteration 38Q (28061.160000 sec): 3 clusters Score: Raw -1125384.182824 + Penalty 4405.184098 = -1120978.998727 nChanged 5 SP:Iteration 39Q (28061.380000 sec): 3 clusters Score: Raw -1125386.213830 + Penalty 4405.184098 = -1120981.029733 nChanged 3 SP:Iteration 40F (28061.610000 sec): 3 clusters Score: Raw -1125386.941638 + Penalty 4405.184098 = -1120981.757540 nChanged 5 SP:Iteration 41Q (28061.830000 sec): 3 clusters Score: Raw -1125388.747090 + Penalty 4405.184098 = -1120983.562992 nChanged 5 SP:Iteration 42Q (28062.010000 sec): 3 clusters Score: Raw -1125390.915459 + Penalty 4405.184098 = -1120985.731362 nChanged 8 SP:Iteration 43Q (28062.230000 sec): 3 clusters Score: Raw -1125393.198723 + Penalty 4405.184098 = -1120988.014626 nChanged 9 SP:Iteration 44Q (28062.430000 sec): 3 clusters Score: Raw -1125397.050561 + Penalty 4405.184098 = -1120991.866464 nChanged 6 SP:Iteration 45Q (28062.650000 sec): 3 clusters Score: Raw -1125398.921534 + Penalty 4405.184098 = -1120993.737437 nChanged 5 SP:Iteration 46Q (28062.830000 sec): 3 clusters Score: Raw -1125400.581561 + Penalty 4405.184098 = -1120995.397464 nChanged 5 SP:Iteration 47Q (28063.050000 sec): 3 clusters Score: Raw -1125401.694037 + Penalty 4405.184098 = -1120996.509940 nChanged 3 SP:Iteration 48Q (28063.290000 sec): 3 clusters Score: Raw -1125402.463271 + Penalty 4405.184098 = -1120997.279174 nChanged 2 SP:Iteration 49Q (28063.480000 sec): 3 clusters Score: Raw -1125403.110805 + Penalty 4405.184098 = -1120997.926707 nChanged 3 SP:Iteration 50Q (28063.720000 sec): 3 clusters Score: Raw -1125404.425035 + Penalty 4405.184098 = -1120999.240938 nChanged 4 SP:Iteration 51Q (28063.940000 sec): 3 clusters Score: Raw -1125406.048970 + Penalty 4405.184098 = -1121000.864872 nChanged 3 SP:Iteration 52Q (28064.160000 sec): 3 clusters Score: Raw -1125408.686733 + Penalty 4405.184098 = -1121003.502635 nChanged 5 SP:Iteration 53Q (28064.370000 sec): 3 clusters Score: Raw -1125410.492354 + Penalty 4405.184098 = -1121005.308257 nChanged 3 SP:Iteration 54Q (28064.550000 sec): 3 clusters Score: Raw -1125411.382917 + Penalty 4405.184098 = -1121006.198819 nChanged 0 SP:Iteration 55F (28064.800000 sec): 3 clusters Score: Raw -1125411.382917 + Penalty 4405.184098 = -1121006.198819 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28065.050000 sec): 2 clusters Score: Raw -5148999.921020 + Penalty 2580.054192 = -5146419.866828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28065.400000 sec): 3 clusters Score: Raw -5128969.917799 + Penalty 5160.108385 = -5123809.809415 nChanged 15088 SP:Iteration 1F (28065.730000 sec): 3 clusters Score: Raw -5137074.191039 + Penalty 5160.108385 = -5131914.082655 nChanged 1398 SP:Iteration 2Q (28066.120000 sec): 3 clusters Score: Raw -5137491.885171 + Penalty 5160.108385 = -5132331.776786 nChanged 1304 SP:Iteration 3Q (28066.550000 sec): 3 clusters Score: Raw -5137914.502693 + Penalty 5160.108385 = -5132754.394308 nChanged 1329 SP:Iteration 4Q (28066.950000 sec): 3 clusters Score: Raw -5138389.096745 + Penalty 5160.108385 = -5133228.988360 nChanged 1367 SP:Iteration 5Q (28067.290000 sec): 3 clusters Score: Raw -5138918.320778 + Penalty 5160.108385 = -5133758.212393 nChanged 1458 SP:Iteration 6Q (28067.640000 sec): 3 clusters Score: Raw -5139590.143675 + Penalty 5160.108385 = -5134430.035291 nChanged 1636 SP:Iteration 7Q (28068.010000 sec): 3 clusters Score: Raw -5140492.116085 + Penalty 5160.108385 = -5135332.007700 nChanged 1864 SP:Iteration 8F (28068.370000 sec): 3 clusters Score: Raw -5141580.502648 + Penalty 5160.108385 = -5136420.394263 nChanged 1914 SP:Iteration 9F (28068.710000 sec): 3 clusters Score: Raw -5142685.222501 + Penalty 5160.108385 = -5137525.114116 nChanged 1791 SP:Iteration 10F (28069.050000 sec): 3 clusters Score: Raw -5143709.150487 + Penalty 5160.108385 = -5138549.042102 nChanged 1618 SP:Iteration 11Q (28069.420000 sec): 3 clusters Score: Raw -5144561.512877 + Penalty 5160.108385 = -5139401.404492 nChanged 1307 SP:Iteration 12Q (28069.770000 sec): 3 clusters Score: Raw -5145210.878737 + Penalty 5160.108385 = -5140050.770353 nChanged 980 SP:Iteration 13Q (28070.140000 sec): 3 clusters Score: Raw -5145674.939832 + Penalty 5160.108385 = -5140514.831448 nChanged 766 SP:Iteration 14Q (28070.560000 sec): 3 clusters Score: Raw -5146024.835843 + Penalty 5160.108385 = -5140864.727459 nChanged 609 SP:Iteration 15Q (28070.910000 sec): 3 clusters Score: Raw -5146286.767141 + Penalty 5160.108385 = -5141126.658757 nChanged 564 SP:Iteration 16Q (28071.320000 sec): 3 clusters Score: Raw -5146528.257671 + Penalty 5160.108385 = -5141368.149286 nChanged 542 SP:Iteration 17Q (28071.680000 sec): 3 clusters Score: Raw -5146781.724271 + Penalty 5160.108385 = -5141621.615887 nChanged 518 SP:Iteration 18Q (28072.100000 sec): 3 clusters Score: Raw -5147048.421792 + Penalty 5160.108385 = -5141888.313408 nChanged 498 SP:Iteration 19Q (28072.460000 sec): 3 clusters Score: Raw -5147326.521226 + Penalty 5160.108385 = -5142166.412841 nChanged 474 SP:Iteration 20F (28072.820000 sec): 3 clusters Score: Raw -5147638.484388 + Penalty 5160.108385 = -5142478.376003 nChanged 437 SP:Iteration 21Q (28073.260000 sec): 3 clusters Score: Raw -5148028.836990 + Penalty 5160.108385 = -5142868.728605 nChanged 428 SP:Iteration 22Q (28073.630000 sec): 3 clusters Score: Raw -5148528.064137 + Penalty 5160.108385 = -5143367.955752 nChanged 373 SP:Iteration 23Q (28073.960000 sec): 3 clusters Score: Raw -5148978.999848 + Penalty 5160.108385 = -5143818.891463 nChanged 310 SP:Iteration 24Q (28074.360000 sec): 3 clusters Score: Raw -5149245.207495 + Penalty 5160.108385 = -5144085.099110 nChanged 238 SP:Iteration 25Q (28074.670000 sec): 3 clusters Score: Raw -5149395.957532 + Penalty 5160.108385 = -5144235.849148 nChanged 173 SP:Iteration 26Q (28075.050000 sec): 3 clusters Score: Raw -5149485.740768 + Penalty 5160.108385 = -5144325.632384 nChanged 149 SP:Iteration 27Q (28075.440000 sec): 3 clusters Score: Raw -5149550.629569 + Penalty 5160.108385 = -5144390.521185 nChanged 111 SP:Iteration 28Q (28075.770000 sec): 3 clusters Score: Raw -5149596.847650 + Penalty 5160.108385 = -5144436.739265 nChanged 106 SP:Iteration 29Q (28076.100000 sec): 3 clusters Score: Raw -5149633.035999 + Penalty 5160.108385 = -5144472.927614 nChanged 89 SP:Iteration 30Q (28076.460000 sec): 3 clusters Score: Raw -5149658.474472 + Penalty 5160.108385 = -5144498.366087 nChanged 74 SP:Iteration 31Q (28076.790000 sec): 3 clusters Score: Raw -5149679.607958 + Penalty 5160.108385 = -5144519.499573 nChanged 51 SP:Iteration 32Q (28077.130000 sec): 3 clusters Score: Raw -5149691.623405 + Penalty 5160.108385 = -5144531.515021 nChanged 49 SP:Iteration 33Q (28077.470000 sec): 3 clusters Score: Raw -5149703.858404 + Penalty 5160.108385 = -5144543.750020 nChanged 44 SP:Iteration 34Q (28077.790000 sec): 3 clusters Score: Raw -5149714.319733 + Penalty 5160.108385 = -5144554.211349 nChanged 32 SP:Iteration 35Q (28078.100000 sec): 3 clusters Score: Raw -5149720.823070 + Penalty 5160.108385 = -5144560.714686 nChanged 28 SP:Iteration 36Q (28078.390000 sec): 3 clusters Score: Raw -5149725.020030 + Penalty 5160.108385 = -5144564.911646 nChanged 18 SP:Iteration 37Q (28078.760000 sec): 3 clusters Score: Raw -5149728.180461 + Penalty 5160.108385 = -5144568.072077 nChanged 16 SP:Iteration 38Q (28079.100000 sec): 3 clusters Score: Raw -5149730.980038 + Penalty 5160.108385 = -5144570.871653 nChanged 16 SP:Iteration 39Q (28079.440000 sec): 3 clusters Score: Raw -5149734.311132 + Penalty 5160.108385 = -5144574.202747 nChanged 16 SP:Iteration 40F (28079.800000 sec): 3 clusters Score: Raw -5149736.787880 + Penalty 5160.108385 = -5144576.679496 nChanged 9 SP:Iteration 41Q (28080.200000 sec): 3 clusters Score: Raw -5149738.201240 + Penalty 5160.108385 = -5144578.092856 nChanged 9 SP:Iteration 42Q (28080.580000 sec): 3 clusters Score: Raw -5149739.962224 + Penalty 5160.108385 = -5144579.853839 nChanged 6 SP:Iteration 43Q (28080.940000 sec): 3 clusters Score: Raw -5149740.645636 + Penalty 5160.108385 = -5144580.537252 nChanged 3 SP:Iteration 44Q (28081.350000 sec): 3 clusters Score: Raw -5149741.114157 + Penalty 5160.108385 = -5144581.005772 nChanged 2 SP:Iteration 45Q (28081.660000 sec): 3 clusters Score: Raw -5149741.370046 + Penalty 5160.108385 = -5144581.261661 nChanged 3 SP:Iteration 46Q (28082.000000 sec): 3 clusters Score: Raw -5149741.942451 + Penalty 5160.108385 = -5144581.834066 nChanged 4 SP:Iteration 47Q (28082.320000 sec): 3 clusters Score: Raw -5149742.445258 + Penalty 5160.108385 = -5144582.336873 nChanged 5 SP:Iteration 48Q (28082.630000 sec): 3 clusters Score: Raw -5149743.252820 + Penalty 5160.108385 = -5144583.144435 nChanged 6 SP:Iteration 49Q (28082.950000 sec): 3 clusters Score: Raw -5149744.227437 + Penalty 5160.108385 = -5144584.119053 nChanged 5 SP:Iteration 50Q (28083.310000 sec): 3 clusters Score: Raw -5149744.962361 + Penalty 5160.108385 = -5144584.853977 nChanged 5 SP:Iteration 51Q (28083.630000 sec): 3 clusters Score: Raw -5149745.895738 + Penalty 5160.108385 = -5144585.787354 nChanged 7 SP:Iteration 52Q (28084.010000 sec): 3 clusters Score: Raw -5149746.761665 + Penalty 5160.108385 = -5144586.653281 nChanged 6 SP:Iteration 53Q (28084.290000 sec): 3 clusters Score: Raw -5149747.480215 + Penalty 5160.108385 = -5144587.371830 nChanged 6 SP:Iteration 54Q (28084.650000 sec): 3 clusters Score: Raw -5149748.760232 + Penalty 5160.108385 = -5144588.651848 nChanged 6 SP:Iteration 55Q (28084.970000 sec): 3 clusters Score: Raw -5149749.650330 + Penalty 5160.108385 = -5144589.541945 nChanged 5 SP:Iteration 56Q (28085.340000 sec): 3 clusters Score: Raw -5149750.175102 + Penalty 5160.108385 = -5144590.066717 nChanged 4 SP:Iteration 57Q (28085.660000 sec): 3 clusters Score: Raw -5149750.680886 + Penalty 5160.108385 = -5144590.572501 nChanged 3 SP:Iteration 58Q (28085.990000 sec): 3 clusters Score: Raw -5149751.113099 + Penalty 5160.108385 = -5144591.004714 nChanged 4 SP:Iteration 59Q (28086.350000 sec): 3 clusters Score: Raw -5149751.484706 + Penalty 5160.108385 = -5144591.376321 nChanged 2 SP:Iteration 60F (28086.690000 sec): 3 clusters Score: Raw -5149751.691515 + Penalty 5160.108385 = -5144591.583131 nChanged 1 SP:Iteration 61Q (28087.010000 sec): 3 clusters Score: Raw -5149751.906067 + Penalty 5160.108385 = -5144591.797682 nChanged 0 SP:Iteration 62F (28087.380000 sec): 3 clusters Score: Raw -5149751.906067 + Penalty 5160.108385 = -5144591.797682 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28087.490000 sec): 2 clusters Score: Raw -28538.146244 + Penalty 1330.762052 = -27207.384193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28087.660000 sec): 3 clusters Score: Raw -28787.121724 + Penalty 2661.524103 = -26125.597620 nChanged 24 SP:Iteration 1F (28087.850000 sec): 3 clusters Score: Raw -28883.310518 + Penalty 2661.524103 = -26221.786415 nChanged 6 SP:Iteration 2Q (28088.080000 sec): 3 clusters Score: Raw -28907.120683 + Penalty 2661.524103 = -26245.596580 nChanged 2 SP:Iteration 3Q (28088.240000 sec): 3 clusters Score: Raw -28913.868278 + Penalty 2661.524103 = -26252.344175 nChanged 1 SP:Iteration 4Q (28088.480000 sec): 3 clusters Score: Raw -28915.602224 + Penalty 2661.524103 = -26254.078121 nChanged 0 SP:Iteration 5F (28088.690000 sec): 3 clusters Score: Raw -28915.602224 + Penalty 2661.524103 = -26254.078121 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28088.730000 sec): 2 clusters Score: Raw -51032.979085 + Penalty 1480.872936 = -49552.106148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28088.900000 sec): 3 clusters Score: Raw -51317.919291 + Penalty 2961.745873 = -48356.173419 nChanged 84 SP:Iteration 1F (28089.090000 sec): 3 clusters Score: Raw -51580.428396 + Penalty 2961.745873 = -48618.682524 nChanged 37 SP:Iteration 2F (28089.260000 sec): 3 clusters Score: Raw -51801.051386 + Penalty 2961.745873 = -48839.305514 nChanged 37 SP:Iteration 3F (28089.470000 sec): 3 clusters Score: Raw -52011.658554 + Penalty 2961.745873 = -49049.912682 nChanged 22 SP:Iteration 4F (28089.690000 sec): 3 clusters Score: Raw -52101.283989 + Penalty 2961.745873 = -49139.538117 nChanged 1 SP:Iteration 5Q (28089.870000 sec): 3 clusters Score: Raw -52106.154611 + Penalty 2961.745873 = -49144.408739 nChanged 1 SP:Iteration 6Q (28090.050000 sec): 3 clusters Score: Raw -52110.251031 + Penalty 2961.745873 = -49148.505158 nChanged 0 SP:Iteration 7F (28090.240000 sec): 3 clusters Score: Raw -52110.251031 + Penalty 2961.745873 = -49148.505158 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (9279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28090.410000 sec): 2 clusters Score: Raw -1420584.331554 + Penalty 2265.606247 = -1418318.725307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28090.670000 sec): 3 clusters Score: Raw -1415742.558700 + Penalty 4531.212494 = -1411211.346206 nChanged 3820 SP:Iteration 1F (28090.870000 sec): 3 clusters Score: Raw -1417991.676545 + Penalty 4531.212494 = -1413460.464051 nChanged 691 SP:Iteration 2F (28091.140000 sec): 3 clusters Score: Raw -1418512.356606 + Penalty 4531.212494 = -1413981.144112 nChanged 624 SP:Iteration 3F (28091.360000 sec): 3 clusters Score: Raw -1419017.337763 + Penalty 4531.212494 = -1414486.125269 nChanged 573 SP:Iteration 4F (28091.550000 sec): 3 clusters Score: Raw -1419440.165271 + Penalty 4531.212494 = -1414908.952777 nChanged 498 SP:Iteration 5F (28091.770000 sec): 3 clusters Score: Raw -1419820.581345 + Penalty 4531.212494 = -1415289.368851 nChanged 451 SP:Iteration 6Q (28092.030000 sec): 3 clusters Score: Raw -1420139.620722 + Penalty 4531.212494 = -1415608.408228 nChanged 394 SP:Iteration 7Q (28092.260000 sec): 3 clusters Score: Raw -1420394.927752 + Penalty 4531.212494 = -1415863.715258 nChanged 324 SP:Iteration 8Q (28092.490000 sec): 3 clusters Score: Raw -1420604.730491 + Penalty 4531.212494 = -1416073.517997 nChanged 248 SP:Iteration 9Q (28092.710000 sec): 3 clusters Score: Raw -1420735.591256 + Penalty 4531.212494 = -1416204.378761 nChanged 204 SP:Iteration 10Q (28092.950000 sec): 3 clusters Score: Raw -1420825.852840 + Penalty 4531.212494 = -1416294.640345 nChanged 169 SP:Iteration 11Q (28093.160000 sec): 3 clusters Score: Raw -1420908.704424 + Penalty 4531.212494 = -1416377.491929 nChanged 161 SP:Iteration 12Q (28093.390000 sec): 3 clusters Score: Raw -1420977.295293 + Penalty 4531.212494 = -1416446.082798 nChanged 127 SP:Iteration 13Q (28093.670000 sec): 3 clusters Score: Raw -1421029.679970 + Penalty 4531.212494 = -1416498.467475 nChanged 110 SP:Iteration 14Q (28093.870000 sec): 3 clusters Score: Raw -1421066.647927 + Penalty 4531.212494 = -1416535.435432 nChanged 69 SP:Iteration 15Q (28094.110000 sec): 3 clusters Score: Raw -1421085.346052 + Penalty 4531.212494 = -1416554.133557 nChanged 47 SP:Iteration 16Q (28094.350000 sec): 3 clusters Score: Raw -1421098.737277 + Penalty 4531.212494 = -1416567.524782 nChanged 37 SP:Iteration 17Q (28094.550000 sec): 3 clusters Score: Raw -1421109.188899 + Penalty 4531.212494 = -1416577.976404 nChanged 32 SP:Iteration 18Q (28094.800000 sec): 3 clusters Score: Raw -1421116.608484 + Penalty 4531.212494 = -1416585.395989 nChanged 30 SP:Iteration 19Q (28095.000000 sec): 3 clusters Score: Raw -1421124.558183 + Penalty 4531.212494 = -1416593.345688 nChanged 18 SP:Iteration 20F (28095.250000 sec): 3 clusters Score: Raw -1421128.108603 + Penalty 4531.212494 = -1416596.896109 nChanged 16 SP:Iteration 21Q (28095.480000 sec): 3 clusters Score: Raw -1421132.182157 + Penalty 4531.212494 = -1416600.969663 nChanged 15 SP:Iteration 22Q (28095.720000 sec): 3 clusters Score: Raw -1421136.016945 + Penalty 4531.212494 = -1416604.804451 nChanged 16 SP:Iteration 23Q (28095.930000 sec): 3 clusters Score: Raw -1421139.431908 + Penalty 4531.212494 = -1416608.219414 nChanged 20 SP:Iteration 24Q (28096.160000 sec): 3 clusters Score: Raw -1421144.230265 + Penalty 4531.212494 = -1416613.017771 nChanged 20 SP:Iteration 25Q (28096.360000 sec): 3 clusters Score: Raw -1421147.907090 + Penalty 4531.212494 = -1416616.694595 nChanged 11 SP:Iteration 26Q (28096.580000 sec): 3 clusters Score: Raw -1421150.405921 + Penalty 4531.212494 = -1416619.193426 nChanged 8 SP:Iteration 27Q (28096.780000 sec): 3 clusters Score: Raw -1421151.767934 + Penalty 4531.212494 = -1416620.555439 nChanged 7 SP:Iteration 28Q (28097.010000 sec): 3 clusters Score: Raw -1421152.546689 + Penalty 4531.212494 = -1416621.334195 nChanged 2 SP:Iteration 29Q (28097.240000 sec): 3 clusters Score: Raw -1421152.681929 + Penalty 4531.212494 = -1416621.469435 nChanged 1 SP:Iteration 30Q (28097.460000 sec): 3 clusters Score: Raw -1421152.891949 + Penalty 4531.212494 = -1416621.679455 nChanged 1 SP:Iteration 31Q (28097.710000 sec): 3 clusters Score: Raw -1421152.947054 + Penalty 4531.212494 = -1416621.734560 nChanged 1 SP:Iteration 32Q (28097.940000 sec): 3 clusters Score: Raw -1421153.023469 + Penalty 4531.212494 = -1416621.810974 nChanged 2 SP:Iteration 33Q (28098.180000 sec): 3 clusters Score: Raw -1421153.522647 + Penalty 4531.212494 = -1416622.310152 nChanged 5 SP:Iteration 34Q (28098.370000 sec): 3 clusters Score: Raw -1421154.736467 + Penalty 4531.212494 = -1416623.523972 nChanged 8 SP:Iteration 35Q (28098.600000 sec): 3 clusters Score: Raw -1421156.432497 + Penalty 4531.212494 = -1416625.220003 nChanged 6 SP:Iteration 36Q (28098.870000 sec): 3 clusters Score: Raw -1421157.530619 + Penalty 4531.212494 = -1416626.318125 nChanged 5 SP:Iteration 37Q (28099.070000 sec): 3 clusters Score: Raw -1421159.055116 + Penalty 4531.212494 = -1416627.842622 nChanged 2 SP:Iteration 38Q (28099.310000 sec): 3 clusters Score: Raw -1421159.399491 + Penalty 4531.212494 = -1416628.186997 nChanged 3 SP:Iteration 39Q (28099.560000 sec): 3 clusters Score: Raw -1421159.754542 + Penalty 4531.212494 = -1416628.542048 nChanged 2 SP:Iteration 40F (28099.760000 sec): 3 clusters Score: Raw -1421160.580440 + Penalty 4531.212494 = -1416629.367945 nChanged 5 SP:Iteration 41Q (28099.960000 sec): 3 clusters Score: Raw -1421161.294614 + Penalty 4531.212494 = -1416630.082120 nChanged 3 SP:Iteration 42Q (28100.200000 sec): 3 clusters Score: Raw -1421161.581525 + Penalty 4531.212494 = -1416630.369031 nChanged 2 SP:Iteration 43Q (28100.430000 sec): 3 clusters Score: Raw -1421161.880662 + Penalty 4531.212494 = -1416630.668168 nChanged 2 SP:Iteration 44Q (28100.670000 sec): 3 clusters Score: Raw -1421162.401306 + Penalty 4531.212494 = -1416631.188812 nChanged 5 SP:Iteration 45Q (28100.900000 sec): 3 clusters Score: Raw -1421163.092593 + Penalty 4531.212494 = -1416631.880099 nChanged 4 SP:Iteration 46Q (28101.130000 sec): 3 clusters Score: Raw -1421163.754015 + Penalty 4531.212494 = -1416632.541521 nChanged 7 SP:Iteration 47Q (28101.330000 sec): 3 clusters Score: Raw -1421164.672730 + Penalty 4531.212494 = -1416633.460236 nChanged 2 SP:Iteration 48Q (28101.580000 sec): 3 clusters Score: Raw -1421165.056253 + Penalty 4531.212494 = -1416633.843758 nChanged 4 SP:Iteration 49Q (28101.770000 sec): 3 clusters Score: Raw -1421165.804023 + Penalty 4531.212494 = -1416634.591528 nChanged 5 SP:Iteration 50Q (28102.040000 sec): 3 clusters Score: Raw -1421166.882250 + Penalty 4531.212494 = -1416635.669756 nChanged 5 SP:Iteration 51Q (28102.280000 sec): 3 clusters Score: Raw -1421169.450326 + Penalty 4531.212494 = -1416638.237831 nChanged 13 SP:Iteration 52Q (28102.480000 sec): 3 clusters Score: Raw -1421171.805867 + Penalty 4531.212494 = -1416640.593373 nChanged 9 SP:Iteration 53Q (28102.710000 sec): 3 clusters Score: Raw -1421173.485307 + Penalty 4531.212494 = -1416642.272813 nChanged 5 SP:Iteration 54Q (28103.000000 sec): 3 clusters Score: Raw -1421174.301210 + Penalty 4531.212494 = -1416643.088716 nChanged 6 SP:Iteration 55Q (28103.230000 sec): 3 clusters Score: Raw -1421175.744106 + Penalty 4531.212494 = -1416644.531612 nChanged 6 SP:Iteration 56Q (28103.430000 sec): 3 clusters Score: Raw -1421176.435393 + Penalty 4531.212494 = -1416645.222898 nChanged 5 SP:Iteration 57Q (28103.670000 sec): 3 clusters Score: Raw -1421177.368997 + Penalty 4531.212494 = -1416646.156503 nChanged 7 SP:Iteration 58Q (28103.920000 sec): 3 clusters Score: Raw -1421178.687526 + Penalty 4531.212494 = -1416647.475031 nChanged 6 SP:Iteration 59Q (28104.130000 sec): 3 clusters Score: Raw -1421180.189012 + Penalty 4531.212494 = -1416648.976518 nChanged 3 SP:Iteration 60F (28104.340000 sec): 3 clusters Score: Raw -1421181.416850 + Penalty 4531.212494 = -1416650.204355 nChanged 3 SP:Iteration 61Q (28104.560000 sec): 3 clusters Score: Raw -1421182.195481 + Penalty 4531.212494 = -1416650.982987 nChanged 4 SP:Iteration 62Q (28104.800000 sec): 3 clusters Score: Raw -1421183.169686 + Penalty 4531.212494 = -1416651.957192 nChanged 3 SP:Iteration 63Q (28104.990000 sec): 3 clusters Score: Raw -1421183.631273 + Penalty 4531.212494 = -1416652.418779 nChanged 1 SP:Iteration 64Q (28105.250000 sec): 3 clusters Score: Raw -1421183.817299 + Penalty 4531.212494 = -1416652.604804 nChanged 0 SP:Iteration 65F (28105.470000 sec): 3 clusters Score: Raw -1421183.817299 + Penalty 4531.212494 = -1416652.604804 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (44138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28105.760000 sec): 2 clusters Score: Raw -7011126.991274 + Penalty 2652.378939 = -7008474.612334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28106.150000 sec): 3 clusters Score: Raw -6983983.993599 + Penalty 5304.757879 = -6978679.235720 nChanged 20211 SP:Iteration 1F (28106.550000 sec): 3 clusters Score: Raw -6995181.802315 + Penalty 5304.757879 = -6989877.044436 nChanged 1797 SP:Iteration 2Q (28106.940000 sec): 3 clusters Score: Raw -6995733.158140 + Penalty 5304.757879 = -6990428.400261 nChanged 1733 SP:Iteration 3Q (28107.380000 sec): 3 clusters Score: Raw -6996283.873867 + Penalty 5304.757879 = -6990979.115988 nChanged 1660 SP:Iteration 4Q (28107.810000 sec): 3 clusters Score: Raw -6996820.062290 + Penalty 5304.757879 = -6991515.304411 nChanged 1612 SP:Iteration 5Q (28108.250000 sec): 3 clusters Score: Raw -6997387.103995 + Penalty 5304.757879 = -6992082.346116 nChanged 1679 SP:Iteration 6Q (28108.740000 sec): 3 clusters Score: Raw -6998091.892513 + Penalty 5304.757879 = -6992787.134634 nChanged 1881 SP:Iteration 7Q (28109.160000 sec): 3 clusters Score: Raw -6999016.398213 + Penalty 5304.757879 = -6993711.640334 nChanged 2127 SP:Iteration 8Q (28109.560000 sec): 3 clusters Score: Raw -7000221.972357 + Penalty 5304.757879 = -6994917.214478 nChanged 2344 SP:Iteration 9F (28110.010000 sec): 3 clusters Score: Raw -7001812.153003 + Penalty 5304.757879 = -6996507.395124 nChanged 2563 SP:Iteration 10F (28110.410000 sec): 3 clusters Score: Raw -7003869.837761 + Penalty 5304.757879 = -6998565.079882 nChanged 2429 SP:Iteration 11F (28110.840000 sec): 3 clusters Score: Raw -7006153.931247 + Penalty 5304.757879 = -7000849.173368 nChanged 2092 SP:Iteration 12Q (28111.240000 sec): 3 clusters Score: Raw -7008185.894426 + Penalty 5304.757879 = -7002881.136547 nChanged 1614 SP:Iteration 13Q (28111.660000 sec): 3 clusters Score: Raw -7009483.359756 + Penalty 5304.757879 = -7004178.601878 nChanged 1128 SP:Iteration 14Q (28112.060000 sec): 3 clusters Score: Raw -7010203.790730 + Penalty 5304.757879 = -7004899.032851 nChanged 769 SP:Iteration 15Q (28112.470000 sec): 3 clusters Score: Raw -7010595.954675 + Penalty 5304.757879 = -7005291.196797 nChanged 591 SP:Iteration 16Q (28112.890000 sec): 3 clusters Score: Raw -7010844.583648 + Penalty 5304.757879 = -7005539.825770 nChanged 458 SP:Iteration 17Q (28113.350000 sec): 3 clusters Score: Raw -7010995.291302 + Penalty 5304.757879 = -7005690.533424 nChanged 337 SP:Iteration 18Q (28113.730000 sec): 3 clusters Score: Raw -7011085.303217 + Penalty 5304.757879 = -7005780.545338 nChanged 257 SP:Iteration 19Q (28114.140000 sec): 3 clusters Score: Raw -7011151.970861 + Penalty 5304.757879 = -7005847.212982 nChanged 258 SP:Iteration 20F (28114.550000 sec): 3 clusters Score: Raw -7011214.046276 + Penalty 5304.757879 = -7005909.288397 nChanged 215 SP:Iteration 21Q (28114.950000 sec): 3 clusters Score: Raw -7011265.140079 + Penalty 5304.757879 = -7005960.382200 nChanged 195 SP:Iteration 22Q (28115.350000 sec): 3 clusters Score: Raw -7011306.083818 + Penalty 5304.757879 = -7006001.325939 nChanged 160 SP:Iteration 23Q (28115.810000 sec): 3 clusters Score: Raw -7011341.271564 + Penalty 5304.757879 = -7006036.513685 nChanged 135 SP:Iteration 24Q (28116.230000 sec): 3 clusters Score: Raw -7011367.384519 + Penalty 5304.757879 = -7006062.626640 nChanged 129 SP:Iteration 25Q (28116.630000 sec): 3 clusters Score: Raw -7011392.213366 + Penalty 5304.757879 = -7006087.455487 nChanged 129 SP:Iteration 26Q (28116.990000 sec): 3 clusters Score: Raw -7011415.634016 + Penalty 5304.757879 = -7006110.876137 nChanged 121 SP:Iteration 27Q (28117.460000 sec): 3 clusters Score: Raw -7011439.209218 + Penalty 5304.757879 = -7006134.451339 nChanged 120 SP:Iteration 28Q (28117.880000 sec): 3 clusters Score: Raw -7011461.656804 + Penalty 5304.757879 = -7006156.898925 nChanged 99 SP:Iteration 29Q (28118.230000 sec): 3 clusters Score: Raw -7011476.965923 + Penalty 5304.757879 = -7006172.208044 nChanged 95 SP:Iteration 30Q (28118.630000 sec): 3 clusters Score: Raw -7011491.298856 + Penalty 5304.757879 = -7006186.540977 nChanged 73 SP:Iteration 31Q (28118.970000 sec): 3 clusters Score: Raw -7011502.087062 + Penalty 5304.757879 = -7006197.329184 nChanged 71 SP:Iteration 32Q (28119.390000 sec): 3 clusters Score: Raw -7011513.209040 + Penalty 5304.757879 = -7006208.451161 nChanged 77 SP:Iteration 33Q (28119.790000 sec): 3 clusters Score: Raw -7011526.179224 + Penalty 5304.757879 = -7006221.421345 nChanged 82 SP:Iteration 34Q (28120.170000 sec): 3 clusters Score: Raw -7011539.974676 + Penalty 5304.757879 = -7006235.216797 nChanged 88 SP:Iteration 35Q (28120.570000 sec): 3 clusters Score: Raw -7011557.771673 + Penalty 5304.757879 = -7006253.013794 nChanged 98 SP:Iteration 36Q (28121.030000 sec): 3 clusters Score: Raw -7011576.539583 + Penalty 5304.757879 = -7006271.781705 nChanged 84 SP:Iteration 37Q (28121.400000 sec): 3 clusters Score: Raw -7011591.763345 + Penalty 5304.757879 = -7006287.005466 nChanged 83 SP:Iteration 38Q (28121.830000 sec): 3 clusters Score: Raw -7011606.480216 + Penalty 5304.757879 = -7006301.722337 nChanged 71 SP:Iteration 39Q (28122.220000 sec): 3 clusters Score: Raw -7011618.951558 + Penalty 5304.757879 = -7006314.193680 nChanged 83 SP:Iteration 40F (28122.660000 sec): 3 clusters Score: Raw -7011633.353150 + Penalty 5304.757879 = -7006328.595271 nChanged 78 SP:Iteration 41Q (28123.010000 sec): 3 clusters Score: Raw -7011646.170854 + Penalty 5304.757879 = -7006341.412976 nChanged 79 SP:Iteration 42Q (28123.390000 sec): 3 clusters Score: Raw -7011661.004777 + Penalty 5304.757879 = -7006356.246899 nChanged 63 SP:Iteration 43Q (28123.800000 sec): 3 clusters Score: Raw -7011671.561096 + Penalty 5304.757879 = -7006366.803218 nChanged 68 SP:Iteration 44Q (28124.150000 sec): 3 clusters Score: Raw -7011682.166122 + Penalty 5304.757879 = -7006377.408243 nChanged 67 SP:Iteration 45Q (28124.550000 sec): 3 clusters Score: Raw -7011694.208285 + Penalty 5304.757879 = -7006389.450406 nChanged 71 SP:Iteration 46Q (28124.950000 sec): 3 clusters Score: Raw -7011707.152678 + Penalty 5304.757879 = -7006402.394800 nChanged 67 SP:Iteration 47Q (28125.330000 sec): 3 clusters Score: Raw -7011718.405343 + Penalty 5304.757879 = -7006413.647465 nChanged 54 SP:Iteration 48Q (28125.730000 sec): 3 clusters Score: Raw -7011726.338197 + Penalty 5304.757879 = -7006421.580318 nChanged 49 SP:Iteration 49Q (28126.110000 sec): 3 clusters Score: Raw -7011733.639031 + Penalty 5304.757879 = -7006428.881153 nChanged 46 SP:Iteration 50Q (28126.520000 sec): 3 clusters Score: Raw -7011740.373390 + Penalty 5304.757879 = -7006435.615512 nChanged 51 SP:Iteration 51Q (28126.890000 sec): 3 clusters Score: Raw -7011748.394168 + Penalty 5304.757879 = -7006443.636289 nChanged 49 SP:Iteration 52Q (28127.240000 sec): 3 clusters Score: Raw -7011755.632889 + Penalty 5304.757879 = -7006450.875010 nChanged 40 SP:Iteration 53Q (28127.650000 sec): 3 clusters Score: Raw -7011762.028404 + Penalty 5304.757879 = -7006457.270525 nChanged 44 SP:Iteration 54Q (28128.060000 sec): 3 clusters Score: Raw -7011770.198855 + Penalty 5304.757879 = -7006465.440976 nChanged 47 SP:Iteration 55Q (28128.530000 sec): 3 clusters Score: Raw -7011776.359287 + Penalty 5304.757879 = -7006471.601408 nChanged 33 SP:Iteration 56Q (28128.940000 sec): 3 clusters Score: Raw -7011781.369248 + Penalty 5304.757879 = -7006476.611369 nChanged 39 SP:Iteration 57Q (28129.350000 sec): 3 clusters Score: Raw -7011786.630852 + Penalty 5304.757879 = -7006481.872973 nChanged 28 SP:Iteration 58Q (28129.710000 sec): 3 clusters Score: Raw -7011790.560244 + Penalty 5304.757879 = -7006485.802366 nChanged 28 SP:Iteration 59Q (28130.090000 sec): 3 clusters Score: Raw -7011794.602889 + Penalty 5304.757879 = -7006489.845011 nChanged 31 SP:Iteration 60F (28130.460000 sec): 3 clusters Score: Raw -7011798.305033 + Penalty 5304.757879 = -7006493.547154 nChanged 18 SP:Iteration 61Q (28130.830000 sec): 3 clusters Score: Raw -7011800.453006 + Penalty 5304.757879 = -7006495.695127 nChanged 20 SP:Iteration 62Q (28131.180000 sec): 3 clusters Score: Raw -7011803.051259 + Penalty 5304.757879 = -7006498.293380 nChanged 25 SP:Iteration 63Q (28131.540000 sec): 3 clusters Score: Raw -7011806.401848 + Penalty 5304.757879 = -7006501.643969 nChanged 20 SP:Iteration 64Q (28131.890000 sec): 3 clusters Score: Raw -7011809.274851 + Penalty 5304.757879 = -7006504.516972 nChanged 24 SP:Iteration 65Q (28132.260000 sec): 3 clusters Score: Raw -7011812.998203 + Penalty 5304.757879 = -7006508.240324 nChanged 24 SP:Iteration 66Q (28132.670000 sec): 3 clusters Score: Raw -7011815.850017 + Penalty 5304.757879 = -7006511.092138 nChanged 24 SP:Iteration 67Q (28133.040000 sec): 3 clusters Score: Raw -7011819.319141 + Penalty 5304.757879 = -7006514.561263 nChanged 26 SP:Iteration 68Q (28133.460000 sec): 3 clusters Score: Raw -7011822.647622 + Penalty 5304.757879 = -7006517.889744 nChanged 16 SP:Iteration 69Q (28133.820000 sec): 3 clusters Score: Raw -7011824.906666 + Penalty 5304.757879 = -7006520.148787 nChanged 24 SP:Iteration 70Q (28134.250000 sec): 3 clusters Score: Raw -7011828.902712 + Penalty 5304.757879 = -7006524.144833 nChanged 30 SP:Iteration 71Q (28134.650000 sec): 3 clusters Score: Raw -7011833.654227 + Penalty 5304.757879 = -7006528.896349 nChanged 31 SP:Iteration 72Q (28135.030000 sec): 3 clusters Score: Raw -7011837.967231 + Penalty 5304.757879 = -7006533.209352 nChanged 32 SP:Iteration 73Q (28135.360000 sec): 3 clusters Score: Raw -7011842.772799 + Penalty 5304.757879 = -7006538.014920 nChanged 23 SP:Iteration 74Q (28135.780000 sec): 3 clusters Score: Raw -7011846.177133 + Penalty 5304.757879 = -7006541.419255 nChanged 25 SP:Iteration 75Q (28136.150000 sec): 3 clusters Score: Raw -7011849.879270 + Penalty 5304.757879 = -7006545.121391 nChanged 24 SP:Iteration 76Q (28136.550000 sec): 3 clusters Score: Raw -7011853.092860 + Penalty 5304.757879 = -7006548.334981 nChanged 15 SP:Iteration 77Q (28136.860000 sec): 3 clusters Score: Raw -7011854.761166 + Penalty 5304.757879 = -7006550.003287 nChanged 14 SP:Iteration 78Q (28137.270000 sec): 3 clusters Score: Raw -7011856.231302 + Penalty 5304.757879 = -7006551.473423 nChanged 17 SP:Iteration 79Q (28137.680000 sec): 3 clusters Score: Raw -7011859.116241 + Penalty 5304.757879 = -7006554.358363 nChanged 17 SP:Iteration 80F (28138.140000 sec): 3 clusters Score: Raw -7011862.021667 + Penalty 5304.757879 = -7006557.263788 nChanged 18 SP:Iteration 81Q (28138.540000 sec): 3 clusters Score: Raw -7011864.536014 + Penalty 5304.757879 = -7006559.778135 nChanged 19 SP:Iteration 82Q (28138.930000 sec): 3 clusters Score: Raw -7011867.399763 + Penalty 5304.757879 = -7006562.641884 nChanged 16 SP:Iteration 83Q (28139.270000 sec): 3 clusters Score: Raw -7011869.585759 + Penalty 5304.757879 = -7006564.827880 nChanged 13 SP:Iteration 84Q (28139.660000 sec): 3 clusters Score: Raw -7011871.841391 + Penalty 5304.757879 = -7006567.083513 nChanged 14 SP:Iteration 85Q (28140.050000 sec): 3 clusters Score: Raw -7011873.855075 + Penalty 5304.757879 = -7006569.097196 nChanged 10 SP:Iteration 86Q (28140.390000 sec): 3 clusters Score: Raw -7011875.304106 + Penalty 5304.757879 = -7006570.546227 nChanged 12 SP:Iteration 87Q (28140.780000 sec): 3 clusters Score: Raw -7011877.078327 + Penalty 5304.757879 = -7006572.320449 nChanged 4 SP:Iteration 88Q (28141.200000 sec): 3 clusters Score: Raw -7011877.772209 + Penalty 5304.757879 = -7006573.014331 nChanged 4 SP:Iteration 89Q (28141.560000 sec): 3 clusters Score: Raw -7011878.309432 + Penalty 5304.757879 = -7006573.551554 nChanged 5 SP:Iteration 90Q (28141.930000 sec): 3 clusters Score: Raw -7011878.878248 + Penalty 5304.757879 = -7006574.120370 nChanged 4 SP:Iteration 91Q (28142.350000 sec): 3 clusters Score: Raw -7011879.494431 + Penalty 5304.757879 = -7006574.736552 nChanged 6 SP:Iteration 92Q (28142.740000 sec): 3 clusters Score: Raw -7011880.152479 + Penalty 5304.757879 = -7006575.394600 nChanged 3 SP:Iteration 93Q (28143.110000 sec): 3 clusters Score: Raw -7011880.640301 + Penalty 5304.757879 = -7006575.882423 nChanged 7 SP:Iteration 94Q (28143.480000 sec): 3 clusters Score: Raw -7011881.707918 + Penalty 5304.757879 = -7006576.950040 nChanged 4 SP:Iteration 95Q (28143.880000 sec): 3 clusters Score: Raw -7011882.385432 + Penalty 5304.757879 = -7006577.627553 nChanged 4 SP:Iteration 96Q (28144.330000 sec): 3 clusters Score: Raw -7011883.170342 + Penalty 5304.757879 = -7006578.412463 nChanged 6 SP:Iteration 97Q (28144.770000 sec): 3 clusters Score: Raw -7011883.779242 + Penalty 5304.757879 = -7006579.021363 nChanged 5 SP:Iteration 98Q (28145.160000 sec): 3 clusters Score: Raw -7011884.367199 + Penalty 5304.757879 = -7006579.609320 nChanged 5 SP:Iteration 99Q (28145.570000 sec): 3 clusters Score: Raw -7011884.898247 + Penalty 5304.757879 = -7006580.140368 nChanged 4 SP:Iteration 100F (28146.000000 sec): 3 clusters Score: Raw -7011885.507048 + Penalty 5304.757879 = -7006580.749169 nChanged 8 SP:Iteration 101Q (28146.380000 sec): 3 clusters Score: Raw -7011886.520076 + Penalty 5304.757879 = -7006581.762197 nChanged 15 SP:Iteration 102Q (28146.790000 sec): 3 clusters Score: Raw -7011888.674488 + Penalty 5304.757879 = -7006583.916609 nChanged 13 SP:Iteration 103Q (28147.200000 sec): 3 clusters Score: Raw -7011890.510554 + Penalty 5304.757879 = -7006585.752675 nChanged 10 SP:Iteration 104Q (28147.580000 sec): 3 clusters Score: Raw -7011892.119373 + Penalty 5304.757879 = -7006587.361494 nChanged 8 SP:Iteration 105Q (28147.920000 sec): 3 clusters Score: Raw -7011892.981700 + Penalty 5304.757879 = -7006588.223821 nChanged 10 SP:Iteration 106Q (28148.260000 sec): 3 clusters Score: Raw -7011894.395552 + Penalty 5304.757879 = -7006589.637673 nChanged 9 SP:Iteration 107Q (28148.650000 sec): 3 clusters Score: Raw -7011895.545092 + Penalty 5304.757879 = -7006590.787214 nChanged 9 SP:Iteration 108Q (28149.050000 sec): 3 clusters Score: Raw -7011896.289103 + Penalty 5304.757879 = -7006591.531225 nChanged 7 SP:Iteration 109Q (28149.410000 sec): 3 clusters Score: Raw -7011896.961205 + Penalty 5304.757879 = -7006592.203327 nChanged 2 SP:Iteration 110Q (28149.780000 sec): 3 clusters Score: Raw -7011897.189947 + Penalty 5304.757879 = -7006592.432069 nChanged 3 SP:Iteration 111Q (28150.160000 sec): 3 clusters Score: Raw -7011897.564325 + Penalty 5304.757879 = -7006592.806447 nChanged 0 SP:Iteration 112F (28150.600000 sec): 3 clusters Score: Raw -7011897.564325 + Penalty 5304.757879 = -7006592.806447 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28150.700000 sec): 2 clusters Score: Raw -174883.066238 + Penalty 1754.800598 = -173128.265640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28150.910000 sec): 3 clusters Score: Raw -174580.531130 + Penalty 3509.601197 = -171070.929934 nChanged 341 SP:Iteration 1F (28151.110000 sec): 3 clusters Score: Raw -175009.974316 + Penalty 3509.601197 = -171500.373120 nChanged 117 SP:Iteration 2F (28151.310000 sec): 3 clusters Score: Raw -175246.026811 + Penalty 3509.601197 = -171736.425614 nChanged 86 SP:Iteration 3F (28151.490000 sec): 3 clusters Score: Raw -175444.799796 + Penalty 3509.601197 = -171935.198599 nChanged 68 SP:Iteration 4F (28151.690000 sec): 3 clusters Score: Raw -175639.037177 + Penalty 3509.601197 = -172129.435981 nChanged 56 SP:Iteration 5Q (28151.870000 sec): 3 clusters Score: Raw -175758.002934 + Penalty 3509.601197 = -172248.401738 nChanged 34 SP:Iteration 6Q (28152.030000 sec): 3 clusters Score: Raw -175824.757975 + Penalty 3509.601197 = -172315.156778 nChanged 21 SP:Iteration 7Q (28152.260000 sec): 3 clusters Score: Raw -175877.129199 + Penalty 3509.601197 = -172367.528002 nChanged 20 SP:Iteration 8Q (28152.410000 sec): 3 clusters Score: Raw -175910.374771 + Penalty 3509.601197 = -172400.773574 nChanged 12 SP:Iteration 9Q (28152.590000 sec): 3 clusters Score: Raw -175934.254258 + Penalty 3509.601197 = -172424.653062 nChanged 10 SP:Iteration 10Q (28152.790000 sec): 3 clusters Score: Raw -175953.443075 + Penalty 3509.601197 = -172443.841878 nChanged 13 SP:Iteration 11Q (28152.990000 sec): 3 clusters Score: Raw -175974.570248 + Penalty 3509.601197 = -172464.969051 nChanged 9 SP:Iteration 12Q (28153.160000 sec): 3 clusters Score: Raw -175985.421391 + Penalty 3509.601197 = -172475.820194 nChanged 8 SP:Iteration 13Q (28153.360000 sec): 3 clusters Score: Raw -176000.722223 + Penalty 3509.601197 = -172491.121026 nChanged 10 SP:Iteration 14Q (28153.520000 sec): 3 clusters Score: Raw -176017.466588 + Penalty 3509.601197 = -172507.865392 nChanged 12 SP:Iteration 15Q (28153.720000 sec): 3 clusters Score: Raw -176039.561147 + Penalty 3509.601197 = -172529.959951 nChanged 14 SP:Iteration 16Q (28153.860000 sec): 3 clusters Score: Raw -176065.755397 + Penalty 3509.601197 = -172556.154200 nChanged 11 SP:Iteration 17Q (28154.060000 sec): 3 clusters Score: Raw -176088.398034 + Penalty 3509.601197 = -172578.796837 nChanged 19 SP:Iteration 18Q (28154.230000 sec): 3 clusters Score: Raw -176131.429399 + Penalty 3509.601197 = -172621.828203 nChanged 19 SP:Iteration 19Q (28154.450000 sec): 3 clusters Score: Raw -176165.630687 + Penalty 3509.601197 = -172656.029491 nChanged 18 SP:Iteration 20F (28154.600000 sec): 3 clusters Score: Raw -176195.331276 + Penalty 3509.601197 = -172685.730080 nChanged 13 SP:Iteration 21Q (28154.800000 sec): 3 clusters Score: Raw -176214.620286 + Penalty 3509.601197 = -172705.019089 nChanged 14 SP:Iteration 22Q (28154.970000 sec): 3 clusters Score: Raw -176235.224389 + Penalty 3509.601197 = -172725.623193 nChanged 17 SP:Iteration 23Q (28155.200000 sec): 3 clusters Score: Raw -176262.748237 + Penalty 3509.601197 = -172753.147040 nChanged 17 SP:Iteration 24Q (28155.350000 sec): 3 clusters Score: Raw -176285.918548 + Penalty 3509.601197 = -172776.317352 nChanged 12 SP:Iteration 25Q (28155.550000 sec): 3 clusters Score: Raw -176312.785107 + Penalty 3509.601197 = -172803.183911 nChanged 15 SP:Iteration 26Q (28155.750000 sec): 3 clusters Score: Raw -176337.769057 + Penalty 3509.601197 = -172828.167861 nChanged 16 SP:Iteration 27Q (28155.950000 sec): 3 clusters Score: Raw -176361.032997 + Penalty 3509.601197 = -172851.431800 nChanged 11 SP:Iteration 28Q (28156.120000 sec): 3 clusters Score: Raw -176373.701163 + Penalty 3509.601197 = -172864.099966 nChanged 6 SP:Iteration 29Q (28156.320000 sec): 3 clusters Score: Raw -176378.934934 + Penalty 3509.601197 = -172869.333737 nChanged 3 SP:Iteration 30Q (28156.500000 sec): 3 clusters Score: Raw -176382.389737 + Penalty 3509.601197 = -172872.788540 nChanged 6 SP:Iteration 31Q (28156.710000 sec): 3 clusters Score: Raw -176388.186679 + Penalty 3509.601197 = -172878.585482 nChanged 1 SP:Iteration 32Q (28156.870000 sec): 3 clusters Score: Raw -176388.942135 + Penalty 3509.601197 = -172879.340939 nChanged 1 SP:Iteration 33Q (28157.030000 sec): 3 clusters Score: Raw -176389.315760 + Penalty 3509.601197 = -172879.714563 nChanged 0 SP:Iteration 34F (28157.260000 sec): 3 clusters Score: Raw -176389.315760 + Penalty 3509.601197 = -172879.714563 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28157.390000 sec): 2 clusters Score: Raw -93100.811160 + Penalty 1601.278875 = -91499.532286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28157.560000 sec): 3 clusters Score: Raw -93049.438654 + Penalty 3202.557749 = -89846.880905 nChanged 117 SP:Iteration 1F (28157.720000 sec): 3 clusters Score: Raw -93268.780769 + Penalty 3202.557749 = -90066.223020 nChanged 33 SP:Iteration 2F (28157.970000 sec): 3 clusters Score: Raw -93347.309944 + Penalty 3202.557749 = -90144.752195 nChanged 23 SP:Iteration 3Q (28158.190000 sec): 3 clusters Score: Raw -93385.453179 + Penalty 3202.557749 = -90182.895429 nChanged 14 SP:Iteration 4Q (28158.410000 sec): 3 clusters Score: Raw -93413.951517 + Penalty 3202.557749 = -90211.393767 nChanged 13 SP:Iteration 5Q (28158.590000 sec): 3 clusters Score: Raw -93442.400479 + Penalty 3202.557749 = -90239.842730 nChanged 8 SP:Iteration 6Q (28158.800000 sec): 3 clusters Score: Raw -93463.999468 + Penalty 3202.557749 = -90261.441719 nChanged 8 SP:Iteration 7Q (28159.020000 sec): 3 clusters Score: Raw -93485.716232 + Penalty 3202.557749 = -90283.158483 nChanged 13 SP:Iteration 8Q (28159.170000 sec): 3 clusters Score: Raw -93514.359523 + Penalty 3202.557749 = -90311.801773 nChanged 8 SP:Iteration 9Q (28159.400000 sec): 3 clusters Score: Raw -93538.457614 + Penalty 3202.557749 = -90335.899865 nChanged 9 SP:Iteration 10Q (28159.600000 sec): 3 clusters Score: Raw -93563.705760 + Penalty 3202.557749 = -90361.148011 nChanged 14 SP:Iteration 11Q (28159.750000 sec): 3 clusters Score: Raw -93593.302223 + Penalty 3202.557749 = -90390.744474 nChanged 8 SP:Iteration 12Q (28159.960000 sec): 3 clusters Score: Raw -93612.973245 + Penalty 3202.557749 = -90410.415496 nChanged 9 SP:Iteration 13Q (28160.150000 sec): 3 clusters Score: Raw -93628.198013 + Penalty 3202.557749 = -90425.640263 nChanged 8 SP:Iteration 14Q (28160.280000 sec): 3 clusters Score: Raw -93648.406415 + Penalty 3202.557749 = -90445.848666 nChanged 7 SP:Iteration 15Q (28160.470000 sec): 3 clusters Score: Raw -93665.056042 + Penalty 3202.557749 = -90462.498292 nChanged 6 SP:Iteration 16Q (28160.700000 sec): 3 clusters Score: Raw -93694.968471 + Penalty 3202.557749 = -90492.410722 nChanged 9 SP:Iteration 17Q (28160.880000 sec): 3 clusters Score: Raw -93745.078412 + Penalty 3202.557749 = -90542.520662 nChanged 12 SP:Iteration 18Q (28161.050000 sec): 3 clusters Score: Raw -93823.191769 + Penalty 3202.557749 = -90620.634020 nChanged 15 SP:Iteration 19Q (28161.260000 sec): 3 clusters Score: Raw -93877.672121 + Penalty 3202.557749 = -90675.114372 nChanged 13 SP:Iteration 20F (28161.490000 sec): 3 clusters Score: Raw -93918.094405 + Penalty 3202.557749 = -90715.536656 nChanged 5 SP:Iteration 21Q (28161.650000 sec): 3 clusters Score: Raw -93940.596932 + Penalty 3202.557749 = -90738.039183 nChanged 7 SP:Iteration 22Q (28161.880000 sec): 3 clusters Score: Raw -93976.833246 + Penalty 3202.557749 = -90774.275497 nChanged 10 SP:Iteration 23Q (28162.030000 sec): 3 clusters Score: Raw -94031.351707 + Penalty 3202.557749 = -90828.793957 nChanged 11 SP:Iteration 24Q (28162.210000 sec): 3 clusters Score: Raw -94100.607346 + Penalty 3202.557749 = -90898.049597 nChanged 11 SP:Iteration 25Q (28162.390000 sec): 3 clusters Score: Raw -94172.124045 + Penalty 3202.557749 = -90969.566296 nChanged 10 SP:Iteration 26Q (28162.540000 sec): 3 clusters Score: Raw -94222.461965 + Penalty 3202.557749 = -91019.904216 nChanged 9 SP:Iteration 27Q (28162.740000 sec): 3 clusters Score: Raw -94265.061664 + Penalty 3202.557749 = -91062.503915 nChanged 3 SP:Iteration 28Q (28162.900000 sec): 3 clusters Score: Raw -94279.989957 + Penalty 3202.557749 = -91077.432208 nChanged 4 SP:Iteration 29Q (28163.090000 sec): 3 clusters Score: Raw -94296.961267 + Penalty 3202.557749 = -91094.403517 nChanged 4 SP:Iteration 30Q (28163.300000 sec): 3 clusters Score: Raw -94303.264493 + Penalty 3202.557749 = -91100.706744 nChanged 1 SP:Iteration 31Q (28163.450000 sec): 3 clusters Score: Raw -94304.618633 + Penalty 3202.557749 = -91102.060884 nChanged 2 SP:Iteration 32Q (28163.630000 sec): 3 clusters Score: Raw -94309.630912 + Penalty 3202.557749 = -91107.073162 nChanged 2 SP:Iteration 33Q (28163.830000 sec): 3 clusters Score: Raw -94312.883077 + Penalty 3202.557749 = -91110.325327 nChanged 1 SP:Iteration 34Q (28163.990000 sec): 3 clusters Score: Raw -94317.437225 + Penalty 3202.557749 = -91114.879476 nChanged 1 SP:Iteration 35Q (28164.130000 sec): 3 clusters Score: Raw -94319.898835 + Penalty 3202.557749 = -91117.341086 nChanged 1 SP:Iteration 36Q (28164.360000 sec): 3 clusters Score: Raw -94331.736626 + Penalty 3202.557749 = -91129.178877 nChanged 2 SP:Iteration 37Q (28164.510000 sec): 3 clusters Score: Raw -94338.666543 + Penalty 3202.557749 = -91136.108794 nChanged 1 SP:Iteration 38Q (28164.740000 sec): 3 clusters Score: Raw -94345.980718 + Penalty 3202.557749 = -91143.422968 nChanged 0 SP:Iteration 39F (28164.910000 sec): 3 clusters Score: Raw -94345.980718 + Penalty 3202.557749 = -91143.422968 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28165.010000 sec): 2 clusters Score: Raw -32084.662670 + Penalty 1338.744350 = -30745.918320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28165.170000 sec): 3 clusters Score: Raw -32324.067050 + Penalty 2677.488700 = -29646.578350 nChanged 25 SP:Iteration 1F (28165.340000 sec): 3 clusters Score: Raw -32426.453566 + Penalty 2677.488700 = -29748.964866 nChanged 5 SP:Iteration 2Q (28165.540000 sec): 3 clusters Score: Raw -32449.692209 + Penalty 2677.488700 = -29772.203509 nChanged 2 SP:Iteration 3Q (28165.690000 sec): 3 clusters Score: Raw -32458.665522 + Penalty 2677.488700 = -29781.176822 nChanged 1 SP:Iteration 4Q (28165.890000 sec): 3 clusters Score: Raw -32468.029654 + Penalty 2677.488700 = -29790.540954 nChanged 1 SP:Iteration 5Q (28166.050000 sec): 3 clusters Score: Raw -32475.594662 + Penalty 2677.488700 = -29798.105962 nChanged 1 SP:Iteration 6Q (28166.230000 sec): 3 clusters Score: Raw -32482.715114 + Penalty 2677.488700 = -29805.226414 nChanged 0 SP:Iteration 7F (28166.450000 sec): 3 clusters Score: Raw -32482.715114 + Penalty 2677.488700 = -29805.226414 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (9017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28166.610000 sec): 2 clusters Score: Raw -1443468.859849 + Penalty 2258.503007 = -1441210.356842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28166.850000 sec): 3 clusters Score: Raw -1438617.166766 + Penalty 4517.006014 = -1434100.160752 nChanged 3796 SP:Iteration 1F (28167.050000 sec): 3 clusters Score: Raw -1440543.685212 + Penalty 4517.006014 = -1436026.679198 nChanged 583 SP:Iteration 2F (28167.250000 sec): 3 clusters Score: Raw -1440801.236282 + Penalty 4517.006014 = -1436284.230268 nChanged 441 SP:Iteration 3Q (28167.490000 sec): 3 clusters Score: Raw -1440989.579998 + Penalty 4517.006014 = -1436472.573984 nChanged 373 SP:Iteration 4Q (28167.710000 sec): 3 clusters Score: Raw -1441140.682895 + Penalty 4517.006014 = -1436623.676881 nChanged 287 SP:Iteration 5Q (28167.950000 sec): 3 clusters Score: Raw -1441239.364961 + Penalty 4517.006014 = -1436722.358948 nChanged 230 SP:Iteration 6Q (28168.150000 sec): 3 clusters Score: Raw -1441310.965465 + Penalty 4517.006014 = -1436793.959451 nChanged 203 SP:Iteration 7Q (28168.400000 sec): 3 clusters Score: Raw -1441374.029743 + Penalty 4517.006014 = -1436857.023729 nChanged 183 SP:Iteration 8Q (28168.610000 sec): 3 clusters Score: Raw -1441431.791287 + Penalty 4517.006014 = -1436914.785273 nChanged 198 SP:Iteration 9Q (28168.890000 sec): 3 clusters Score: Raw -1441495.331171 + Penalty 4517.006014 = -1436978.325157 nChanged 192 SP:Iteration 10Q (28169.090000 sec): 3 clusters Score: Raw -1441565.583253 + Penalty 4517.006014 = -1437048.577239 nChanged 208 SP:Iteration 11Q (28169.330000 sec): 3 clusters Score: Raw -1441645.659945 + Penalty 4517.006014 = -1437128.653931 nChanged 236 SP:Iteration 12Q (28169.590000 sec): 3 clusters Score: Raw -1441741.529801 + Penalty 4517.006014 = -1437224.523787 nChanged 267 SP:Iteration 13Q (28169.770000 sec): 3 clusters Score: Raw -1441867.515193 + Penalty 4517.006014 = -1437350.509179 nChanged 316 SP:Iteration 14Q (28170.030000 sec): 3 clusters Score: Raw -1442043.238813 + Penalty 4517.006014 = -1437526.232799 nChanged 349 SP:Iteration 15Q (28170.220000 sec): 3 clusters Score: Raw -1442242.885925 + Penalty 4517.006014 = -1437725.879911 nChanged 369 SP:Iteration 16Q (28170.470000 sec): 3 clusters Score: Raw -1442476.001504 + Penalty 4517.006014 = -1437958.995490 nChanged 352 SP:Iteration 17Q (28170.670000 sec): 3 clusters Score: Raw -1442710.436293 + Penalty 4517.006014 = -1438193.430279 nChanged 305 SP:Iteration 18Q (28170.890000 sec): 3 clusters Score: Raw -1442934.932688 + Penalty 4517.006014 = -1438417.926674 nChanged 261 SP:Iteration 19Q (28171.120000 sec): 3 clusters Score: Raw -1443136.745882 + Penalty 4517.006014 = -1438619.739868 nChanged 196 SP:Iteration 20F (28171.320000 sec): 3 clusters Score: Raw -1443275.422860 + Penalty 4517.006014 = -1438758.416846 nChanged 129 SP:Iteration 21Q (28171.520000 sec): 3 clusters Score: Raw -1443371.091161 + Penalty 4517.006014 = -1438854.085148 nChanged 97 SP:Iteration 22Q (28171.740000 sec): 3 clusters Score: Raw -1443456.452466 + Penalty 4517.006014 = -1438939.446453 nChanged 83 SP:Iteration 23Q (28172.040000 sec): 3 clusters Score: Raw -1443527.049296 + Penalty 4517.006014 = -1439010.043282 nChanged 65 SP:Iteration 24Q (28172.220000 sec): 3 clusters Score: Raw -1443575.802943 + Penalty 4517.006014 = -1439058.796929 nChanged 43 SP:Iteration 25Q (28172.450000 sec): 3 clusters Score: Raw -1443607.896816 + Penalty 4517.006014 = -1439090.890802 nChanged 31 SP:Iteration 26Q (28172.640000 sec): 3 clusters Score: Raw -1443629.517193 + Penalty 4517.006014 = -1439112.511179 nChanged 26 SP:Iteration 27Q (28172.860000 sec): 3 clusters Score: Raw -1443654.599292 + Penalty 4517.006014 = -1439137.593278 nChanged 25 SP:Iteration 28Q (28173.080000 sec): 3 clusters Score: Raw -1443674.523226 + Penalty 4517.006014 = -1439157.517212 nChanged 21 SP:Iteration 29Q (28173.290000 sec): 3 clusters Score: Raw -1443691.162212 + Penalty 4517.006014 = -1439174.156198 nChanged 12 SP:Iteration 30Q (28173.510000 sec): 3 clusters Score: Raw -1443701.381418 + Penalty 4517.006014 = -1439184.375404 nChanged 9 SP:Iteration 31Q (28173.710000 sec): 3 clusters Score: Raw -1443711.133650 + Penalty 4517.006014 = -1439194.127636 nChanged 11 SP:Iteration 32Q (28173.920000 sec): 3 clusters Score: Raw -1443723.228572 + Penalty 4517.006014 = -1439206.222558 nChanged 12 SP:Iteration 33Q (28174.120000 sec): 3 clusters Score: Raw -1443734.448552 + Penalty 4517.006014 = -1439217.442538 nChanged 9 SP:Iteration 34Q (28174.360000 sec): 3 clusters Score: Raw -1443744.501272 + Penalty 4517.006014 = -1439227.495258 nChanged 11 SP:Iteration 35Q (28174.560000 sec): 3 clusters Score: Raw -1443755.876897 + Penalty 4517.006014 = -1439238.870883 nChanged 10 SP:Iteration 36Q (28174.800000 sec): 3 clusters Score: Raw -1443765.587160 + Penalty 4517.006014 = -1439248.581146 nChanged 10 SP:Iteration 37Q (28175.000000 sec): 3 clusters Score: Raw -1443778.319865 + Penalty 4517.006014 = -1439261.313851 nChanged 8 SP:Iteration 38Q (28175.230000 sec): 3 clusters Score: Raw -1443784.473884 + Penalty 4517.006014 = -1439267.467871 nChanged 6 SP:Iteration 39Q (28175.470000 sec): 3 clusters Score: Raw -1443789.394625 + Penalty 4517.006014 = -1439272.388612 nChanged 3 SP:Iteration 40F (28175.690000 sec): 3 clusters Score: Raw -1443791.256079 + Penalty 4517.006014 = -1439274.250065 nChanged 3 SP:Iteration 41Q (28175.890000 sec): 3 clusters Score: Raw -1443794.470011 + Penalty 4517.006014 = -1439277.463997 nChanged 1 SP:Iteration 42Q (28176.110000 sec): 3 clusters Score: Raw -1443795.368518 + Penalty 4517.006014 = -1439278.362504 nChanged 2 SP:Iteration 43Q (28176.350000 sec): 3 clusters Score: Raw -1443797.222370 + Penalty 4517.006014 = -1439280.216356 nChanged 2 SP:Iteration 44Q (28176.630000 sec): 3 clusters Score: Raw -1443798.614022 + Penalty 4517.006014 = -1439281.608008 nChanged 0 SP:Iteration 45F (28176.840000 sec): 3 clusters Score: Raw -1443798.614022 + Penalty 4517.006014 = -1439281.608008 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28176.920000 sec): 2 clusters Score: Raw -230679.092159 + Penalty 1827.035111 = -228852.057048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28177.110000 sec): 3 clusters Score: Raw -230271.943504 + Penalty 3654.070222 = -226617.873282 nChanged 507 SP:Iteration 1F (28177.280000 sec): 3 clusters Score: Raw -230950.610060 + Penalty 3654.070222 = -227296.539838 nChanged 149 SP:Iteration 2F (28177.480000 sec): 3 clusters Score: Raw -231233.680543 + Penalty 3654.070222 = -227579.610321 nChanged 101 SP:Iteration 3F (28177.620000 sec): 3 clusters Score: Raw -231414.501397 + Penalty 3654.070222 = -227760.431175 nChanged 72 SP:Iteration 4Q (28177.810000 sec): 3 clusters Score: Raw -231524.096534 + Penalty 3654.070222 = -227870.026312 nChanged 43 SP:Iteration 5Q (28177.960000 sec): 3 clusters Score: Raw -231590.252035 + Penalty 3654.070222 = -227936.181813 nChanged 28 SP:Iteration 6Q (28178.130000 sec): 3 clusters Score: Raw -231619.858198 + Penalty 3654.070222 = -227965.787976 nChanged 19 SP:Iteration 7Q (28178.370000 sec): 3 clusters Score: Raw -231641.011342 + Penalty 3654.070222 = -227986.941120 nChanged 20 SP:Iteration 8Q (28178.530000 sec): 3 clusters Score: Raw -231670.380677 + Penalty 3654.070222 = -228016.310456 nChanged 18 SP:Iteration 9Q (28178.750000 sec): 3 clusters Score: Raw -231693.350168 + Penalty 3654.070222 = -228039.279946 nChanged 19 SP:Iteration 10Q (28178.910000 sec): 3 clusters Score: Raw -231715.759141 + Penalty 3654.070222 = -228061.688919 nChanged 18 SP:Iteration 11Q (28179.080000 sec): 3 clusters Score: Raw -231736.707162 + Penalty 3654.070222 = -228082.636940 nChanged 14 SP:Iteration 12Q (28179.290000 sec): 3 clusters Score: Raw -231757.746358 + Penalty 3654.070222 = -228103.676136 nChanged 17 SP:Iteration 13Q (28179.460000 sec): 3 clusters Score: Raw -231788.025567 + Penalty 3654.070222 = -228133.955345 nChanged 22 SP:Iteration 14Q (28179.650000 sec): 3 clusters Score: Raw -231825.255494 + Penalty 3654.070222 = -228171.185272 nChanged 19 SP:Iteration 15Q (28179.830000 sec): 3 clusters Score: Raw -231850.521489 + Penalty 3654.070222 = -228196.451267 nChanged 22 SP:Iteration 16Q (28180.030000 sec): 3 clusters Score: Raw -231878.215030 + Penalty 3654.070222 = -228224.144808 nChanged 21 SP:Iteration 17Q (28180.190000 sec): 3 clusters Score: Raw -231899.195159 + Penalty 3654.070222 = -228245.124937 nChanged 16 SP:Iteration 18Q (28180.400000 sec): 3 clusters Score: Raw -231919.062405 + Penalty 3654.070222 = -228264.992183 nChanged 19 SP:Iteration 19Q (28180.570000 sec): 3 clusters Score: Raw -231947.839931 + Penalty 3654.070222 = -228293.769709 nChanged 24 SP:Iteration 20F (28180.760000 sec): 3 clusters Score: Raw -231978.921329 + Penalty 3654.070222 = -228324.851107 nChanged 27 SP:Iteration 21Q (28180.920000 sec): 3 clusters Score: Raw -232024.782257 + Penalty 3654.070222 = -228370.712036 nChanged 26 SP:Iteration 22Q (28181.070000 sec): 3 clusters Score: Raw -232072.438919 + Penalty 3654.070222 = -228418.368697 nChanged 28 SP:Iteration 23Q (28181.260000 sec): 3 clusters Score: Raw -232135.269797 + Penalty 3654.070222 = -228481.199575 nChanged 25 SP:Iteration 24Q (28181.400000 sec): 3 clusters Score: Raw -232193.481880 + Penalty 3654.070222 = -228539.411658 nChanged 24 SP:Iteration 25Q (28181.580000 sec): 3 clusters Score: Raw -232253.362787 + Penalty 3654.070222 = -228599.292565 nChanged 18 SP:Iteration 26Q (28181.730000 sec): 3 clusters Score: Raw -232286.239509 + Penalty 3654.070222 = -228632.169287 nChanged 8 SP:Iteration 27Q (28181.890000 sec): 3 clusters Score: Raw -232301.653473 + Penalty 3654.070222 = -228647.583251 nChanged 4 SP:Iteration 28Q (28182.080000 sec): 3 clusters Score: Raw -232312.064419 + Penalty 3654.070222 = -228657.994197 nChanged 4 SP:Iteration 29Q (28182.260000 sec): 3 clusters Score: Raw -232317.273141 + Penalty 3654.070222 = -228663.202919 nChanged 2 SP:Iteration 30Q (28182.440000 sec): 3 clusters Score: Raw -232319.813349 + Penalty 3654.070222 = -228665.743128 nChanged 2 SP:Iteration 31Q (28182.590000 sec): 3 clusters Score: Raw -232324.546790 + Penalty 3654.070222 = -228670.476569 nChanged 1 SP:Iteration 32Q (28182.800000 sec): 3 clusters Score: Raw -232325.694232 + Penalty 3654.070222 = -228671.624011 nChanged 2 SP:Iteration 33Q (28182.950000 sec): 3 clusters Score: Raw -232327.387265 + Penalty 3654.070222 = -228673.317044 nChanged 2 SP:Iteration 34Q (28183.130000 sec): 3 clusters Score: Raw -232329.634384 + Penalty 3654.070222 = -228675.564162 nChanged 0 SP:Iteration 35F (28183.340000 sec): 3 clusters Score: Raw -232329.634384 + Penalty 3654.070222 = -228675.564162 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28183.390000 sec): 2 clusters Score: Raw -46934.333142 + Penalty 1454.884078 = -45479.449064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28183.590000 sec): 3 clusters Score: Raw -47082.208225 + Penalty 2909.768156 = -44172.440068 nChanged 57 SP:Iteration 1F (28183.790000 sec): 3 clusters Score: Raw -47281.738125 + Penalty 2909.768156 = -44371.969969 nChanged 24 SP:Iteration 2F (28183.970000 sec): 3 clusters Score: Raw -47423.447430 + Penalty 2909.768156 = -44513.679274 nChanged 16 SP:Iteration 3Q (28184.150000 sec): 3 clusters Score: Raw -47524.454039 + Penalty 2909.768156 = -44614.685882 nChanged 13 SP:Iteration 4Q (28184.390000 sec): 3 clusters Score: Raw -47583.538366 + Penalty 2909.768156 = -44673.770210 nChanged 4 SP:Iteration 5Q (28184.550000 sec): 3 clusters Score: Raw -47602.182567 + Penalty 2909.768156 = -44692.414411 nChanged 4 SP:Iteration 6Q (28184.780000 sec): 3 clusters Score: Raw -47620.665342 + Penalty 2909.768156 = -44710.897185 nChanged 3 SP:Iteration 7Q (28184.950000 sec): 3 clusters Score: Raw -47633.483320 + Penalty 2909.768156 = -44723.715164 nChanged 2 SP:Iteration 8Q (28185.150000 sec): 3 clusters Score: Raw -47647.208759 + Penalty 2909.768156 = -44737.440602 nChanged 3 SP:Iteration 9Q (28185.310000 sec): 3 clusters Score: Raw -47662.133250 + Penalty 2909.768156 = -44752.365094 nChanged 1 SP:Iteration 10Q (28185.490000 sec): 3 clusters Score: Raw -47666.084688 + Penalty 2909.768156 = -44756.316532 nChanged 1 SP:Iteration 11Q (28185.670000 sec): 3 clusters Score: Raw -47673.710135 + Penalty 2909.768156 = -44763.941979 nChanged 5 SP:Iteration 12Q (28185.850000 sec): 3 clusters Score: Raw -47712.917907 + Penalty 2909.768156 = -44803.149751 nChanged 7 SP:Iteration 13Q (28186.000000 sec): 3 clusters Score: Raw -47782.762133 + Penalty 2909.768156 = -44872.993977 nChanged 5 SP:Iteration 14Q (28186.200000 sec): 3 clusters Score: Raw -47901.848620 + Penalty 2909.768156 = -44992.080464 nChanged 7 SP:Iteration 15Q (28186.370000 sec): 3 clusters Score: Raw -48026.717809 + Penalty 2909.768156 = -45116.949653 nChanged 9 SP:Iteration 16Q (28186.540000 sec): 3 clusters Score: Raw -48190.017251 + Penalty 2909.768156 = -45280.249095 nChanged 6 SP:Iteration 17Q (28186.710000 sec): 3 clusters Score: Raw -48534.524001 + Penalty 2909.768156 = -45624.755845 nChanged 8 SP:Iteration 18Q (28186.930000 sec): 3 clusters Score: Raw -48605.525417 + Penalty 2909.768156 = -45695.757261 nChanged 3 SP:Iteration 19Q (28187.100000 sec): 3 clusters Score: Raw -48620.159481 + Penalty 2909.768156 = -45710.391325 nChanged 1 SP:Iteration 20F (28187.290000 sec): 3 clusters Score: Raw -48635.438246 + Penalty 2909.768156 = -45725.670089 nChanged 2 SP:Iteration 21Q (28187.450000 sec): 3 clusters Score: Raw -48645.552733 + Penalty 2909.768156 = -45735.784577 nChanged 3 SP:Iteration 22Q (28187.610000 sec): 3 clusters Score: Raw -48667.816675 + Penalty 2909.768156 = -45758.048518 nChanged 2 SP:Iteration 23Q (28187.800000 sec): 3 clusters Score: Raw -48683.238992 + Penalty 2909.768156 = -45773.470835 nChanged 1 SP:Iteration 24Q (28187.980000 sec): 3 clusters Score: Raw -48686.872341 + Penalty 2909.768156 = -45777.104185 nChanged 0 SP:Iteration 25F (28188.180000 sec): 3 clusters Score: Raw -48686.872341 + Penalty 2909.768156 = -45777.104185 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28188.250000 sec): 2 clusters Score: Raw -33691.387521 + Penalty 1334.214544 = -32357.172977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28188.440000 sec): 3 clusters Score: Raw -33914.122046 + Penalty 2668.429087 = -31245.692959 nChanged 20 SP:Iteration 1F (28188.600000 sec): 3 clusters Score: Raw -34012.075778 + Penalty 2668.429087 = -31343.646690 nChanged 6 SP:Iteration 2Q (28188.820000 sec): 3 clusters Score: Raw -34034.001866 + Penalty 2668.429087 = -31365.572779 nChanged 3 SP:Iteration 3Q (28188.970000 sec): 3 clusters Score: Raw -34085.850078 + Penalty 2668.429087 = -31417.420991 nChanged 3 SP:Iteration 4Q (28189.190000 sec): 3 clusters Score: Raw -34160.914216 + Penalty 2668.429087 = -31492.485128 nChanged 2 SP:Iteration 5Q (28189.350000 sec): 3 clusters Score: Raw -34171.085017 + Penalty 2668.429087 = -31502.655930 nChanged 2 SP:Iteration 6Q (28189.490000 sec): 3 clusters Score: Raw -34175.942281 + Penalty 2668.429087 = -31507.513194 nChanged 1 SP:Iteration 7Q (28189.670000 sec): 3 clusters Score: Raw -34180.145410 + Penalty 2668.429087 = -31511.716323 nChanged 1 SP:Iteration 8Q (28189.850000 sec): 3 clusters Score: Raw -34184.141394 + Penalty 2668.429087 = -31515.712307 nChanged 0 SP:Iteration 9F (28190.050000 sec): 3 clusters Score: Raw -34184.141394 + Penalty 2668.429087 = -31515.712307 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28190.120000 sec): 2 clusters Score: Raw -65351.393505 + Penalty 1510.083129 = -63841.310376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28190.280000 sec): 3 clusters Score: Raw -65433.825046 + Penalty 3020.166258 = -62413.658788 nChanged 70 SP:Iteration 1F (28190.500000 sec): 3 clusters Score: Raw -65599.689865 + Penalty 3020.166258 = -62579.523606 nChanged 26 SP:Iteration 2F (28190.660000 sec): 3 clusters Score: Raw -65675.753012 + Penalty 3020.166258 = -62655.586754 nChanged 13 SP:Iteration 3Q (28190.870000 sec): 3 clusters Score: Raw -65719.720093 + Penalty 3020.166258 = -62699.553835 nChanged 6 SP:Iteration 4Q (28191.030000 sec): 3 clusters Score: Raw -65757.118063 + Penalty 3020.166258 = -62736.951805 nChanged 5 SP:Iteration 5Q (28191.210000 sec): 3 clusters Score: Raw -65770.361407 + Penalty 3020.166258 = -62750.195149 nChanged 1 SP:Iteration 6Q (28191.410000 sec): 3 clusters Score: Raw -65778.969870 + Penalty 3020.166258 = -62758.803612 nChanged 2 SP:Iteration 7Q (28191.570000 sec): 3 clusters Score: Raw -65792.761607 + Penalty 3020.166258 = -62772.595349 nChanged 0 SP:Iteration 8F (28191.740000 sec): 3 clusters Score: Raw -65792.761607 + Penalty 3020.166258 = -62772.595349 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28191.800000 sec): 2 clusters Score: Raw -95749.628083 + Penalty 1610.075479 = -94139.552603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28191.990000 sec): 3 clusters Score: Raw -95761.746798 + Penalty 3220.150958 = -92541.595840 nChanged 126 SP:Iteration 1F (28192.190000 sec): 3 clusters Score: Raw -96083.897430 + Penalty 3220.150958 = -92863.746471 nChanged 52 SP:Iteration 2F (28192.390000 sec): 3 clusters Score: Raw -96420.201833 + Penalty 3220.150958 = -93200.050875 nChanged 37 SP:Iteration 3F (28192.580000 sec): 3 clusters Score: Raw -96642.660386 + Penalty 3220.150958 = -93422.509428 nChanged 41 SP:Iteration 4F (28192.780000 sec): 3 clusters Score: Raw -96777.220391 + Penalty 3220.150958 = -93557.069432 nChanged 22 SP:Iteration 5Q (28192.930000 sec): 3 clusters Score: Raw -96855.606645 + Penalty 3220.150958 = -93635.455686 nChanged 14 SP:Iteration 6Q (28193.110000 sec): 3 clusters Score: Raw -96911.004201 + Penalty 3220.150958 = -93690.853243 nChanged 9 SP:Iteration 7Q (28193.280000 sec): 3 clusters Score: Raw -96950.864526 + Penalty 3220.150958 = -93730.713568 nChanged 6 SP:Iteration 8Q (28193.490000 sec): 3 clusters Score: Raw -96988.067894 + Penalty 3220.150958 = -93767.916936 nChanged 7 SP:Iteration 9Q (28193.680000 sec): 3 clusters Score: Raw -97028.423798 + Penalty 3220.150958 = -93808.272840 nChanged 7 SP:Iteration 10Q (28193.850000 sec): 3 clusters Score: Raw -97073.873324 + Penalty 3220.150958 = -93853.722366 nChanged 9 SP:Iteration 11Q (28194.060000 sec): 3 clusters Score: Raw -97144.130036 + Penalty 3220.150958 = -93923.979078 nChanged 6 SP:Iteration 12Q (28194.300000 sec): 3 clusters Score: Raw -97181.605347 + Penalty 3220.150958 = -93961.454388 nChanged 5 SP:Iteration 13Q (28194.420000 sec): 3 clusters Score: Raw -97198.856135 + Penalty 3220.150958 = -93978.705177 nChanged 4 SP:Iteration 14Q (28194.630000 sec): 3 clusters Score: Raw -97233.680632 + Penalty 3220.150958 = -94013.529674 nChanged 2 SP:Iteration 15Q (28194.760000 sec): 3 clusters Score: Raw -97236.544045 + Penalty 3220.150958 = -94016.393087 nChanged 1 SP:Iteration 16Q (28194.960000 sec): 3 clusters Score: Raw -97238.459972 + Penalty 3220.150958 = -94018.309014 nChanged 0 SP:Iteration 17F (28195.110000 sec): 3 clusters Score: Raw -97238.459972 + Penalty 3220.150958 = -94018.309014 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28195.220000 sec): 2 clusters Score: Raw -44525.697712 + Penalty 1401.817317 = -43123.880395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28195.370000 sec): 3 clusters Score: Raw -44664.367999 + Penalty 2803.634633 = -41860.733365 nChanged 34 SP:Iteration 1F (28195.580000 sec): 3 clusters Score: Raw -44779.509978 + Penalty 2803.634633 = -41975.875344 nChanged 5 SP:Iteration 2Q (28195.740000 sec): 3 clusters Score: Raw -44789.651021 + Penalty 2803.634633 = -41986.016387 nChanged 0 SP:Iteration 3F (28195.950000 sec): 3 clusters Score: Raw -44789.651021 + Penalty 2803.634633 = -41986.016387 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28196.040000 sec): 2 clusters Score: Raw -39085.269798 + Penalty 1358.162961 = -37727.106837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28196.240000 sec): 3 clusters Score: Raw -39273.619357 + Penalty 2716.325922 = -36557.293435 nChanged 27 SP:Iteration 1F (28196.470000 sec): 3 clusters Score: Raw -39379.815673 + Penalty 2716.325922 = -36663.489751 nChanged 4 SP:Iteration 2Q (28196.660000 sec): 3 clusters Score: Raw -39405.406837 + Penalty 2716.325922 = -36689.080916 nChanged 2 SP:Iteration 3Q (28196.870000 sec): 3 clusters Score: Raw -39411.325551 + Penalty 2716.325922 = -36694.999629 nChanged 0 SP:Iteration 4F (28197.070000 sec): 3 clusters Score: Raw -39411.325551 + Penalty 2716.325922 = -36694.999629 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28197.160000 sec): 2 clusters Score: Raw -36143.237283 + Penalty 1386.564771 = -34756.672512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28197.370000 sec): 3 clusters Score: Raw -36363.030371 + Penalty 2773.129542 = -33589.900829 nChanged 36 SP:Iteration 1F (28197.580000 sec): 3 clusters Score: Raw -36482.636984 + Penalty 2773.129542 = -33709.507442 nChanged 15 SP:Iteration 2F (28197.760000 sec): 3 clusters Score: Raw -36566.832541 + Penalty 2773.129542 = -33793.702998 nChanged 5 SP:Iteration 3Q (28197.980000 sec): 3 clusters Score: Raw -36596.377267 + Penalty 2773.129542 = -33823.247724 nChanged 3 SP:Iteration 4Q (28198.160000 sec): 3 clusters Score: Raw -36611.524120 + Penalty 2773.129542 = -33838.394577 nChanged 3 SP:Iteration 5Q (28198.320000 sec): 3 clusters Score: Raw -36624.258055 + Penalty 2773.129542 = -33851.128513 nChanged 3 SP:Iteration 6Q (28198.530000 sec): 3 clusters Score: Raw -36649.812004 + Penalty 2773.129542 = -33876.682461 nChanged 2 SP:Iteration 7Q (28198.710000 sec): 3 clusters Score: Raw -36660.683706 + Penalty 2773.129542 = -33887.554164 nChanged 1 SP:Iteration 8Q (28198.850000 sec): 3 clusters Score: Raw -36663.608939 + Penalty 2773.129542 = -33890.479396 nChanged 0 SP:Iteration 9F (28199.020000 sec): 3 clusters Score: Raw -36663.608939 + Penalty 2773.129542 = -33890.479396 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28199.130000 sec): 2 clusters Score: Raw -32177.928830 + Penalty 1399.192954 = -30778.735877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28199.280000 sec): 3 clusters Score: Raw -32439.260260 + Penalty 2798.385907 = -29640.874353 nChanged 48 SP:Iteration 1F (28199.490000 sec): 3 clusters Score: Raw -32706.392569 + Penalty 2798.385907 = -29908.006661 nChanged 20 SP:Iteration 2F (28199.660000 sec): 3 clusters Score: Raw -32912.488660 + Penalty 2798.385907 = -30114.102753 nChanged 16 SP:Iteration 3F (28199.890000 sec): 3 clusters Score: Raw -33118.873987 + Penalty 2798.385907 = -30320.488080 nChanged 8 SP:Iteration 4Q (28200.080000 sec): 3 clusters Score: Raw -33400.121705 + Penalty 2798.385907 = -30601.735798 nChanged 11 SP:Iteration 5Q (28200.280000 sec): 3 clusters Score: Raw -33486.227765 + Penalty 2798.385907 = -30687.841857 nChanged 10 SP:Iteration 6Q (28200.480000 sec): 3 clusters Score: Raw -33553.130337 + Penalty 2798.385907 = -30754.744429 nChanged 2 SP:Iteration 7Q (28200.670000 sec): 3 clusters Score: Raw -33558.308648 + Penalty 2798.385907 = -30759.922741 nChanged 0 SP:Iteration 8F (28200.850000 sec): 3 clusters Score: Raw -33560.578671 + Penalty 2798.385907 = -30762.192764 nChanged 2 SP:Iteration 9Q (28201.060000 sec): 3 clusters Score: Raw -33573.023038 + Penalty 2798.385907 = -30774.637131 nChanged 1 SP:Iteration 10Q (28201.240000 sec): 3 clusters Score: Raw -33576.180826 + Penalty 2798.385907 = -30777.794918 nChanged 2 SP:Iteration 11Q (28201.400000 sec): 3 clusters Score: Raw -33583.910791 + Penalty 2798.385907 = -30785.524884 nChanged 1 SP:Iteration 12Q (28201.540000 sec): 3 clusters Score: Raw -33590.489289 + Penalty 2798.385907 = -30792.103381 nChanged 1 SP:Iteration 13Q (28201.700000 sec): 3 clusters Score: Raw -33595.868457 + Penalty 2798.385907 = -30797.482549 nChanged 0 SP:Iteration 14F (28201.880000 sec): 3 clusters Score: Raw -33595.868457 + Penalty 2798.385907 = -30797.482549 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (17548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28202.080000 sec): 2 clusters Score: Raw -2653429.117044 + Penalty 2423.628425 = -2651005.488619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28202.380000 sec): 3 clusters Score: Raw -2643373.361244 + Penalty 4847.256850 = -2638526.104394 nChanged 7679 SP:Iteration 1F (28202.640000 sec): 3 clusters Score: Raw -2647702.403095 + Penalty 4847.256850 = -2642855.146245 nChanged 1132 SP:Iteration 2F (28202.940000 sec): 3 clusters Score: Raw -2648436.574352 + Penalty 4847.256850 = -2643589.317502 nChanged 1079 SP:Iteration 3F (28203.270000 sec): 3 clusters Score: Raw -2649148.289798 + Penalty 4847.256850 = -2644301.032947 nChanged 1009 SP:Iteration 4F (28203.590000 sec): 3 clusters Score: Raw -2649791.963862 + Penalty 4847.256850 = -2644944.707012 nChanged 960 SP:Iteration 5F (28203.880000 sec): 3 clusters Score: Raw -2650331.207376 + Penalty 4847.256850 = -2645483.950526 nChanged 842 SP:Iteration 6Q (28204.170000 sec): 3 clusters Score: Raw -2650774.296732 + Penalty 4847.256850 = -2645927.039882 nChanged 803 SP:Iteration 7Q (28204.440000 sec): 3 clusters Score: Raw -2651237.649770 + Penalty 4847.256850 = -2646390.392920 nChanged 734 SP:Iteration 8Q (28204.720000 sec): 3 clusters Score: Raw -2651607.116284 + Penalty 4847.256850 = -2646759.859434 nChanged 634 SP:Iteration 9Q (28205.010000 sec): 3 clusters Score: Raw -2651871.120675 + Penalty 4847.256850 = -2647023.863825 nChanged 526 SP:Iteration 10Q (28205.300000 sec): 3 clusters Score: Raw -2652066.890159 + Penalty 4847.256850 = -2647219.633308 nChanged 468 SP:Iteration 11Q (28205.620000 sec): 3 clusters Score: Raw -2652222.307140 + Penalty 4847.256850 = -2647375.050290 nChanged 405 SP:Iteration 12Q (28205.950000 sec): 3 clusters Score: Raw -2652339.799965 + Penalty 4847.256850 = -2647492.543115 nChanged 372 SP:Iteration 13Q (28206.240000 sec): 3 clusters Score: Raw -2652437.260415 + Penalty 4847.256850 = -2647590.003565 nChanged 335 SP:Iteration 14Q (28206.580000 sec): 3 clusters Score: Raw -2652522.500042 + Penalty 4847.256850 = -2647675.243192 nChanged 273 SP:Iteration 15Q (28206.860000 sec): 3 clusters Score: Raw -2652595.066000 + Penalty 4847.256850 = -2647747.809150 nChanged 249 SP:Iteration 16Q (28207.140000 sec): 3 clusters Score: Raw -2652654.205452 + Penalty 4847.256850 = -2647806.948602 nChanged 216 SP:Iteration 17Q (28207.470000 sec): 3 clusters Score: Raw -2652700.147148 + Penalty 4847.256850 = -2647852.890298 nChanged 204 SP:Iteration 18Q (28207.740000 sec): 3 clusters Score: Raw -2652750.433210 + Penalty 4847.256850 = -2647903.176359 nChanged 228 SP:Iteration 19Q (28208.080000 sec): 3 clusters Score: Raw -2652804.008406 + Penalty 4847.256850 = -2647956.751556 nChanged 213 SP:Iteration 20F (28208.320000 sec): 3 clusters Score: Raw -2652850.816137 + Penalty 4847.256850 = -2648003.559287 nChanged 204 SP:Iteration 21Q (28208.630000 sec): 3 clusters Score: Raw -2652895.167037 + Penalty 4847.256850 = -2648047.910187 nChanged 184 SP:Iteration 22Q (28208.920000 sec): 3 clusters Score: Raw -2652932.896732 + Penalty 4847.256850 = -2648085.639882 nChanged 174 SP:Iteration 23Q (28209.220000 sec): 3 clusters Score: Raw -2652973.283928 + Penalty 4847.256850 = -2648126.027078 nChanged 181 SP:Iteration 24Q (28209.510000 sec): 3 clusters Score: Raw -2653015.890924 + Penalty 4847.256850 = -2648168.634074 nChanged 205 SP:Iteration 25Q (28209.790000 sec): 3 clusters Score: Raw -2653063.334681 + Penalty 4847.256850 = -2648216.077830 nChanged 208 SP:Iteration 26Q (28210.080000 sec): 3 clusters Score: Raw -2653115.263465 + Penalty 4847.256850 = -2648268.006615 nChanged 224 SP:Iteration 27Q (28210.360000 sec): 3 clusters Score: Raw -2653169.461029 + Penalty 4847.256850 = -2648322.204179 nChanged 224 SP:Iteration 28Q (28210.640000 sec): 3 clusters Score: Raw -2653226.178112 + Penalty 4847.256850 = -2648378.921262 nChanged 256 SP:Iteration 29Q (28210.960000 sec): 3 clusters Score: Raw -2653292.692187 + Penalty 4847.256850 = -2648445.435337 nChanged 261 SP:Iteration 30Q (28211.210000 sec): 3 clusters Score: Raw -2653376.315910 + Penalty 4847.256850 = -2648529.059060 nChanged 341 SP:Iteration 31Q (28211.500000 sec): 3 clusters Score: Raw -2653510.624423 + Penalty 4847.256850 = -2648663.367573 nChanged 393 SP:Iteration 32Q (28211.780000 sec): 3 clusters Score: Raw -2653695.051317 + Penalty 4847.256850 = -2648847.794467 nChanged 480 SP:Iteration 33Q (28212.090000 sec): 3 clusters Score: Raw -2653942.575624 + Penalty 4847.256850 = -2649095.318774 nChanged 486 SP:Iteration 34Q (28212.360000 sec): 3 clusters Score: Raw -2654194.340135 + Penalty 4847.256850 = -2649347.083285 nChanged 491 SP:Iteration 35Q (28212.630000 sec): 3 clusters Score: Raw -2654505.831965 + Penalty 4847.256850 = -2649658.575115 nChanged 510 SP:Iteration 36Q (28212.930000 sec): 3 clusters Score: Raw -2654845.737592 + Penalty 4847.256850 = -2649998.480742 nChanged 463 SP:Iteration 37Q (28213.210000 sec): 3 clusters Score: Raw -2655147.846105 + Penalty 4847.256850 = -2650300.589255 nChanged 360 SP:Iteration 38Q (28213.530000 sec): 3 clusters Score: Raw -2655374.088459 + Penalty 4847.256850 = -2650526.831609 nChanged 304 SP:Iteration 39Q (28213.790000 sec): 3 clusters Score: Raw -2655574.154071 + Penalty 4847.256850 = -2650726.897221 nChanged 217 SP:Iteration 40F (28214.080000 sec): 3 clusters Score: Raw -2655715.268383 + Penalty 4847.256850 = -2650868.011533 nChanged 172 SP:Iteration 41Q (28214.360000 sec): 3 clusters Score: Raw -2655819.893157 + Penalty 4847.256850 = -2650972.636307 nChanged 147 SP:Iteration 42Q (28214.630000 sec): 3 clusters Score: Raw -2655885.969500 + Penalty 4847.256850 = -2651038.712650 nChanged 102 SP:Iteration 43Q (28214.930000 sec): 3 clusters Score: Raw -2655923.745490 + Penalty 4847.256850 = -2651076.488640 nChanged 69 SP:Iteration 44Q (28215.180000 sec): 3 clusters Score: Raw -2655947.092302 + Penalty 4847.256850 = -2651099.835452 nChanged 48 SP:Iteration 45Q (28215.460000 sec): 3 clusters Score: Raw -2655960.541756 + Penalty 4847.256850 = -2651113.284906 nChanged 42 SP:Iteration 46Q (28215.730000 sec): 3 clusters Score: Raw -2655970.237925 + Penalty 4847.256850 = -2651122.981075 nChanged 44 SP:Iteration 47Q (28215.990000 sec): 3 clusters Score: Raw -2655981.016031 + Penalty 4847.256850 = -2651133.759181 nChanged 25 SP:Iteration 48Q (28216.250000 sec): 3 clusters Score: Raw -2655986.954677 + Penalty 4847.256850 = -2651139.697826 nChanged 21 SP:Iteration 49Q (28216.510000 sec): 3 clusters Score: Raw -2655991.949650 + Penalty 4847.256850 = -2651144.692800 nChanged 24 SP:Iteration 50Q (28216.780000 sec): 3 clusters Score: Raw -2655996.115917 + Penalty 4847.256850 = -2651148.859067 nChanged 16 SP:Iteration 51Q (28217.050000 sec): 3 clusters Score: Raw -2655999.085113 + Penalty 4847.256850 = -2651151.828263 nChanged 9 SP:Iteration 52Q (28217.320000 sec): 3 clusters Score: Raw -2656000.806680 + Penalty 4847.256850 = -2651153.549830 nChanged 4 SP:Iteration 53Q (28217.600000 sec): 3 clusters Score: Raw -2656001.365015 + Penalty 4847.256850 = -2651154.108165 nChanged 7 SP:Iteration 54Q (28217.840000 sec): 3 clusters Score: Raw -2656002.644017 + Penalty 4847.256850 = -2651155.387167 nChanged 6 SP:Iteration 55Q (28218.180000 sec): 3 clusters Score: Raw -2656003.586499 + Penalty 4847.256850 = -2651156.329649 nChanged 5 SP:Iteration 56Q (28218.430000 sec): 3 clusters Score: Raw -2656004.319602 + Penalty 4847.256850 = -2651157.062751 nChanged 6 SP:Iteration 57Q (28218.700000 sec): 3 clusters Score: Raw -2656005.078707 + Penalty 4847.256850 = -2651157.821857 nChanged 2 SP:Iteration 58Q (28218.990000 sec): 3 clusters Score: Raw -2656005.734560 + Penalty 4847.256850 = -2651158.477710 nChanged 3 SP:Iteration 59Q (28219.290000 sec): 3 clusters Score: Raw -2656006.114361 + Penalty 4847.256850 = -2651158.857511 nChanged 2 SP:Iteration 60F (28219.570000 sec): 3 clusters Score: Raw -2656006.494623 + Penalty 4847.256850 = -2651159.237773 nChanged 2 SP:Iteration 61Q (28219.860000 sec): 3 clusters Score: Raw -2656007.052887 + Penalty 4847.256850 = -2651159.796036 nChanged 4 SP:Iteration 62Q (28220.140000 sec): 3 clusters Score: Raw -2656007.710123 + Penalty 4847.256850 = -2651160.453273 nChanged 5 SP:Iteration 63Q (28220.420000 sec): 3 clusters Score: Raw -2656008.370022 + Penalty 4847.256850 = -2651161.113172 nChanged 5 SP:Iteration 64Q (28220.680000 sec): 3 clusters Score: Raw -2656009.085462 + Penalty 4847.256850 = -2651161.828612 nChanged 3 SP:Iteration 65Q (28220.940000 sec): 3 clusters Score: Raw -2656009.558687 + Penalty 4847.256850 = -2651162.301837 nChanged 5 SP:Iteration 66Q (28221.230000 sec): 3 clusters Score: Raw -2656010.379773 + Penalty 4847.256850 = -2651163.122923 nChanged 3 SP:Iteration 67Q (28221.510000 sec): 3 clusters Score: Raw -2656010.777241 + Penalty 4847.256850 = -2651163.520391 nChanged 0 SP:Iteration 68F (28221.810000 sec): 3 clusters Score: Raw -2656010.777241 + Penalty 4847.256850 = -2651163.520391 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 5.79 GB. Trying to split cluster 43 (2995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28221.920000 sec): 2 clusters Score: Raw -448805.183046 + Penalty 1985.165479 = -446820.017568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28222.130000 sec): 3 clusters Score: Raw -447587.147687 + Penalty 3970.330957 = -443616.816730 nChanged 1007 SP:Iteration 1F (28222.330000 sec): 3 clusters Score: Raw -448293.107485 + Penalty 3970.330957 = -444322.776528 nChanged 247 SP:Iteration 2F (28222.550000 sec): 3 clusters Score: Raw -448500.329778 + Penalty 3970.330957 = -444529.998820 nChanged 155 SP:Iteration 3F (28222.740000 sec): 3 clusters Score: Raw -448619.691309 + Penalty 3970.330957 = -444649.360352 nChanged 117 SP:Iteration 4Q (28222.970000 sec): 3 clusters Score: Raw -448711.680246 + Penalty 3970.330957 = -444741.349289 nChanged 94 SP:Iteration 5Q (28223.150000 sec): 3 clusters Score: Raw -448783.997365 + Penalty 3970.330957 = -444813.666408 nChanged 72 SP:Iteration 6Q (28223.340000 sec): 3 clusters Score: Raw -448848.358222 + Penalty 3970.330957 = -444878.027265 nChanged 78 SP:Iteration 7Q (28223.560000 sec): 3 clusters Score: Raw -448914.161825 + Penalty 3970.330957 = -444943.830867 nChanged 68 SP:Iteration 8Q (28223.760000 sec): 3 clusters Score: Raw -448982.742918 + Penalty 3970.330957 = -445012.411961 nChanged 79 SP:Iteration 9Q (28223.960000 sec): 3 clusters Score: Raw -449055.631038 + Penalty 3970.330957 = -445085.300080 nChanged 86 SP:Iteration 10Q (28224.160000 sec): 3 clusters Score: Raw -449141.756820 + Penalty 3970.330957 = -445171.425862 nChanged 93 SP:Iteration 11Q (28224.350000 sec): 3 clusters Score: Raw -449243.492608 + Penalty 3970.330957 = -445273.161651 nChanged 90 SP:Iteration 12Q (28224.540000 sec): 3 clusters Score: Raw -449331.747307 + Penalty 3970.330957 = -445361.416349 nChanged 88 SP:Iteration 13Q (28224.690000 sec): 3 clusters Score: Raw -449406.321200 + Penalty 3970.330957 = -445435.990243 nChanged 71 SP:Iteration 14Q (28224.910000 sec): 3 clusters Score: Raw -449459.737678 + Penalty 3970.330957 = -445489.406721 nChanged 53 SP:Iteration 15Q (28225.110000 sec): 3 clusters Score: Raw -449490.413513 + Penalty 3970.330957 = -445520.082556 nChanged 51 SP:Iteration 16Q (28225.290000 sec): 3 clusters Score: Raw -449528.134748 + Penalty 3970.330957 = -445557.803791 nChanged 43 SP:Iteration 17Q (28225.450000 sec): 3 clusters Score: Raw -449556.064080 + Penalty 3970.330957 = -445585.733123 nChanged 39 SP:Iteration 18Q (28225.640000 sec): 3 clusters Score: Raw -449585.357348 + Penalty 3970.330957 = -445615.026391 nChanged 31 SP:Iteration 19Q (28225.820000 sec): 3 clusters Score: Raw -449606.104445 + Penalty 3970.330957 = -445635.773488 nChanged 33 SP:Iteration 20F (28225.980000 sec): 3 clusters Score: Raw -449626.793571 + Penalty 3970.330957 = -445656.462614 nChanged 35 SP:Iteration 21Q (28226.170000 sec): 3 clusters Score: Raw -449644.636343 + Penalty 3970.330957 = -445674.305386 nChanged 25 SP:Iteration 22Q (28226.360000 sec): 3 clusters Score: Raw -449659.156829 + Penalty 3970.330957 = -445688.825872 nChanged 30 SP:Iteration 23Q (28226.550000 sec): 3 clusters Score: Raw -449675.015154 + Penalty 3970.330957 = -445704.684197 nChanged 17 SP:Iteration 24Q (28226.710000 sec): 3 clusters Score: Raw -449682.165618 + Penalty 3970.330957 = -445711.834660 nChanged 17 SP:Iteration 25Q (28226.910000 sec): 3 clusters Score: Raw -449691.480002 + Penalty 3970.330957 = -445721.149045 nChanged 15 SP:Iteration 26Q (28227.070000 sec): 3 clusters Score: Raw -449701.449772 + Penalty 3970.330957 = -445731.118815 nChanged 12 SP:Iteration 27Q (28227.260000 sec): 3 clusters Score: Raw -449710.258774 + Penalty 3970.330957 = -445739.927816 nChanged 14 SP:Iteration 28Q (28227.450000 sec): 3 clusters Score: Raw -449720.949193 + Penalty 3970.330957 = -445750.618235 nChanged 18 SP:Iteration 29Q (28227.650000 sec): 3 clusters Score: Raw -449731.720486 + Penalty 3970.330957 = -445761.389529 nChanged 7 SP:Iteration 30Q (28227.840000 sec): 3 clusters Score: Raw -449734.974843 + Penalty 3970.330957 = -445764.643885 nChanged 3 SP:Iteration 31Q (28228.010000 sec): 3 clusters Score: Raw -449737.368128 + Penalty 3970.330957 = -445767.037171 nChanged 5 SP:Iteration 32Q (28228.220000 sec): 3 clusters Score: Raw -449739.354173 + Penalty 3970.330957 = -445769.023216 nChanged 1 SP:Iteration 33Q (28228.410000 sec): 3 clusters Score: Raw -449739.641160 + Penalty 3970.330957 = -445769.310203 nChanged 0 SP:Iteration 34F (28228.580000 sec): 3 clusters Score: Raw -449739.641160 + Penalty 3970.330957 = -445769.310203 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (9117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28228.720000 sec): 2 clusters Score: Raw -1442575.835861 + Penalty 2261.238228 = -1440314.597633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28228.990000 sec): 3 clusters Score: Raw -1437686.992465 + Penalty 4522.476456 = -1433164.516008 nChanged 3740 SP:Iteration 1F (28229.190000 sec): 3 clusters Score: Raw -1439719.495099 + Penalty 4522.476456 = -1435197.018642 nChanged 625 SP:Iteration 2F (28229.420000 sec): 3 clusters Score: Raw -1440046.580707 + Penalty 4522.476456 = -1435524.104251 nChanged 505 SP:Iteration 3F (28229.690000 sec): 3 clusters Score: Raw -1440322.471245 + Penalty 4522.476456 = -1435799.994788 nChanged 433 SP:Iteration 4Q (28229.890000 sec): 3 clusters Score: Raw -1440551.045470 + Penalty 4522.476456 = -1436028.569014 nChanged 404 SP:Iteration 5Q (28230.160000 sec): 3 clusters Score: Raw -1440791.427163 + Penalty 4522.476456 = -1436268.950706 nChanged 439 SP:Iteration 6Q (28230.400000 sec): 3 clusters Score: Raw -1441058.874559 + Penalty 4522.476456 = -1436536.398103 nChanged 447 SP:Iteration 7Q (28230.630000 sec): 3 clusters Score: Raw -1441364.750671 + Penalty 4522.476456 = -1436842.274215 nChanged 434 SP:Iteration 8Q (28230.900000 sec): 3 clusters Score: Raw -1441669.838092 + Penalty 4522.476456 = -1437147.361635 nChanged 398 SP:Iteration 9Q (28231.110000 sec): 3 clusters Score: Raw -1441960.017022 + Penalty 4522.476456 = -1437437.540566 nChanged 329 SP:Iteration 10Q (28231.330000 sec): 3 clusters Score: Raw -1442187.384198 + Penalty 4522.476456 = -1437664.907741 nChanged 250 SP:Iteration 11Q (28231.570000 sec): 3 clusters Score: Raw -1442369.585362 + Penalty 4522.476456 = -1437847.108906 nChanged 198 SP:Iteration 12Q (28231.790000 sec): 3 clusters Score: Raw -1442520.957924 + Penalty 4522.476456 = -1437998.481467 nChanged 166 SP:Iteration 13Q (28231.990000 sec): 3 clusters Score: Raw -1442631.177738 + Penalty 4522.476456 = -1438108.701281 nChanged 120 SP:Iteration 14Q (28232.250000 sec): 3 clusters Score: Raw -1442711.426863 + Penalty 4522.476456 = -1438188.950406 nChanged 84 SP:Iteration 15Q (28232.450000 sec): 3 clusters Score: Raw -1442756.391496 + Penalty 4522.476456 = -1438233.915040 nChanged 58 SP:Iteration 16Q (28232.680000 sec): 3 clusters Score: Raw -1442782.610091 + Penalty 4522.476456 = -1438260.133634 nChanged 50 SP:Iteration 17Q (28232.920000 sec): 3 clusters Score: Raw -1442806.932465 + Penalty 4522.476456 = -1438284.456008 nChanged 41 SP:Iteration 18Q (28233.100000 sec): 3 clusters Score: Raw -1442832.625204 + Penalty 4522.476456 = -1438310.148747 nChanged 48 SP:Iteration 19Q (28233.370000 sec): 3 clusters Score: Raw -1442862.072873 + Penalty 4522.476456 = -1438339.596416 nChanged 35 SP:Iteration 20F (28233.600000 sec): 3 clusters Score: Raw -1442883.793157 + Penalty 4522.476456 = -1438361.316701 nChanged 30 SP:Iteration 21Q (28233.860000 sec): 3 clusters Score: Raw -1442900.815650 + Penalty 4522.476456 = -1438378.339193 nChanged 25 SP:Iteration 22Q (28234.080000 sec): 3 clusters Score: Raw -1442915.688390 + Penalty 4522.476456 = -1438393.211933 nChanged 21 SP:Iteration 23Q (28234.370000 sec): 3 clusters Score: Raw -1442929.959418 + Penalty 4522.476456 = -1438407.482962 nChanged 22 SP:Iteration 24Q (28234.580000 sec): 3 clusters Score: Raw -1442942.386322 + Penalty 4522.476456 = -1438419.909866 nChanged 15 SP:Iteration 25Q (28234.850000 sec): 3 clusters Score: Raw -1442951.654961 + Penalty 4522.476456 = -1438429.178505 nChanged 16 SP:Iteration 26Q (28235.080000 sec): 3 clusters Score: Raw -1442960.504439 + Penalty 4522.476456 = -1438438.027982 nChanged 12 SP:Iteration 27Q (28235.300000 sec): 3 clusters Score: Raw -1442965.870573 + Penalty 4522.476456 = -1438443.394116 nChanged 6 SP:Iteration 28Q (28235.500000 sec): 3 clusters Score: Raw -1442969.138293 + Penalty 4522.476456 = -1438446.661836 nChanged 5 SP:Iteration 29Q (28235.780000 sec): 3 clusters Score: Raw -1442971.968593 + Penalty 4522.476456 = -1438449.492136 nChanged 5 SP:Iteration 30Q (28236.000000 sec): 3 clusters Score: Raw -1442974.823857 + Penalty 4522.476456 = -1438452.347400 nChanged 5 SP:Iteration 31Q (28236.250000 sec): 3 clusters Score: Raw -1442977.029692 + Penalty 4522.476456 = -1438454.553235 nChanged 2 SP:Iteration 32Q (28236.460000 sec): 3 clusters Score: Raw -1442978.032037 + Penalty 4522.476456 = -1438455.555580 nChanged 1 SP:Iteration 33Q (28236.710000 sec): 3 clusters Score: Raw -1442978.562774 + Penalty 4522.476456 = -1438456.086318 nChanged 2 SP:Iteration 34Q (28236.960000 sec): 3 clusters Score: Raw -1442979.388782 + Penalty 4522.476456 = -1438456.912326 nChanged 1 SP:Iteration 35Q (28237.160000 sec): 3 clusters Score: Raw -1442980.462447 + Penalty 4522.476456 = -1438457.985990 nChanged 4 SP:Iteration 36Q (28237.420000 sec): 3 clusters Score: Raw -1442982.669404 + Penalty 4522.476456 = -1438460.192947 nChanged 2 SP:Iteration 37Q (28237.620000 sec): 3 clusters Score: Raw -1442984.088169 + Penalty 4522.476456 = -1438461.611713 nChanged 4 SP:Iteration 38Q (28237.870000 sec): 3 clusters Score: Raw -1442986.460196 + Penalty 4522.476456 = -1438463.983740 nChanged 2 SP:Iteration 39Q (28238.080000 sec): 3 clusters Score: Raw -1442986.880727 + Penalty 4522.476456 = -1438464.404271 nChanged 0 SP:Iteration 40F (28238.340000 sec): 3 clusters Score: Raw -1442986.880727 + Penalty 4522.476456 = -1438464.404271 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28238.430000 sec): 2 clusters Score: Raw -25479.585774 + Penalty 1282.280031 = -24197.305743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28238.620000 sec): 3 clusters Score: Raw -25640.813302 + Penalty 2564.560062 = -23076.253240 nChanged 13 SP:Iteration 1F (28238.800000 sec): 3 clusters Score: Raw -25718.927704 + Penalty 2564.560062 = -23154.367642 nChanged 1 SP:Iteration 2Q (28238.960000 sec): 3 clusters Score: Raw -25723.007315 + Penalty 2564.560062 = -23158.447253 nChanged 0 SP:Iteration 3F (28239.120000 sec): 3 clusters Score: Raw -25723.007315 + Penalty 2564.560062 = -23158.447253 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 46 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28239.210000 sec): 2 clusters Score: Raw -60057.014164 + Penalty 1478.329324 = -58578.684840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28239.390000 sec): 3 clusters Score: Raw -60133.154349 + Penalty 2956.658648 = -57176.495701 nChanged 61 SP:Iteration 1F (28239.610000 sec): 3 clusters Score: Raw -60295.822685 + Penalty 2956.658648 = -57339.164037 nChanged 20 SP:Iteration 2F (28239.760000 sec): 3 clusters Score: Raw -60360.442208 + Penalty 2956.658648 = -57403.783560 nChanged 5 SP:Iteration 3Q (28239.960000 sec): 3 clusters Score: Raw -60383.253291 + Penalty 2956.658648 = -57426.594643 nChanged 5 SP:Iteration 4Q (28240.110000 sec): 3 clusters Score: Raw -60393.347693 + Penalty 2956.658648 = -57436.689045 nChanged 4 SP:Iteration 5Q (28240.270000 sec): 3 clusters Score: Raw -60404.786026 + Penalty 2956.658648 = -57448.127378 nChanged 1 SP:Iteration 6Q (28240.490000 sec): 3 clusters Score: Raw -60431.879231 + Penalty 2956.658648 = -57475.220583 nChanged 5 SP:Iteration 7Q (28240.630000 sec): 3 clusters Score: Raw -60458.894895 + Penalty 2956.658648 = -57502.236247 nChanged 8 SP:Iteration 8Q (28240.820000 sec): 3 clusters Score: Raw -60537.843826 + Penalty 2956.658648 = -57581.185178 nChanged 5 SP:Iteration 9Q (28241.000000 sec): 3 clusters Score: Raw -60579.817588 + Penalty 2956.658648 = -57623.158940 nChanged 1 SP:Iteration 10Q (28241.190000 sec): 3 clusters Score: Raw -60586.314073 + Penalty 2956.658648 = -57629.655424 nChanged 1 SP:Iteration 11Q (28241.390000 sec): 3 clusters Score: Raw -60588.208277 + Penalty 2956.658648 = -57631.549629 nChanged 0 SP:Iteration 12F (28241.570000 sec): 3 clusters Score: Raw -60588.208277 + Penalty 2956.658648 = -57631.549629 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 47 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28241.670000 sec): 2 clusters Score: Raw -101291.320551 + Penalty 1606.670391 = -99684.650160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28241.810000 sec): 3 clusters Score: Raw -101247.526775 + Penalty 3213.340783 = -98034.185993 nChanged 134 SP:Iteration 1F (28242.000000 sec): 3 clusters Score: Raw -101505.545933 + Penalty 3213.340783 = -98292.205150 nChanged 44 SP:Iteration 2F (28242.170000 sec): 3 clusters Score: Raw -101576.512877 + Penalty 3213.340783 = -98363.172094 nChanged 20 SP:Iteration 3Q (28242.370000 sec): 3 clusters Score: Raw -101617.499772 + Penalty 3213.340783 = -98404.158990 nChanged 16 SP:Iteration 4Q (28242.510000 sec): 3 clusters Score: Raw -101649.077001 + Penalty 3213.340783 = -98435.736218 nChanged 11 SP:Iteration 5Q (28242.690000 sec): 3 clusters Score: Raw -101663.448007 + Penalty 3213.340783 = -98450.107225 nChanged 4 SP:Iteration 6Q (28242.880000 sec): 3 clusters Score: Raw -101672.713212 + Penalty 3213.340783 = -98459.372429 nChanged 7 SP:Iteration 7Q (28243.050000 sec): 3 clusters Score: Raw -101686.183628 + Penalty 3213.340783 = -98472.842845 nChanged 5 SP:Iteration 8Q (28243.220000 sec): 3 clusters Score: Raw -101693.644356 + Penalty 3213.340783 = -98480.303574 nChanged 4 SP:Iteration 9Q (28243.370000 sec): 3 clusters Score: Raw -101702.011650 + Penalty 3213.340783 = -98488.670868 nChanged 4 SP:Iteration 10Q (28243.540000 sec): 3 clusters Score: Raw -101708.961725 + Penalty 3213.340783 = -98495.620943 nChanged 1 SP:Iteration 11Q (28243.760000 sec): 3 clusters Score: Raw -101710.314792 + Penalty 3213.340783 = -98496.974009 nChanged 1 SP:Iteration 12Q (28243.910000 sec): 3 clusters Score: Raw -101711.800028 + Penalty 3213.340783 = -98498.459245 nChanged 0 SP:Iteration 13F (28244.090000 sec): 3 clusters Score: Raw -101711.800028 + Penalty 3213.340783 = -98498.459245 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 48 (467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28244.170000 sec): 2 clusters Score: Raw -63408.274309 + Penalty 1524.289656 = -61883.984653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28244.350000 sec): 3 clusters Score: Raw -63481.240915 + Penalty 3048.579312 = -60432.661603 nChanged 82 SP:Iteration 1F (28244.490000 sec): 3 clusters Score: Raw -63690.063837 + Penalty 3048.579312 = -60641.484525 nChanged 24 SP:Iteration 2F (28244.670000 sec): 3 clusters Score: Raw -63790.675535 + Penalty 3048.579312 = -60742.096223 nChanged 16 SP:Iteration 3Q (28244.840000 sec): 3 clusters Score: Raw -63881.945737 + Penalty 3048.579312 = -60833.366425 nChanged 14 SP:Iteration 4Q (28245.020000 sec): 3 clusters Score: Raw -63933.338663 + Penalty 3048.579312 = -60884.759351 nChanged 11 SP:Iteration 5Q (28245.190000 sec): 3 clusters Score: Raw -63991.784897 + Penalty 3048.579312 = -60943.205585 nChanged 13 SP:Iteration 6Q (28245.370000 sec): 3 clusters Score: Raw -64060.470093 + Penalty 3048.579312 = -61011.890781 nChanged 13 SP:Iteration 7Q (28245.510000 sec): 3 clusters Score: Raw -64140.283877 + Penalty 3048.579312 = -61091.704565 nChanged 18 SP:Iteration 8Q (28245.690000 sec): 3 clusters Score: Raw -64320.685512 + Penalty 3048.579312 = -61272.106200 nChanged 17 SP:Iteration 9Q (28245.890000 sec): 3 clusters Score: Raw -64498.224633 + Penalty 3048.579312 = -61449.645321 nChanged 21 SP:Iteration 10Q (28246.040000 sec): 3 clusters Score: Raw -64820.136635 + Penalty 3048.579312 = -61771.557323 nChanged 27 SP:Iteration 11F (28246.230000 sec): 3 clusters Score: Raw -65154.143895 + Penalty 3048.579312 = -62105.564584 nChanged 21 SP:Iteration 12Q (28246.410000 sec): 3 clusters Score: Raw -65511.192257 + Penalty 3048.579312 = -62462.612945 nChanged 20 SP:Iteration 13Q (28246.590000 sec): 3 clusters Score: Raw -65668.793181 + Penalty 3048.579312 = -62620.213869 nChanged 13 SP:Iteration 14Q (28246.760000 sec): 3 clusters Score: Raw -65730.898720 + Penalty 3048.579312 = -62682.319408 nChanged 6 SP:Iteration 15Q (28246.950000 sec): 3 clusters Score: Raw -65756.732796 + Penalty 3048.579312 = -62708.153484 nChanged 5 SP:Iteration 16Q (28247.110000 sec): 3 clusters Score: Raw -65776.866289 + Penalty 3048.579312 = -62728.286977 nChanged 4 SP:Iteration 17Q (28247.270000 sec): 3 clusters Score: Raw -65787.535109 + Penalty 3048.579312 = -62738.955798 nChanged 5 SP:Iteration 18Q (28247.440000 sec): 3 clusters Score: Raw -65802.011884 + Penalty 3048.579312 = -62753.432572 nChanged 2 SP:Iteration 19Q (28247.610000 sec): 3 clusters Score: Raw -65812.771892 + Penalty 3048.579312 = -62764.192580 nChanged 3 SP:Iteration 20F (28247.820000 sec): 3 clusters Score: Raw -65826.715841 + Penalty 3048.579312 = -62778.136529 nChanged 4 SP:Iteration 21Q (28247.980000 sec): 3 clusters Score: Raw -65851.103467 + Penalty 3048.579312 = -62802.524155 nChanged 3 SP:Iteration 22Q (28248.130000 sec): 3 clusters Score: Raw -65861.165218 + Penalty 3048.579312 = -62812.585906 nChanged 2 SP:Iteration 23Q (28248.290000 sec): 3 clusters Score: Raw -65871.033666 + Penalty 3048.579312 = -62822.454354 nChanged 2 SP:Iteration 24Q (28248.490000 sec): 3 clusters Score: Raw -65878.810488 + Penalty 3048.579312 = -62830.231176 nChanged 1 SP:Iteration 25Q (28248.680000 sec): 3 clusters Score: Raw -65882.963767 + Penalty 3048.579312 = -62834.384455 nChanged 0 SP:Iteration 26F (28248.900000 sec): 3 clusters Score: Raw -65882.963767 + Penalty 3048.579312 = -62834.384455 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 5.79 GB. Trying to split cluster 49 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28248.980000 sec): 2 clusters Score: Raw -25935.185851 + Penalty 1356.078915 = -24579.106936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28249.200000 sec): 3 clusters Score: Raw -26330.082330 + Penalty 2712.157830 = -23617.924500 nChanged 35 SP:Iteration 1F (28249.360000 sec): 3 clusters Score: Raw -26607.052698 + Penalty 2712.157830 = -23894.894868 nChanged 8 SP:Iteration 2Q (28249.550000 sec): 3 clusters Score: Raw -26700.401014 + Penalty 2712.157830 = -23988.243184 nChanged 10 SP:Iteration 3Q (28249.730000 sec): 3 clusters Score: Raw -26898.568382 + Penalty 2712.157830 = -24186.410552 nChanged 20 SP:Iteration 4F (28249.920000 sec): 3 clusters Score: Raw -27070.225163 + Penalty 2712.157830 = -24358.067333 nChanged 19 SP:Iteration 5F (28250.110000 sec): 3 clusters Score: Raw -27310.751639 + Penalty 2712.157830 = -24598.593809 nChanged 8 SP:Iteration 6Q (28250.290000 sec): 3 clusters Score: Raw -27429.708927 + Penalty 2712.157830 = -24717.551097 nChanged 6 SP:Iteration 7Q (28250.480000 sec): 3 clusters Score: Raw -27481.961243 + Penalty 2712.157830 = -24769.803413 nChanged 3 SP:Iteration 8Q (28250.650000 sec): 3 clusters Score: Raw -27543.526555 + Penalty 2712.157830 = -24831.368725 nChanged 4 SP:Iteration 9Q (28250.800000 sec): 3 clusters Score: Raw -27629.139381 + Penalty 2712.157830 = -24916.981551 nChanged 0 SP:Iteration 10F (28250.980000 sec): 3 clusters Score: Raw -27641.283297 + Penalty 2712.157830 = -24929.125467 nChanged 1 SP:Iteration 11Q (28251.150000 sec): 3 clusters Score: Raw -27664.672692 + Penalty 2712.157830 = -24952.514862 nChanged 1 SP:Iteration 12Q (28251.350000 sec): 3 clusters Score: Raw -27714.740282 + Penalty 2712.157830 = -25002.582452 nChanged 0 SP:Iteration 13F (28251.500000 sec): 3 clusters Score: Raw -27714.740282 + Penalty 2712.157830 = -25002.582452 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 5.79 GB. Trying to split cluster 51 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28251.600000 sec): 2 clusters Score: Raw -66293.455874 + Penalty 1525.877708 = -64767.578165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28251.820000 sec): 3 clusters Score: Raw -66439.811844 + Penalty 3051.755417 = -63388.056428 nChanged 84 SP:Iteration 1F (28251.980000 sec): 3 clusters Score: Raw -66636.889605 + Penalty 3051.755417 = -63585.134188 nChanged 37 SP:Iteration 2F (28252.150000 sec): 3 clusters Score: Raw -66785.077432 + Penalty 3051.755417 = -63733.322016 nChanged 22 SP:Iteration 3Q (28252.370000 sec): 3 clusters Score: Raw -66933.360807 + Penalty 3051.755417 = -63881.605390 nChanged 28 SP:Iteration 4F (28252.540000 sec): 3 clusters Score: Raw -67013.698573 + Penalty 3051.755417 = -63961.943156 nChanged 14 SP:Iteration 5Q (28252.750000 sec): 3 clusters Score: Raw -67074.059647 + Penalty 3051.755417 = -64022.304231 nChanged 9 SP:Iteration 6Q (28252.900000 sec): 3 clusters Score: Raw -67094.476041 + Penalty 3051.755417 = -64042.720624 nChanged 7 SP:Iteration 7Q (28253.050000 sec): 3 clusters Score: Raw -67119.565251 + Penalty 3051.755417 = -64067.809834 nChanged 8 SP:Iteration 8Q (28253.200000 sec): 3 clusters Score: Raw -67135.357726 + Penalty 3051.755417 = -64083.602310 nChanged 0 SP:Iteration 9F (28253.340000 sec): 3 clusters Score: Raw -67135.357726 + Penalty 3051.755417 = -64083.602310 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 52 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28253.450000 sec): 2 clusters Score: Raw -71179.632222 + Penalty 1533.668925 = -69645.963297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28253.580000 sec): 3 clusters Score: Raw -71244.339955 + Penalty 3067.337850 = -68177.002105 nChanged 87 SP:Iteration 1F (28253.800000 sec): 3 clusters Score: Raw -71514.544749 + Penalty 3067.337850 = -68447.206899 nChanged 36 SP:Iteration 2F (28253.950000 sec): 3 clusters Score: Raw -71726.130145 + Penalty 3067.337850 = -68658.792296 nChanged 19 SP:Iteration 3Q (28254.120000 sec): 3 clusters Score: Raw -71941.325398 + Penalty 3067.337850 = -68873.987548 nChanged 15 SP:Iteration 4Q (28254.290000 sec): 3 clusters Score: Raw -72181.039192 + Penalty 3067.337850 = -69113.701342 nChanged 18 SP:Iteration 5Q (28254.510000 sec): 3 clusters Score: Raw -72291.543213 + Penalty 3067.337850 = -69224.205364 nChanged 18 SP:Iteration 6Q (28254.680000 sec): 3 clusters Score: Raw -72400.280643 + Penalty 3067.337850 = -69332.942793 nChanged 14 SP:Iteration 7Q (28254.830000 sec): 3 clusters Score: Raw -72453.756511 + Penalty 3067.337850 = -69386.418661 nChanged 7 SP:Iteration 8Q (28255.040000 sec): 3 clusters Score: Raw -72494.954679 + Penalty 3067.337850 = -69427.616829 nChanged 7 SP:Iteration 9Q (28255.210000 sec): 3 clusters Score: Raw -72549.173019 + Penalty 3067.337850 = -69481.835169 nChanged 3 SP:Iteration 10Q (28255.350000 sec): 3 clusters Score: Raw -72572.046891 + Penalty 3067.337850 = -69504.709041 nChanged 1 SP:Iteration 11Q (28255.530000 sec): 3 clusters Score: Raw -72575.294747 + Penalty 3067.337850 = -69507.956897 nChanged 1 SP:Iteration 12Q (28255.710000 sec): 3 clusters Score: Raw -72576.655546 + Penalty 3067.337850 = -69509.317696 nChanged 0 SP:Iteration 13F (28255.910000 sec): 3 clusters Score: Raw -72584.049828 + Penalty 3067.337850 = -69516.711978 nChanged 1 SP:Iteration 14Q (28256.110000 sec): 3 clusters Score: Raw -72643.693939 + Penalty 3067.337850 = -69576.356089 nChanged 4 SP:Iteration 15Q (28256.260000 sec): 3 clusters Score: Raw -72657.245178 + Penalty 3067.337850 = -69589.907328 nChanged 1 SP:Iteration 16Q (28256.450000 sec): 3 clusters Score: Raw -72661.208604 + Penalty 3067.337850 = -69593.870754 nChanged 1 SP:Iteration 17Q (28256.620000 sec): 3 clusters Score: Raw -72662.280056 + Penalty 3067.337850 = -69594.942207 nChanged 0 SP:Iteration 18F (28256.790000 sec): 3 clusters Score: Raw -72662.280056 + Penalty 3067.337850 = -69594.942207 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 53 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28256.880000 sec): 2 clusters Score: Raw -25212.853484 + Penalty 1264.766874 = -23948.086610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28257.060000 sec): 3 clusters Score: Raw -25541.597452 + Penalty 2529.533748 = -23012.063704 nChanged 9 SP:Iteration 1F (28257.220000 sec): 3 clusters Score: Raw -25604.394689 + Penalty 2529.533748 = -23074.860941 nChanged 3 SP:Iteration 2Q (28257.360000 sec): 3 clusters Score: Raw -25640.020961 + Penalty 2529.533748 = -23110.487213 nChanged 1 SP:Iteration 3Q (28257.540000 sec): 3 clusters Score: Raw -25698.609826 + Penalty 2529.533748 = -23169.076078 nChanged 0 SP:Iteration 4F (28257.710000 sec): 3 clusters Score: Raw -25698.609826 + Penalty 2529.533748 = -23169.076078 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 54 (648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28257.790000 sec): 2 clusters Score: Raw -95470.842915 + Penalty 1605.524893 = -93865.318022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28257.970000 sec): 3 clusters Score: Raw -95444.246322 + Penalty 3211.049785 = -92233.196537 nChanged 178 SP:Iteration 1F (28258.140000 sec): 3 clusters Score: Raw -95857.156894 + Penalty 3211.049785 = -92646.107108 nChanged 61 SP:Iteration 2F (28258.300000 sec): 3 clusters Score: Raw -96202.971451 + Penalty 3211.049785 = -92991.921666 nChanged 57 SP:Iteration 3F (28258.480000 sec): 3 clusters Score: Raw -96602.751445 + Penalty 3211.049785 = -93391.701659 nChanged 53 SP:Iteration 4F (28258.640000 sec): 3 clusters Score: Raw -96932.279439 + Penalty 3211.049785 = -93721.229654 nChanged 37 SP:Iteration 5F (28258.800000 sec): 3 clusters Score: Raw -97099.837413 + Penalty 3211.049785 = -93888.787627 nChanged 26 SP:Iteration 6Q (28258.960000 sec): 3 clusters Score: Raw -97233.105507 + Penalty 3211.049785 = -94022.055722 nChanged 21 SP:Iteration 7Q (28259.110000 sec): 3 clusters Score: Raw -97398.131991 + Penalty 3211.049785 = -94187.082206 nChanged 13 SP:Iteration 8Q (28259.280000 sec): 3 clusters Score: Raw -97502.355893 + Penalty 3211.049785 = -94291.306108 nChanged 6 SP:Iteration 9Q (28259.450000 sec): 3 clusters Score: Raw -97548.415659 + Penalty 3211.049785 = -94337.365873 nChanged 8 SP:Iteration 10Q (28259.630000 sec): 3 clusters Score: Raw -97638.944558 + Penalty 3211.049785 = -94427.894772 nChanged 9 SP:Iteration 11Q (28259.800000 sec): 3 clusters Score: Raw -97779.638691 + Penalty 3211.049785 = -94568.588906 nChanged 8 SP:Iteration 12Q (28259.960000 sec): 3 clusters Score: Raw -97897.499131 + Penalty 3211.049785 = -94686.449346 nChanged 8 SP:Iteration 13Q (28260.090000 sec): 3 clusters Score: Raw -98098.009869 + Penalty 3211.049785 = -94886.960083 nChanged 9 SP:Iteration 14Q (28260.300000 sec): 3 clusters Score: Raw -98307.380744 + Penalty 3211.049785 = -95096.330958 nChanged 2 SP:Iteration 15Q (28260.480000 sec): 3 clusters Score: Raw -98434.225102 + Penalty 3211.049785 = -95223.175317 nChanged 1 SP:Iteration 16Q (28260.620000 sec): 3 clusters Score: Raw -98448.715228 + Penalty 3211.049785 = -95237.665443 nChanged 0 SP:Iteration 17F (28260.800000 sec): 3 clusters Score: Raw -98448.715228 + Penalty 3211.049785 = -95237.665443 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 5.79 GB. Trying to split cluster 55 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28260.880000 sec): 2 clusters Score: Raw -53934.923807 + Penalty 1504.969546 = -52429.954261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28261.080000 sec): 3 clusters Score: Raw -54060.673088 + Penalty 3009.939092 = -51050.733996 nChanged 98 SP:Iteration 1F (28261.260000 sec): 3 clusters Score: Raw -54542.732832 + Penalty 3009.939092 = -51532.793740 nChanged 45 SP:Iteration 2F (28261.400000 sec): 3 clusters Score: Raw -54790.480410 + Penalty 3009.939092 = -51780.541318 nChanged 33 SP:Iteration 3F (28261.560000 sec): 3 clusters Score: Raw -55247.677735 + Penalty 3009.939092 = -52237.738643 nChanged 22 SP:Iteration 4F (28261.760000 sec): 3 clusters Score: Raw -55447.672696 + Penalty 3009.939092 = -52437.733605 nChanged 13 SP:Iteration 5Q (28261.910000 sec): 3 clusters Score: Raw -55544.932075 + Penalty 3009.939092 = -52534.992983 nChanged 12 SP:Iteration 6Q (28262.100000 sec): 3 clusters Score: Raw -55654.585735 + Penalty 3009.939092 = -52644.646643 nChanged 11 SP:Iteration 7Q (28262.290000 sec): 3 clusters Score: Raw -55756.741106 + Penalty 3009.939092 = -52746.802014 nChanged 4 SP:Iteration 8Q (28262.460000 sec): 3 clusters Score: Raw -55799.866265 + Penalty 3009.939092 = -52789.927173 nChanged 4 SP:Iteration 9Q (28262.630000 sec): 3 clusters Score: Raw -55840.801259 + Penalty 3009.939092 = -52830.862167 nChanged 2 SP:Iteration 10Q (28262.790000 sec): 3 clusters Score: Raw -55850.473169 + Penalty 3009.939092 = -52840.534077 nChanged 1 SP:Iteration 11Q (28262.960000 sec): 3 clusters Score: Raw -55858.224627 + Penalty 3009.939092 = -52848.285535 nChanged 0 SP:Iteration 12F (28263.080000 sec): 3 clusters Score: Raw -55858.224627 + Penalty 3009.939092 = -52848.285535 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 5.79 GB. Trying to split cluster 56 (2532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28263.190000 sec): 2 clusters Score: Raw -398636.484534 + Penalty 1943.517666 = -396692.966868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28263.380000 sec): 3 clusters Score: Raw -397643.278663 + Penalty 3887.035332 = -393756.243330 nChanged 830 SP:Iteration 1F (28263.550000 sec): 3 clusters Score: Raw -398209.998358 + Penalty 3887.035332 = -394322.963026 nChanged 169 SP:Iteration 2F (28263.710000 sec): 3 clusters Score: Raw -398321.778317 + Penalty 3887.035332 = -394434.742984 nChanged 97 SP:Iteration 3Q (28263.920000 sec): 3 clusters Score: Raw -398387.936374 + Penalty 3887.035332 = -394500.901042 nChanged 66 SP:Iteration 4Q (28264.110000 sec): 3 clusters Score: Raw -398430.862594 + Penalty 3887.035332 = -394543.827262 nChanged 53 SP:Iteration 5Q (28264.270000 sec): 3 clusters Score: Raw -398471.210115 + Penalty 3887.035332 = -394584.174782 nChanged 52 SP:Iteration 6Q (28264.470000 sec): 3 clusters Score: Raw -398505.168270 + Penalty 3887.035332 = -394618.132938 nChanged 59 SP:Iteration 7Q (28264.670000 sec): 3 clusters Score: Raw -398542.377731 + Penalty 3887.035332 = -394655.342398 nChanged 44 SP:Iteration 8Q (28264.830000 sec): 3 clusters Score: Raw -398575.888462 + Penalty 3887.035332 = -394688.853130 nChanged 44 SP:Iteration 9Q (28265.000000 sec): 3 clusters Score: Raw -398603.911213 + Penalty 3887.035332 = -394716.875880 nChanged 48 SP:Iteration 10Q (28265.190000 sec): 3 clusters Score: Raw -398635.797017 + Penalty 3887.035332 = -394748.761684 nChanged 46 SP:Iteration 11Q (28265.370000 sec): 3 clusters Score: Raw -398664.968348 + Penalty 3887.035332 = -394777.933016 nChanged 47 SP:Iteration 12Q (28265.540000 sec): 3 clusters Score: Raw -398694.828232 + Penalty 3887.035332 = -394807.792899 nChanged 51 SP:Iteration 13Q (28265.730000 sec): 3 clusters Score: Raw -398733.026792 + Penalty 3887.035332 = -394845.991459 nChanged 51 SP:Iteration 14Q (28265.910000 sec): 3 clusters Score: Raw -398767.852397 + Penalty 3887.035332 = -394880.817065 nChanged 50 SP:Iteration 15Q (28266.070000 sec): 3 clusters Score: Raw -398811.601253 + Penalty 3887.035332 = -394924.565921 nChanged 59 SP:Iteration 16Q (28266.290000 sec): 3 clusters Score: Raw -398857.450186 + Penalty 3887.035332 = -394970.414854 nChanged 57 SP:Iteration 17Q (28266.470000 sec): 3 clusters Score: Raw -398905.734119 + Penalty 3887.035332 = -395018.698786 nChanged 50 SP:Iteration 18Q (28266.620000 sec): 3 clusters Score: Raw -398947.329010 + Penalty 3887.035332 = -395060.293678 nChanged 48 SP:Iteration 19Q (28266.850000 sec): 3 clusters Score: Raw -398988.906968 + Penalty 3887.035332 = -395101.871636 nChanged 47 SP:Iteration 20F (28267.040000 sec): 3 clusters Score: Raw -399034.420096 + Penalty 3887.035332 = -395147.384764 nChanged 51 SP:Iteration 21Q (28267.240000 sec): 3 clusters Score: Raw -399082.803223 + Penalty 3887.035332 = -395195.767891 nChanged 45 SP:Iteration 22Q (28267.450000 sec): 3 clusters Score: Raw -399124.798545 + Penalty 3887.035332 = -395237.763212 nChanged 36 SP:Iteration 23Q (28267.620000 sec): 3 clusters Score: Raw -399152.644863 + Penalty 3887.035332 = -395265.609530 nChanged 27 SP:Iteration 24Q (28267.820000 sec): 3 clusters Score: Raw -399180.384945 + Penalty 3887.035332 = -395293.349613 nChanged 20 SP:Iteration 25Q (28268.010000 sec): 3 clusters Score: Raw -399203.343004 + Penalty 3887.035332 = -395316.307671 nChanged 22 SP:Iteration 26Q (28268.220000 sec): 3 clusters Score: Raw -399228.453333 + Penalty 3887.035332 = -395341.418000 nChanged 22 SP:Iteration 27Q (28268.390000 sec): 3 clusters Score: Raw -399248.285717 + Penalty 3887.035332 = -395361.250385 nChanged 14 SP:Iteration 28Q (28268.570000 sec): 3 clusters Score: Raw -399259.440763 + Penalty 3887.035332 = -395372.405431 nChanged 10 SP:Iteration 29Q (28268.810000 sec): 3 clusters Score: Raw -399266.427387 + Penalty 3887.035332 = -395379.392054 nChanged 4 SP:Iteration 30Q (28268.960000 sec): 3 clusters Score: Raw -399268.072928 + Penalty 3887.035332 = -395381.037595 nChanged 4 SP:Iteration 31Q (28269.170000 sec): 3 clusters Score: Raw -399270.473204 + Penalty 3887.035332 = -395383.437872 nChanged 1 SP:Iteration 32Q (28269.330000 sec): 3 clusters Score: Raw -399271.134047 + Penalty 3887.035332 = -395384.098714 nChanged 1 SP:Iteration 33Q (28269.550000 sec): 3 clusters Score: Raw -399272.945575 + Penalty 3887.035332 = -395385.910242 nChanged 2 SP:Iteration 34Q (28269.700000 sec): 3 clusters Score: Raw -399275.034685 + Penalty 3887.035332 = -395387.999353 nChanged 4 SP:Iteration 35Q (28269.850000 sec): 3 clusters Score: Raw -399277.934444 + Penalty 3887.035332 = -395390.899111 nChanged 3 SP:Iteration 36Q (28270.020000 sec): 3 clusters Score: Raw -399279.791308 + Penalty 3887.035332 = -395392.755975 nChanged 2 SP:Iteration 37Q (28270.170000 sec): 3 clusters Score: Raw -399281.286467 + Penalty 3887.035332 = -395394.251134 nChanged 3 SP:Iteration 38Q (28270.340000 sec): 3 clusters Score: Raw -399283.563294 + Penalty 3887.035332 = -395396.527962 nChanged 1 SP:Iteration 39Q (28270.520000 sec): 3 clusters Score: Raw -399283.837174 + Penalty 3887.035332 = -395396.801842 nChanged 1 SP:Iteration 40F (28270.700000 sec): 3 clusters Score: Raw -399283.922739 + Penalty 3887.035332 = -395396.887406 nChanged 1 SP:Iteration 41Q (28270.870000 sec): 3 clusters Score: Raw -399284.675889 + Penalty 3887.035332 = -395397.640557 nChanged 0 SP:Iteration 42F (28271.050000 sec): 3 clusters Score: Raw -399284.675889 + Penalty 3887.035332 = -395397.640557 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 57 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28271.170000 sec): 2 clusters Score: Raw -135888.768806 + Penalty 1692.444670 = -134196.324136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28271.360000 sec): 3 clusters Score: Raw -135772.845287 + Penalty 3384.889340 = -132387.955947 nChanged 227 SP:Iteration 1F (28271.570000 sec): 3 clusters Score: Raw -136061.747076 + Penalty 3384.889340 = -132676.857736 nChanged 53 SP:Iteration 2F (28271.750000 sec): 3 clusters Score: Raw -136164.089720 + Penalty 3384.889340 = -132779.200380 nChanged 44 SP:Iteration 3Q (28271.890000 sec): 3 clusters Score: Raw -136239.329012 + Penalty 3384.889340 = -132854.439672 nChanged 30 SP:Iteration 4Q (28272.070000 sec): 3 clusters Score: Raw -136320.181463 + Penalty 3384.889340 = -132935.292122 nChanged 27 SP:Iteration 5Q (28272.250000 sec): 3 clusters Score: Raw -136384.685237 + Penalty 3384.889340 = -132999.795897 nChanged 18 SP:Iteration 6Q (28272.430000 sec): 3 clusters Score: Raw -136444.702736 + Penalty 3384.889340 = -133059.813395 nChanged 27 SP:Iteration 7Q (28272.610000 sec): 3 clusters Score: Raw -136512.153515 + Penalty 3384.889340 = -133127.264175 nChanged 27 SP:Iteration 8Q (28272.830000 sec): 3 clusters Score: Raw -136608.032659 + Penalty 3384.889340 = -133223.143318 nChanged 29 SP:Iteration 9Q (28272.980000 sec): 3 clusters Score: Raw -136689.714683 + Penalty 3384.889340 = -133304.825343 nChanged 19 SP:Iteration 10Q (28273.150000 sec): 3 clusters Score: Raw -136746.739393 + Penalty 3384.889340 = -133361.850053 nChanged 12 SP:Iteration 11Q (28273.330000 sec): 3 clusters Score: Raw -136781.970959 + Penalty 3384.889340 = -133397.081618 nChanged 14 SP:Iteration 12Q (28273.520000 sec): 3 clusters Score: Raw -136835.109086 + Penalty 3384.889340 = -133450.219746 nChanged 20 SP:Iteration 13Q (28273.690000 sec): 3 clusters Score: Raw -136949.201284 + Penalty 3384.889340 = -133564.311944 nChanged 28 SP:Iteration 14Q (28273.840000 sec): 3 clusters Score: Raw -137142.885476 + Penalty 3384.889340 = -133757.996135 nChanged 26 SP:Iteration 15Q (28274.010000 sec): 3 clusters Score: Raw -137252.713797 + Penalty 3384.889340 = -133867.824457 nChanged 22 SP:Iteration 16Q (28274.190000 sec): 3 clusters Score: Raw -137308.772451 + Penalty 3384.889340 = -133923.883111 nChanged 20 SP:Iteration 17Q (28274.410000 sec): 3 clusters Score: Raw -137383.828479 + Penalty 3384.889340 = -133998.939138 nChanged 18 SP:Iteration 18Q (28274.560000 sec): 3 clusters Score: Raw -137504.445091 + Penalty 3384.889340 = -134119.555751 nChanged 15 SP:Iteration 19Q (28274.750000 sec): 3 clusters Score: Raw -137588.094721 + Penalty 3384.889340 = -134203.205380 nChanged 5 SP:Iteration 20F (28274.930000 sec): 3 clusters Score: Raw -137615.950021 + Penalty 3384.889340 = -134231.060681 nChanged 2 SP:Iteration 21Q (28275.090000 sec): 3 clusters Score: Raw -137621.656865 + Penalty 3384.889340 = -134236.767524 nChanged 0 SP:Iteration 22F (28275.280000 sec): 3 clusters Score: Raw -137621.656865 + Penalty 3384.889340 = -134236.767524 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 5.79 GB. Trying to split cluster 58 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28275.380000 sec): 2 clusters Score: Raw -26874.461193 + Penalty 1321.313290 = -25553.147903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28275.560000 sec): 3 clusters Score: Raw -27104.265902 + Penalty 2642.626580 = -24461.639323 nChanged 18 SP:Iteration 1F (28275.730000 sec): 3 clusters Score: Raw -27185.038621 + Penalty 2642.626580 = -24542.412041 nChanged 4 SP:Iteration 2Q (28275.930000 sec): 3 clusters Score: Raw -27201.958233 + Penalty 2642.626580 = -24559.331653 nChanged 1 SP:Iteration 3Q (28276.110000 sec): 3 clusters Score: Raw -27205.916633 + Penalty 2642.626580 = -24563.290053 nChanged 1 SP:Iteration 4Q (28276.260000 sec): 3 clusters Score: Raw -27209.620985 + Penalty 2642.626580 = -24566.994406 nChanged 0 SP:Iteration 5F (28276.460000 sec): 3 clusters Score: Raw -27209.620985 + Penalty 2642.626580 = -24566.994406 nChanged 0 Deleting Class 60 (130 points): Lose 2113.397772 but Gain 3363.489561 Iteration 139Q (28312.700000 sec): 64 clusters Score: Raw -120276018.973766 + Penalty 211899.842316 = -120064119.131449 nChanged 1626 Iteration 140F (28411.260000 sec): 64 clusters Score: Raw -120278521.401680 + Penalty 211899.842316 = -120066621.559363 nChanged 1396 Iteration 141Q (28454.480000 sec): 64 clusters Score: Raw -120279283.956476 + Penalty 211899.842316 = -120067384.114159 nChanged 863 Iteration 142Q (28510.660000 sec): 64 clusters Score: Raw -120279609.311737 + Penalty 211899.842316 = -120067709.469420 nChanged 565 Iteration 143Q (28557.090000 sec): 64 clusters Score: Raw -120279780.596177 + Penalty 211899.842316 = -120067880.753861 nChanged 415 Iteration 144Q (28604.710000 sec): 64 clusters Score: Raw -120279858.677729 + Penalty 211899.842316 = -120067958.835412 nChanged 285 Iteration 145Q (28646.630000 sec): 64 clusters Score: Raw -120279912.572780 + Penalty 211899.842316 = -120068012.730463 nChanged 226 Iteration 146Q (28687.890000 sec): 64 clusters Score: Raw -120279949.875149 + Penalty 211899.842316 = -120068050.032833 nChanged 166 Iteration 147Q (28721.940000 sec): 64 clusters Score: Raw -120279984.713510 + Penalty 211899.842316 = -120068084.871194 nChanged 124 Iteration 148Q (28763.860000 sec): 64 clusters Score: Raw -120280013.824799 + Penalty 211899.842316 = -120068113.982482 nChanged 104 Iteration 149Q (28805.700000 sec): 64 clusters Score: Raw -120280035.902074 + Penalty 211899.842316 = -120068136.059757 nChanged 83 Iteration 150Q (28846.940000 sec): 64 clusters Score: Raw -120280047.077585 + Penalty 211899.842316 = -120068147.235268 nChanged 76 Iteration 151Q (28885.550000 sec): 64 clusters Score: Raw -120280056.887930 + Penalty 211899.842316 = -120068157.045614 nChanged 60 Iteration 152Q (28923.830000 sec): 64 clusters Score: Raw -120280070.781194 + Penalty 211899.842316 = -120068170.938878 nChanged 52 Iteration 153Q (28957.660000 sec): 64 clusters Score: Raw -120280086.073248 + Penalty 211899.842316 = -120068186.230932 nChanged 38 Iteration 154Q (28997.370000 sec): 64 clusters Score: Raw -120280094.509169 + Penalty 211899.842316 = -120068194.666853 nChanged 40 Iteration 155Q (29041.670000 sec): 64 clusters Score: Raw -120280118.267075 + Penalty 211899.842316 = -120068218.424758 nChanged 46 Iteration 156Q (29086.730000 sec): 64 clusters Score: Raw -120280127.359679 + Penalty 211899.842316 = -120068227.517363 nChanged 29 Iteration 157Q (29130.810000 sec): 64 clusters Score: Raw -120280131.884132 + Penalty 211899.842316 = -120068232.041815 nChanged 32 Iteration 158Q (29173.200000 sec): 64 clusters Score: Raw -120280134.957532 + Penalty 211899.842316 = -120068235.115216 nChanged 18 Iteration 159Q (29214.480000 sec): 64 clusters Score: Raw -120280136.820389 + Penalty 211899.842316 = -120068236.978072 nChanged 19 Iteration 160F (29315.680000 sec): 64 clusters Score: Raw -120280201.227113 + Penalty 211899.842316 = -120068301.384796 nChanged 22 Iteration 161Q (29358.410000 sec): 64 clusters Score: Raw -120280216.714152 + Penalty 211899.842316 = -120068316.871836 nChanged 22 Iteration 162Q (29401.320000 sec): 64 clusters Score: Raw -120280223.211426 + Penalty 211899.842316 = -120068323.369109 nChanged 29 Iteration 163Q (29447.080000 sec): 64 clusters Score: Raw -120280230.827356 + Penalty 211899.842316 = -120068330.985039 nChanged 25 Iteration 164Q (29487.710000 sec): 64 clusters Score: Raw -120280233.708453 + Penalty 211899.842316 = -120068333.866136 nChanged 23 Iteration 165Q (29537.470000 sec): 64 clusters Score: Raw -120280236.944572 + Penalty 211899.842316 = -120068337.102255 nChanged 23 Iteration 166Q (29574.450000 sec): 64 clusters Score: Raw -120280239.418930 + Penalty 211899.842316 = -120068339.576613 nChanged 15 Iteration 167Q (29620.250000 sec): 64 clusters Score: Raw -120280240.663151 + Penalty 211899.842316 = -120068340.820834 nChanged 15 Iteration 168Q (29672.090000 sec): 64 clusters Score: Raw -120280241.260962 + Penalty 211899.842316 = -120068341.418645 nChanged 13 Iteration 169Q (29723.520000 sec): 64 clusters Score: Raw -120280241.959517 + Penalty 211899.842316 = -120068342.117201 nChanged 6 Iteration 170Q (29766.350000 sec): 64 clusters Score: Raw -120280242.727989 + Penalty 211899.842316 = -120068342.885672 nChanged 7 Iteration 171Q (29810.420000 sec): 64 clusters Score: Raw -120280243.638579 + Penalty 211899.842316 = -120068343.796262 nChanged 7 Iteration 172Q (29851.410000 sec): 64 clusters Score: Raw -120280244.427201 + Penalty 211899.842316 = -120068344.584885 nChanged 4 Iteration 173Q (29892.830000 sec): 64 clusters Score: Raw -120280245.127389 + Penalty 211899.842316 = -120068345.285073 nChanged 8 Iteration 174Q (29934.930000 sec): 64 clusters Score: Raw -120280245.979359 + Penalty 211899.842316 = -120068346.137043 nChanged 8 Iteration 175Q (29974.990000 sec): 64 clusters Score: Raw -120280246.289373 + Penalty 211899.842316 = -120068346.447057 nChanged 6 Iteration 176Q (30015.410000 sec): 64 clusters Score: Raw -120280246.627243 + Penalty 211899.842316 = -120068346.784927 nChanged 5 Iteration 177Q (30054.820000 sec): 64 clusters Score: Raw -120280247.163372 + Penalty 211899.842316 = -120068347.321056 nChanged 4 Iteration 178Q (30093.960000 sec): 64 clusters Score: Raw -120280247.240211 + Penalty 211899.842316 = -120068347.397895 nChanged 1 Writing temp clu file Because OldScore, -120068347.321056, is greater than current (better) Score,-120068347.397895 Compute initial score before splitting: Score: Raw -120280247.240211 + Penalty 211899.842316 = -120068347.397895 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30094.170000 sec): 2 clusters Score: Raw -112398.235194 + Penalty 1636.767884 = -110761.467310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30094.360000 sec): 3 clusters Score: Raw -112398.186970 + Penalty 3273.535768 = -109124.651202 nChanged 174 SP:Iteration 1F (30094.590000 sec): 3 clusters Score: Raw -112820.136173 + Penalty 3273.535768 = -109546.600405 nChanged 73 SP:Iteration 2F (30094.770000 sec): 3 clusters Score: Raw -113010.333758 + Penalty 3273.535768 = -109736.797991 nChanged 37 SP:Iteration 3F (30094.910000 sec): 3 clusters Score: Raw -113117.015097 + Penalty 3273.535768 = -109843.479329 nChanged 32 SP:Iteration 4Q (30095.070000 sec): 3 clusters Score: Raw -113202.991916 + Penalty 3273.535768 = -109929.456148 nChanged 21 SP:Iteration 5Q (30095.220000 sec): 3 clusters Score: Raw -113290.762785 + Penalty 3273.535768 = -110017.227017 nChanged 32 SP:Iteration 6Q (30095.420000 sec): 3 clusters Score: Raw -113428.279770 + Penalty 3273.535768 = -110154.744002 nChanged 31 SP:Iteration 7Q (30095.560000 sec): 3 clusters Score: Raw -113575.398443 + Penalty 3273.535768 = -110301.862675 nChanged 23 SP:Iteration 8Q (30095.740000 sec): 3 clusters Score: Raw -113703.830182 + Penalty 3273.535768 = -110430.294414 nChanged 12 SP:Iteration 9Q (30095.930000 sec): 3 clusters Score: Raw -113765.343605 + Penalty 3273.535768 = -110491.807838 nChanged 7 SP:Iteration 10Q (30096.070000 sec): 3 clusters Score: Raw -113797.466863 + Penalty 3273.535768 = -110523.931096 nChanged 4 SP:Iteration 11Q (30096.270000 sec): 3 clusters Score: Raw -113811.615577 + Penalty 3273.535768 = -110538.079810 nChanged 2 SP:Iteration 12Q (30096.430000 sec): 3 clusters Score: Raw -113821.324206 + Penalty 3273.535768 = -110547.788438 nChanged 2 SP:Iteration 13Q (30096.630000 sec): 3 clusters Score: Raw -113830.527005 + Penalty 3273.535768 = -110556.991238 nChanged 2 SP:Iteration 14Q (30096.760000 sec): 3 clusters Score: Raw -113834.278345 + Penalty 3273.535768 = -110560.742577 nChanged 1 SP:Iteration 15Q (30096.950000 sec): 3 clusters Score: Raw -113837.294387 + Penalty 3273.535768 = -110563.758620 nChanged 1 SP:Iteration 16Q (30097.170000 sec): 3 clusters Score: Raw -113838.488716 + Penalty 3273.535768 = -110564.952948 nChanged 1 SP:Iteration 17Q (30097.350000 sec): 3 clusters Score: Raw -113839.815337 + Penalty 3273.535768 = -110566.279569 nChanged 1 SP:Iteration 18Q (30097.490000 sec): 3 clusters Score: Raw -113841.445214 + Penalty 3273.535768 = -110567.909446 nChanged 2 SP:Iteration 19Q (30097.710000 sec): 3 clusters Score: Raw -113852.427858 + Penalty 3273.535768 = -110578.892090 nChanged 2 SP:Iteration 20F (30097.910000 sec): 3 clusters Score: Raw -113854.244493 + Penalty 3273.535768 = -110580.708726 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30097.950000 sec): 2 clusters Score: Raw -17086.661389 + Penalty 1187.297952 = -15899.363437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30098.170000 sec): 3 clusters Score: Raw -17363.210204 + Penalty 2374.595904 = -14988.614299 nChanged 9 SP:Iteration 1F (30098.310000 sec): 3 clusters Score: Raw -17463.781926 + Penalty 2374.595904 = -15089.186021 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30098.390000 sec): 2 clusters Score: Raw -91008.826454 + Penalty 1588.496658 = -89420.329796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30098.590000 sec): 3 clusters Score: Raw -90968.857144 + Penalty 3176.993315 = -87791.863829 nChanged 122 SP:Iteration 1F (30098.760000 sec): 3 clusters Score: Raw -91187.394973 + Penalty 3176.993315 = -88010.401658 nChanged 30 SP:Iteration 2Q (30098.920000 sec): 3 clusters Score: Raw -91255.129856 + Penalty 3176.993315 = -88078.136541 nChanged 15 SP:Iteration 3Q (30099.120000 sec): 3 clusters Score: Raw -91334.962484 + Penalty 3176.993315 = -88157.969169 nChanged 18 SP:Iteration 4Q (30099.310000 sec): 3 clusters Score: Raw -91400.251609 + Penalty 3176.993315 = -88223.258294 nChanged 15 SP:Iteration 5Q (30099.450000 sec): 3 clusters Score: Raw -91425.445367 + Penalty 3176.993315 = -88248.452052 nChanged 9 SP:Iteration 6Q (30099.630000 sec): 3 clusters Score: Raw -91442.446462 + Penalty 3176.993315 = -88265.453146 nChanged 2 SP:Iteration 7Q (30099.800000 sec): 3 clusters Score: Raw -91447.074009 + Penalty 3176.993315 = -88270.080694 nChanged 1 SP:Iteration 8Q (30099.990000 sec): 3 clusters Score: Raw -91448.632973 + Penalty 3176.993315 = -88271.639658 nChanged 0 SP:Iteration 9F (30100.140000 sec): 3 clusters Score: Raw -91448.632973 + Penalty 3176.993315 = -88271.639658 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30100.240000 sec): 2 clusters Score: Raw -26206.586119 + Penalty 1294.648245 = -24911.937874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30100.390000 sec): 3 clusters Score: Raw -26391.718127 + Penalty 2589.296489 = -23802.421638 nChanged 14 SP:Iteration 1F (30100.570000 sec): 3 clusters Score: Raw -26472.929151 + Penalty 2589.296489 = -23883.632661 nChanged 3 SP:Iteration 2Q (30100.750000 sec): 3 clusters Score: Raw -26491.426666 + Penalty 2589.296489 = -23902.130176 nChanged 2 SP:Iteration 3Q (30100.900000 sec): 3 clusters Score: Raw -26504.327493 + Penalty 2589.296489 = -23915.031004 nChanged 1 SP:Iteration 4Q (30101.090000 sec): 3 clusters Score: Raw -26507.990659 + Penalty 2589.296489 = -23918.694170 nChanged 0 SP:Iteration 5F (30101.240000 sec): 3 clusters Score: Raw -26507.990659 + Penalty 2589.296489 = -23918.694170 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (202171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30102.120000 sec): 2 clusters Score: Raw -32138955.576817 + Penalty 3029.783550 = -32135925.793267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30103.280000 sec): 3 clusters Score: Raw -32006636.615821 + Penalty 6059.567100 = -32000577.048721 nChanged 97080 SP:Iteration 1F (30104.410000 sec): 3 clusters Score: Raw -32063233.561431 + Penalty 6059.567100 = -32057173.994332 nChanged 5554 SP:Iteration 2Q (30105.600000 sec): 3 clusters Score: Raw -32064371.394593 + Penalty 6059.567100 = -32058311.827493 nChanged 5736 SP:Iteration 3Q (30106.730000 sec): 3 clusters Score: Raw -32065750.024826 + Penalty 6059.567100 = -32059690.457726 nChanged 6340 SP:Iteration 4Q (30107.890000 sec): 3 clusters Score: Raw -32067471.166005 + Penalty 6059.567100 = -32061411.598905 nChanged 7116 SP:Iteration 5Q (30109.030000 sec): 3 clusters Score: Raw -32069679.671587 + Penalty 6059.567100 = -32063620.104488 nChanged 7977 SP:Iteration 6Q (30110.170000 sec): 3 clusters Score: Raw -32072437.870309 + Penalty 6059.567100 = -32066378.303209 nChanged 8773 SP:Iteration 7Q (30111.300000 sec): 3 clusters Score: Raw -32075677.410083 + Penalty 6059.567100 = -32069617.842983 nChanged 9304 SP:Iteration 8Q (30112.450000 sec): 3 clusters Score: Raw -32079379.627058 + Penalty 6059.567100 = -32073320.059958 nChanged 9421 SP:Iteration 9Q (30113.620000 sec): 3 clusters Score: Raw -32083349.555189 + Penalty 6059.567100 = -32077289.988089 nChanged 9429 SP:Iteration 10Q (30114.850000 sec): 3 clusters Score: Raw -32087555.684634 + Penalty 6059.567100 = -32081496.117535 nChanged 9177 SP:Iteration 11Q (30116.240000 sec): 3 clusters Score: Raw -32091967.769296 + Penalty 6059.567100 = -32085908.202196 nChanged 8793 SP:Iteration 12Q (30117.890000 sec): 3 clusters Score: Raw -32096578.848209 + Penalty 6059.567100 = -32090519.281109 nChanged 8298 SP:Iteration 13Q (30119.460000 sec): 3 clusters Score: Raw -32101175.477611 + Penalty 6059.567100 = -32095115.910511 nChanged 7630 SP:Iteration 14Q (30120.800000 sec): 3 clusters Score: Raw -32104996.780237 + Penalty 6059.567100 = -32098937.213137 nChanged 6302 SP:Iteration 15Q (30122.240000 sec): 3 clusters Score: Raw -32107426.591492 + Penalty 6059.567100 = -32101367.024392 nChanged 4449 SP:Iteration 16Q (30123.620000 sec): 3 clusters Score: Raw -32108622.521143 + Penalty 6059.567100 = -32102562.954043 nChanged 3031 SP:Iteration 17Q (30124.740000 sec): 3 clusters Score: Raw -32109277.210665 + Penalty 6059.567100 = -32103217.643565 nChanged 2379 SP:Iteration 18Q (30125.920000 sec): 3 clusters Score: Raw -32109776.619195 + Penalty 6059.567100 = -32103717.052095 nChanged 2172 SP:Iteration 19Q (30127.140000 sec): 3 clusters Score: Raw -32110241.349814 + Penalty 6059.567100 = -32104181.782714 nChanged 2153 SP:Iteration 20F (30128.360000 sec): 3 clusters Score: Raw -32110711.179924 + Penalty 6059.567100 = -32104651.612824 nChanged 2196 SP:Iteration 21Q (30129.570000 sec): 3 clusters Score: Raw -32111213.388418 + Penalty 6059.567100 = -32105153.821318 nChanged 2315 SP:Iteration 22Q (30130.800000 sec): 3 clusters Score: Raw -32111743.444369 + Penalty 6059.567100 = -32105683.877269 nChanged 2413 SP:Iteration 23Q (30131.990000 sec): 3 clusters Score: Raw -32112312.642156 + Penalty 6059.567100 = -32106253.075056 nChanged 2481 SP:Iteration 24Q (30133.130000 sec): 3 clusters Score: Raw -32112928.895540 + Penalty 6059.567100 = -32106869.328440 nChanged 2667 SP:Iteration 25Q (30134.320000 sec): 3 clusters Score: Raw -32113645.773250 + Penalty 6059.567100 = -32107586.206150 nChanged 2818 SP:Iteration 26Q (30135.520000 sec): 3 clusters Score: Raw -32114441.351498 + Penalty 6059.567100 = -32108381.784398 nChanged 2953 SP:Iteration 27Q (30136.840000 sec): 3 clusters Score: Raw -32115349.028773 + Penalty 6059.567100 = -32109289.461674 nChanged 3137 SP:Iteration 28Q (30138.090000 sec): 3 clusters Score: Raw -32116391.416425 + Penalty 6059.567100 = -32110331.849325 nChanged 3287 SP:Iteration 29Q (30139.350000 sec): 3 clusters Score: Raw -32117559.478332 + Penalty 6059.567100 = -32111499.911233 nChanged 3380 SP:Iteration 30Q (30140.560000 sec): 3 clusters Score: Raw -32118862.975233 + Penalty 6059.567100 = -32112803.408133 nChanged 3486 SP:Iteration 31Q (30141.930000 sec): 3 clusters Score: Raw -32120317.047464 + Penalty 6059.567100 = -32114257.480364 nChanged 3635 SP:Iteration 32Q (30143.220000 sec): 3 clusters Score: Raw -32121990.257241 + Penalty 6059.567100 = -32115930.690142 nChanged 3712 SP:Iteration 33Q (30144.390000 sec): 3 clusters Score: Raw -32123818.968458 + Penalty 6059.567100 = -32117759.401358 nChanged 3640 SP:Iteration 34Q (30145.640000 sec): 3 clusters Score: Raw -32125711.483105 + Penalty 6059.567100 = -32119651.916005 nChanged 3500 SP:Iteration 35Q (30146.820000 sec): 3 clusters Score: Raw -32127605.265962 + Penalty 6059.567100 = -32121545.698863 nChanged 3313 SP:Iteration 36Q (30148.080000 sec): 3 clusters Score: Raw -32129469.960536 + Penalty 6059.567100 = -32123410.393436 nChanged 3020 SP:Iteration 37Q (30149.130000 sec): 3 clusters Score: Raw -32131122.847745 + Penalty 6059.567100 = -32125063.280645 nChanged 2752 SP:Iteration 38Q (30150.160000 sec): 3 clusters Score: Raw -32132599.493712 + Penalty 6059.567100 = -32126539.926612 nChanged 2452 SP:Iteration 39Q (30151.220000 sec): 3 clusters Score: Raw -32133934.199290 + Penalty 6059.567100 = -32127874.632190 nChanged 2137 SP:Iteration 40F (30152.460000 sec): 3 clusters Score: Raw -32135097.645905 + Penalty 6059.567100 = -32129038.078805 nChanged 1800 SP:Iteration 41Q (30153.580000 sec): 3 clusters Score: Raw -32136048.185080 + Penalty 6059.567100 = -32129988.617980 nChanged 1464 SP:Iteration 42Q (30154.700000 sec): 3 clusters Score: Raw -32136821.062498 + Penalty 6059.567100 = -32130761.495398 nChanged 1160 SP:Iteration 43Q (30155.730000 sec): 3 clusters Score: Raw -32137429.307865 + Penalty 6059.567100 = -32131369.740765 nChanged 913 SP:Iteration 44Q (30156.760000 sec): 3 clusters Score: Raw -32137910.696830 + Penalty 6059.567100 = -32131851.129731 nChanged 731 SP:Iteration 45Q (30157.860000 sec): 3 clusters Score: Raw -32138310.710398 + Penalty 6059.567100 = -32132251.143298 nChanged 556 SP:Iteration 46Q (30158.990000 sec): 3 clusters Score: Raw -32138671.788695 + Penalty 6059.567100 = -32132612.221595 nChanged 428 SP:Iteration 47Q (30160.060000 sec): 3 clusters Score: Raw -32139038.616548 + Penalty 6059.567100 = -32132979.049448 nChanged 324 SP:Iteration 48Q (30160.990000 sec): 3 clusters Score: Raw -32139403.100995 + Penalty 6059.567100 = -32133343.533895 nChanged 276 SP:Iteration 49Q (30162.010000 sec): 3 clusters Score: Raw -32139663.887511 + Penalty 6059.567100 = -32133604.320411 nChanged 272 SP:Iteration 50Q (30163.080000 sec): 3 clusters Score: Raw -32139840.972337 + Penalty 6059.567100 = -32133781.405237 nChanged 232 SP:Iteration 51Q (30164.530000 sec): 3 clusters Score: Raw -32139945.412277 + Penalty 6059.567100 = -32133885.845177 nChanged 163 SP:Iteration 52Q (30165.840000 sec): 3 clusters Score: Raw -32140014.648535 + Penalty 6059.567100 = -32133955.081435 nChanged 129 SP:Iteration 53Q (30167.200000 sec): 3 clusters Score: Raw -32140060.443347 + Penalty 6059.567100 = -32134000.876247 nChanged 120 SP:Iteration 54Q (30168.450000 sec): 3 clusters Score: Raw -32140098.475926 + Penalty 6059.567100 = -32134038.908826 nChanged 102 SP:Iteration 55Q (30169.540000 sec): 3 clusters Score: Raw -32140129.459271 + Penalty 6059.567100 = -32134069.892171 nChanged 103 SP:Iteration 56Q (30170.690000 sec): 3 clusters Score: Raw -32140158.903796 + Penalty 6059.567100 = -32134099.336696 nChanged 89 SP:Iteration 57Q (30171.720000 sec): 3 clusters Score: Raw -32140182.673411 + Penalty 6059.567100 = -32134123.106312 nChanged 74 SP:Iteration 58Q (30172.720000 sec): 3 clusters Score: Raw -32140202.704715 + Penalty 6059.567100 = -32134143.137615 nChanged 67 SP:Iteration 59Q (30173.760000 sec): 3 clusters Score: Raw -32140218.448579 + Penalty 6059.567100 = -32134158.881480 nChanged 62 SP:Iteration 60F (30175.020000 sec): 3 clusters Score: Raw -32140235.497523 + Penalty 6059.567100 = -32134175.930423 nChanged 67 SP:Iteration 61Q (30176.150000 sec): 3 clusters Score: Raw -32140251.581271 + Penalty 6059.567100 = -32134192.014171 nChanged 58 SP:Iteration 62Q (30177.160000 sec): 3 clusters Score: Raw -32140265.057970 + Penalty 6059.567100 = -32134205.490870 nChanged 46 SP:Iteration 63Q (30178.130000 sec): 3 clusters Score: Raw -32140274.577605 + Penalty 6059.567100 = -32134215.010505 nChanged 38 SP:Iteration 64Q (30179.120000 sec): 3 clusters Score: Raw -32140281.555826 + Penalty 6059.567100 = -32134221.988726 nChanged 30 SP:Iteration 65Q (30180.130000 sec): 3 clusters Score: Raw -32140285.951327 + Penalty 6059.567100 = -32134226.384227 nChanged 17 SP:Iteration 66Q (30181.020000 sec): 3 clusters Score: Raw -32140288.496298 + Penalty 6059.567100 = -32134228.929198 nChanged 13 SP:Iteration 67Q (30182.030000 sec): 3 clusters Score: Raw -32140290.202781 + Penalty 6059.567100 = -32134230.635681 nChanged 17 SP:Iteration 68Q (30182.930000 sec): 3 clusters Score: Raw -32140292.613357 + Penalty 6059.567100 = -32134233.046257 nChanged 21 SP:Iteration 69Q (30183.770000 sec): 3 clusters Score: Raw -32140296.031127 + Penalty 6059.567100 = -32134236.464027 nChanged 20 SP:Iteration 70Q (30184.630000 sec): 3 clusters Score: Raw -32140299.068032 + Penalty 6059.567100 = -32134239.500932 nChanged 18 SP:Iteration 71Q (30185.510000 sec): 3 clusters Score: Raw -32140301.719915 + Penalty 6059.567100 = -32134242.152816 nChanged 18 SP:Iteration 72Q (30186.470000 sec): 3 clusters Score: Raw -32140304.137201 + Penalty 6059.567100 = -32134244.570101 nChanged 15 SP:Iteration 73Q (30187.460000 sec): 3 clusters Score: Raw -32140306.123806 + Penalty 6059.567100 = -32134246.556707 nChanged 13 SP:Iteration 74Q (30188.440000 sec): 3 clusters Score: Raw -32140307.866964 + Penalty 6059.567100 = -32134248.299864 nChanged 11 SP:Iteration 75Q (30189.420000 sec): 3 clusters Score: Raw -32140309.147679 + Penalty 6059.567100 = -32134249.580579 nChanged 5 SP:Iteration 76Q (30190.440000 sec): 3 clusters Score: Raw -32140309.788697 + Penalty 6059.567100 = -32134250.221597 nChanged 9 SP:Iteration 77Q (30191.310000 sec): 3 clusters Score: Raw -32140310.694437 + Penalty 6059.567100 = -32134251.127337 nChanged 6 SP:Iteration 78Q (30192.240000 sec): 3 clusters Score: Raw -32140311.390352 + Penalty 6059.567100 = -32134251.823252 nChanged 10 SP:Iteration 79Q (30193.200000 sec): 3 clusters Score: Raw -32140312.385178 + Penalty 6059.567100 = -32134252.818078 nChanged 8 SP:Iteration 80F (30194.310000 sec): 3 clusters Score: Raw -32140313.525298 + Penalty 6059.567100 = -32134253.958198 nChanged 5 SP:Iteration 81Q (30195.250000 sec): 3 clusters Score: Raw -32140314.192312 + Penalty 6059.567100 = -32134254.625213 nChanged 4 SP:Iteration 82Q (30196.150000 sec): 3 clusters Score: Raw -32140314.586111 + Penalty 6059.567100 = -32134255.019011 nChanged 2 SP:Iteration 83Q (30197.270000 sec): 3 clusters Score: Raw -32140315.104288 + Penalty 6059.567100 = -32134255.537188 nChanged 2 SP:Iteration 84Q (30198.230000 sec): 3 clusters Score: Raw -32140315.484087 + Penalty 6059.567100 = -32134255.916987 nChanged 6 SP:Iteration 85Q (30199.280000 sec): 3 clusters Score: Raw -32140316.129937 + Penalty 6059.567100 = -32134256.562837 nChanged 6 SP:Iteration 86Q (30200.290000 sec): 3 clusters Score: Raw -32140316.661964 + Penalty 6059.567100 = -32134257.094864 nChanged 6 SP:Iteration 87Q (30201.410000 sec): 3 clusters Score: Raw -32140317.217962 + Penalty 6059.567100 = -32134257.650862 nChanged 7 SP:Iteration 88Q (30202.430000 sec): 3 clusters Score: Raw -32140318.110109 + Penalty 6059.567100 = -32134258.543009 nChanged 9 SP:Iteration 89Q (30203.440000 sec): 3 clusters Score: Raw -32140319.499328 + Penalty 6059.567100 = -32134259.932228 nChanged 9 SP:Iteration 90Q (30204.570000 sec): 3 clusters Score: Raw -32140320.554481 + Penalty 6059.567100 = -32134260.987381 nChanged 9 SP:Iteration 91Q (30205.720000 sec): 3 clusters Score: Raw -32140321.945440 + Penalty 6059.567100 = -32134262.378340 nChanged 9 SP:Iteration 92Q (30206.880000 sec): 3 clusters Score: Raw -32140323.020797 + Penalty 6059.567100 = -32134263.453697 nChanged 11 SP:Iteration 93Q (30207.940000 sec): 3 clusters Score: Raw -32140324.602720 + Penalty 6059.567100 = -32134265.035620 nChanged 14 SP:Iteration 94Q (30209.160000 sec): 3 clusters Score: Raw -32140326.387856 + Penalty 6059.567100 = -32134266.820756 nChanged 11 SP:Iteration 95Q (30210.200000 sec): 3 clusters Score: Raw -32140327.543384 + Penalty 6059.567100 = -32134267.976285 nChanged 8 SP:Iteration 96Q (30211.240000 sec): 3 clusters Score: Raw -32140328.512106 + Penalty 6059.567100 = -32134268.945006 nChanged 4 SP:Iteration 97Q (30212.350000 sec): 3 clusters Score: Raw -32140329.056283 + Penalty 6059.567100 = -32134269.489183 nChanged 6 SP:Iteration 98Q (30213.390000 sec): 3 clusters Score: Raw -32140329.604335 + Penalty 6059.567100 = -32134270.037236 nChanged 8 SP:Iteration 99Q (30214.530000 sec): 3 clusters Score: Raw -32140330.631064 + Penalty 6059.567100 = -32134271.063964 nChanged 8 SP:Iteration 100F (30215.780000 sec): 3 clusters Score: Raw -32140331.675311 + Penalty 6059.567100 = -32134272.108211 nChanged 9 SP:Iteration 101Q (30216.850000 sec): 3 clusters Score: Raw -32140332.581407 + Penalty 6059.567100 = -32134273.014307 nChanged 11 SP:Iteration 102Q (30218.070000 sec): 3 clusters Score: Raw -32140333.791048 + Penalty 6059.567100 = -32134274.223948 nChanged 8 SP:Iteration 103Q (30219.240000 sec): 3 clusters Score: Raw -32140334.723385 + Penalty 6059.567100 = -32134275.156285 nChanged 6 SP:Iteration 104Q (30220.270000 sec): 3 clusters Score: Raw -32140335.470025 + Penalty 6059.567100 = -32134275.902926 nChanged 9 SP:Iteration 105Q (30221.330000 sec): 3 clusters Score: Raw -32140336.713673 + Penalty 6059.567100 = -32134277.146573 nChanged 8 SP:Iteration 106Q (30222.620000 sec): 3 clusters Score: Raw -32140337.803650 + Penalty 6059.567100 = -32134278.236551 nChanged 10 SP:Iteration 107Q (30223.730000 sec): 3 clusters Score: Raw -32140339.244343 + Penalty 6059.567100 = -32134279.677243 nChanged 11 SP:Iteration 108Q (30225.090000 sec): 3 clusters Score: Raw -32140340.305652 + Penalty 6059.567100 = -32134280.738553 nChanged 9 SP:Iteration 109Q (30226.460000 sec): 3 clusters Score: Raw -32140341.368270 + Penalty 6059.567100 = -32134281.801170 nChanged 9 SP:Iteration 110Q (30227.560000 sec): 3 clusters Score: Raw -32140342.850543 + Penalty 6059.567100 = -32134283.283443 nChanged 9 SP:Iteration 111Q (30228.870000 sec): 3 clusters Score: Raw -32140344.390610 + Penalty 6059.567100 = -32134284.823510 nChanged 9 SP:Iteration 112Q (30229.990000 sec): 3 clusters Score: Raw -32140345.940867 + Penalty 6059.567100 = -32134286.373767 nChanged 14 SP:Iteration 113Q (30231.130000 sec): 3 clusters Score: Raw -32140348.163396 + Penalty 6059.567100 = -32134288.596296 nChanged 11 SP:Iteration 114Q (30232.360000 sec): 3 clusters Score: Raw -32140349.423664 + Penalty 6059.567100 = -32134289.856564 nChanged 8 SP:Iteration 115Q (30233.490000 sec): 3 clusters Score: Raw -32140350.258112 + Penalty 6059.567100 = -32134290.691012 nChanged 5 SP:Iteration 116Q (30234.750000 sec): 3 clusters Score: Raw -32140351.396276 + Penalty 6059.567100 = -32134291.829176 nChanged 8 SP:Iteration 117Q (30235.870000 sec): 3 clusters Score: Raw -32140352.481107 + Penalty 6059.567100 = -32134292.914007 nChanged 6 SP:Iteration 118Q (30237.220000 sec): 3 clusters Score: Raw -32140353.093813 + Penalty 6059.567100 = -32134293.526714 nChanged 5 SP:Iteration 119Q (30238.330000 sec): 3 clusters Score: Raw -32140353.706632 + Penalty 6059.567100 = -32134294.139532 nChanged 5 SP:Iteration 120F (30239.560000 sec): 3 clusters Score: Raw -32140354.042677 + Penalty 6059.567100 = -32134294.475577 nChanged 2 SP:Iteration 121Q (30240.740000 sec): 3 clusters Score: Raw -32140354.210873 + Penalty 6059.567100 = -32134294.643773 nChanged 2 SP:Iteration 122Q (30242.050000 sec): 3 clusters Score: Raw -32140354.562855 + Penalty 6059.567100 = -32134294.995755 nChanged 2 SP:Iteration 123Q (30243.100000 sec): 3 clusters Score: Raw -32140354.707144 + Penalty 6059.567100 = -32134295.140045 nChanged 1 SP:Iteration 124Q (30244.260000 sec): 3 clusters Score: Raw -32140354.795134 + Penalty 6059.567100 = -32134295.228034 nChanged 2 SP:Iteration 125Q (30245.330000 sec): 3 clusters Score: Raw -32140354.993278 + Penalty 6059.567100 = -32134295.426178 nChanged 5 SP:Iteration 126Q (30246.410000 sec): 3 clusters Score: Raw -32140355.773526 + Penalty 6059.567100 = -32134296.206426 nChanged 7 SP:Iteration 127Q (30247.540000 sec): 3 clusters Score: Raw -32140356.683087 + Penalty 6059.567100 = -32134297.115988 nChanged 7 SP:Iteration 128Q (30248.600000 sec): 3 clusters Score: Raw -32140357.664005 + Penalty 6059.567100 = -32134298.096905 nChanged 8 SP:Iteration 129Q (30249.900000 sec): 3 clusters Score: Raw -32140358.605782 + Penalty 6059.567100 = -32134299.038683 nChanged 10 SP:Iteration 130Q (30250.940000 sec): 3 clusters Score: Raw -32140359.612344 + Penalty 6059.567100 = -32134300.045244 nChanged 6 SP:Iteration 131Q (30251.950000 sec): 3 clusters Score: Raw -32140360.106219 + Penalty 6059.567100 = -32134300.539119 nChanged 5 SP:Iteration 132Q (30253.060000 sec): 3 clusters Score: Raw -32140360.810290 + Penalty 6059.567100 = -32134301.243191 nChanged 4 SP:Iteration 133Q (30254.120000 sec): 3 clusters Score: Raw -32140361.188017 + Penalty 6059.567100 = -32134301.620917 nChanged 3 SP:Iteration 134Q (30255.140000 sec): 3 clusters Score: Raw -32140361.470706 + Penalty 6059.567100 = -32134301.903606 nChanged 3 SP:Iteration 135Q (30256.260000 sec): 3 clusters Score: Raw -32140361.925240 + Penalty 6059.567100 = -32134302.358140 nChanged 2 SP:Iteration 136Q (30257.280000 sec): 3 clusters Score: Raw -32140362.139940 + Penalty 6059.567100 = -32134302.572840 nChanged 4 SP:Iteration 137Q (30258.410000 sec): 3 clusters Score: Raw -32140362.692970 + Penalty 6059.567100 = -32134303.125870 nChanged 4 SP:Iteration 138Q (30259.540000 sec): 3 clusters Score: Raw -32140363.213167 + Penalty 6059.567100 = -32134303.646067 nChanged 4 SP:Iteration 139Q (30260.730000 sec): 3 clusters Score: Raw -32140363.617310 + Penalty 6059.567100 = -32134304.050210 nChanged 1 SP:Iteration 140F (30262.130000 sec): 3 clusters Score: Raw -32140363.716962 + Penalty 6059.567100 = -32134304.149862 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30262.360000 sec): 2 clusters Score: Raw -849442.118876 + Penalty 2142.090582 = -847300.028294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30262.580000 sec): 3 clusters Score: Raw -846660.060278 + Penalty 4284.181164 = -842375.879114 nChanged 2226 SP:Iteration 1F (30262.790000 sec): 3 clusters Score: Raw -848022.676702 + Penalty 4284.181164 = -843738.495539 nChanged 471 SP:Iteration 2F (30263.020000 sec): 3 clusters Score: Raw -848398.964862 + Penalty 4284.181164 = -844114.783698 nChanged 387 SP:Iteration 3F (30263.190000 sec): 3 clusters Score: Raw -848728.994573 + Penalty 4284.181164 = -844444.813409 nChanged 323 SP:Iteration 4F (30263.440000 sec): 3 clusters Score: Raw -848997.096082 + Penalty 4284.181164 = -844712.914918 nChanged 278 SP:Iteration 5Q (30263.600000 sec): 3 clusters Score: Raw -849222.363186 + Penalty 4284.181164 = -844938.182022 nChanged 252 SP:Iteration 6Q (30263.850000 sec): 3 clusters Score: Raw -849412.486743 + Penalty 4284.181164 = -845128.305579 nChanged 219 SP:Iteration 7Q (30264.060000 sec): 3 clusters Score: Raw -849586.446204 + Penalty 4284.181164 = -845302.265040 nChanged 209 SP:Iteration 8Q (30264.240000 sec): 3 clusters Score: Raw -849769.412968 + Penalty 4284.181164 = -845485.231804 nChanged 210 SP:Iteration 9Q (30264.480000 sec): 3 clusters Score: Raw -849960.364905 + Penalty 4284.181164 = -845676.183741 nChanged 193 SP:Iteration 10Q (30264.730000 sec): 3 clusters Score: Raw -850139.274950 + Penalty 4284.181164 = -845855.093786 nChanged 185 SP:Iteration 11Q (30264.930000 sec): 3 clusters Score: Raw -850303.012173 + Penalty 4284.181164 = -846018.831009 nChanged 150 SP:Iteration 12Q (30265.130000 sec): 3 clusters Score: Raw -850405.127190 + Penalty 4284.181164 = -846120.946026 nChanged 97 SP:Iteration 13Q (30265.330000 sec): 3 clusters Score: Raw -850462.868106 + Penalty 4284.181164 = -846178.686942 nChanged 77 SP:Iteration 14Q (30265.530000 sec): 3 clusters Score: Raw -850495.792436 + Penalty 4284.181164 = -846211.611272 nChanged 51 SP:Iteration 15Q (30265.730000 sec): 3 clusters Score: Raw -850512.948076 + Penalty 4284.181164 = -846228.766912 nChanged 30 SP:Iteration 16Q (30265.970000 sec): 3 clusters Score: Raw -850521.692581 + Penalty 4284.181164 = -846237.511417 nChanged 24 SP:Iteration 17Q (30266.170000 sec): 3 clusters Score: Raw -850531.913145 + Penalty 4284.181164 = -846247.731982 nChanged 21 SP:Iteration 18Q (30266.420000 sec): 3 clusters Score: Raw -850539.204503 + Penalty 4284.181164 = -846255.023340 nChanged 13 SP:Iteration 19Q (30266.610000 sec): 3 clusters Score: Raw -850543.830311 + Penalty 4284.181164 = -846259.649147 nChanged 4 SP:Iteration 20F (30266.790000 sec): 3 clusters Score: Raw -850544.640377 + Penalty 4284.181164 = -846260.459213 nChanged 4 SP:Iteration 21Q (30267.000000 sec): 3 clusters Score: Raw -850546.019869 + Penalty 4284.181164 = -846261.838706 nChanged 3 SP:Iteration 22Q (30267.210000 sec): 3 clusters Score: Raw -850546.910124 + Penalty 4284.181164 = -846262.728961 nChanged 5 SP:Iteration 23Q (30267.410000 sec): 3 clusters Score: Raw -850548.673186 + Penalty 4284.181164 = -846264.492022 nChanged 6 SP:Iteration 24Q (30267.640000 sec): 3 clusters Score: Raw -850550.771606 + Penalty 4284.181164 = -846266.590442 nChanged 9 SP:Iteration 25Q (30267.850000 sec): 3 clusters Score: Raw -850553.035678 + Penalty 4284.181164 = -846268.854514 nChanged 7 SP:Iteration 26Q (30268.060000 sec): 3 clusters Score: Raw -850555.149965 + Penalty 4284.181164 = -846270.968802 nChanged 5 SP:Iteration 27Q (30268.330000 sec): 3 clusters Score: Raw -850556.472350 + Penalty 4284.181164 = -846272.291186 nChanged 1 SP:Iteration 28Q (30268.530000 sec): 3 clusters Score: Raw -850556.688664 + Penalty 4284.181164 = -846272.507500 nChanged 1 SP:Iteration 29Q (30268.730000 sec): 3 clusters Score: Raw -850556.851804 + Penalty 4284.181164 = -846272.670640 nChanged 2 SP:Iteration 30Q (30268.930000 sec): 3 clusters Score: Raw -850557.508105 + Penalty 4284.181164 = -846273.326941 nChanged 1 SP:Iteration 31Q (30269.150000 sec): 3 clusters Score: Raw -850557.731725 + Penalty 4284.181164 = -846273.550561 nChanged 3 SP:Iteration 32Q (30269.350000 sec): 3 clusters Score: Raw -850558.851196 + Penalty 4284.181164 = -846274.670032 nChanged 2 SP:Iteration 33Q (30269.580000 sec): 3 clusters Score: Raw -850559.568980 + Penalty 4284.181164 = -846275.387816 nChanged 4 SP:Iteration 34Q (30269.740000 sec): 3 clusters Score: Raw -850560.861596 + Penalty 4284.181164 = -846276.680433 nChanged 1 SP:Iteration 35Q (30270.010000 sec): 3 clusters Score: Raw -850561.139167 + Penalty 4284.181164 = -846276.958003 nChanged 0 SP:Iteration 36F (30270.210000 sec): 3 clusters Score: Raw -850561.139167 + Penalty 4284.181164 = -846276.958003 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30270.380000 sec): 2 clusters Score: Raw -1024145.122709 + Penalty 2184.623787 = -1021960.498922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30270.670000 sec): 3 clusters Score: Raw -1020783.408102 + Penalty 4369.247573 = -1016414.160529 nChanged 2664 SP:Iteration 1F (30270.870000 sec): 3 clusters Score: Raw -1022377.617661 + Penalty 4369.247573 = -1018008.370088 nChanged 560 SP:Iteration 2F (30271.080000 sec): 3 clusters Score: Raw -1022795.880784 + Penalty 4369.247573 = -1018426.633211 nChanged 454 SP:Iteration 3F (30271.280000 sec): 3 clusters Score: Raw -1023182.499252 + Penalty 4369.247573 = -1018813.251678 nChanged 447 SP:Iteration 4F (30271.520000 sec): 3 clusters Score: Raw -1023597.841773 + Penalty 4369.247573 = -1019228.594199 nChanged 439 SP:Iteration 5F (30271.730000 sec): 3 clusters Score: Raw -1023976.218993 + Penalty 4369.247573 = -1019606.971419 nChanged 383 SP:Iteration 6F (30271.950000 sec): 3 clusters Score: Raw -1024326.367243 + Penalty 4369.247573 = -1019957.119670 nChanged 313 SP:Iteration 7Q (30272.190000 sec): 3 clusters Score: Raw -1024586.920063 + Penalty 4369.247573 = -1020217.672490 nChanged 232 SP:Iteration 8Q (30272.380000 sec): 3 clusters Score: Raw -1024762.446146 + Penalty 4369.247573 = -1020393.198573 nChanged 158 SP:Iteration 9Q (30272.580000 sec): 3 clusters Score: Raw -1024867.474642 + Penalty 4369.247573 = -1020498.227068 nChanged 138 SP:Iteration 10Q (30272.840000 sec): 3 clusters Score: Raw -1024947.780024 + Penalty 4369.247573 = -1020578.532451 nChanged 107 SP:Iteration 11Q (30273.070000 sec): 3 clusters Score: Raw -1025005.425279 + Penalty 4369.247573 = -1020636.177706 nChanged 69 SP:Iteration 12Q (30273.290000 sec): 3 clusters Score: Raw -1025031.754893 + Penalty 4369.247573 = -1020662.507320 nChanged 36 SP:Iteration 13Q (30273.500000 sec): 3 clusters Score: Raw -1025044.427882 + Penalty 4369.247573 = -1020675.180309 nChanged 31 SP:Iteration 14Q (30273.700000 sec): 3 clusters Score: Raw -1025054.433706 + Penalty 4369.247573 = -1020685.186132 nChanged 19 SP:Iteration 15Q (30273.920000 sec): 3 clusters Score: Raw -1025061.433690 + Penalty 4369.247573 = -1020692.186117 nChanged 19 SP:Iteration 16Q (30274.140000 sec): 3 clusters Score: Raw -1025068.177850 + Penalty 4369.247573 = -1020698.930277 nChanged 15 SP:Iteration 17Q (30274.370000 sec): 3 clusters Score: Raw -1025074.195833 + Penalty 4369.247573 = -1020704.948260 nChanged 17 SP:Iteration 18Q (30274.600000 sec): 3 clusters Score: Raw -1025079.945848 + Penalty 4369.247573 = -1020710.698274 nChanged 13 SP:Iteration 19Q (30274.840000 sec): 3 clusters Score: Raw -1025084.528409 + Penalty 4369.247573 = -1020715.280836 nChanged 13 SP:Iteration 20F (30275.090000 sec): 3 clusters Score: Raw -1025089.618293 + Penalty 4369.247573 = -1020720.370720 nChanged 15 SP:Iteration 21Q (30275.380000 sec): 3 clusters Score: Raw -1025093.814219 + Penalty 4369.247573 = -1020724.566645 nChanged 10 SP:Iteration 22Q (30275.620000 sec): 3 clusters Score: Raw -1025097.835867 + Penalty 4369.247573 = -1020728.588294 nChanged 10 SP:Iteration 23Q (30275.830000 sec): 3 clusters Score: Raw -1025101.605931 + Penalty 4369.247573 = -1020732.358358 nChanged 7 SP:Iteration 24Q (30276.000000 sec): 3 clusters Score: Raw -1025103.996316 + Penalty 4369.247573 = -1020734.748743 nChanged 7 SP:Iteration 25Q (30276.220000 sec): 3 clusters Score: Raw -1025106.287997 + Penalty 4369.247573 = -1020737.040423 nChanged 6 SP:Iteration 26Q (30276.450000 sec): 3 clusters Score: Raw -1025109.033006 + Penalty 4369.247573 = -1020739.785433 nChanged 10 SP:Iteration 27Q (30276.660000 sec): 3 clusters Score: Raw -1025112.662141 + Penalty 4369.247573 = -1020743.414567 nChanged 12 SP:Iteration 28Q (30276.890000 sec): 3 clusters Score: Raw -1025116.642833 + Penalty 4369.247573 = -1020747.395260 nChanged 9 SP:Iteration 29Q (30277.090000 sec): 3 clusters Score: Raw -1025119.485039 + Penalty 4369.247573 = -1020750.237466 nChanged 12 SP:Iteration 30Q (30277.320000 sec): 3 clusters Score: Raw -1025122.934383 + Penalty 4369.247573 = -1020753.686809 nChanged 8 SP:Iteration 31Q (30277.570000 sec): 3 clusters Score: Raw -1025124.925238 + Penalty 4369.247573 = -1020755.677665 nChanged 9 SP:Iteration 32Q (30277.790000 sec): 3 clusters Score: Raw -1025126.714042 + Penalty 4369.247573 = -1020757.466468 nChanged 5 SP:Iteration 33Q (30278.000000 sec): 3 clusters Score: Raw -1025127.807189 + Penalty 4369.247573 = -1020758.559615 nChanged 6 SP:Iteration 34Q (30278.210000 sec): 3 clusters Score: Raw -1025129.002804 + Penalty 4369.247573 = -1020759.755231 nChanged 3 SP:Iteration 35Q (30278.420000 sec): 3 clusters Score: Raw -1025129.775122 + Penalty 4369.247573 = -1020760.527549 nChanged 3 SP:Iteration 36Q (30278.650000 sec): 3 clusters Score: Raw -1025130.523934 + Penalty 4369.247573 = -1020761.276361 nChanged 1 SP:Iteration 37Q (30278.810000 sec): 3 clusters Score: Raw -1025131.052330 + Penalty 4369.247573 = -1020761.804757 nChanged 4 SP:Iteration 38Q (30279.050000 sec): 3 clusters Score: Raw -1025132.251009 + Penalty 4369.247573 = -1020763.003435 nChanged 3 SP:Iteration 39Q (30279.270000 sec): 3 clusters Score: Raw -1025132.898228 + Penalty 4369.247573 = -1020763.650655 nChanged 2 SP:Iteration 40F (30279.480000 sec): 3 clusters Score: Raw -1025133.354553 + Penalty 4369.247573 = -1020764.106980 nChanged 1 SP:Iteration 41Q (30279.640000 sec): 3 clusters Score: Raw -1025133.576345 + Penalty 4369.247573 = -1020764.328772 nChanged 3 SP:Iteration 42Q (30279.850000 sec): 3 clusters Score: Raw -1025135.089103 + Penalty 4369.247573 = -1020765.841529 nChanged 4 SP:Iteration 43Q (30280.040000 sec): 3 clusters Score: Raw -1025136.646328 + Penalty 4369.247573 = -1020767.398755 nChanged 5 SP:Iteration 44Q (30280.230000 sec): 3 clusters Score: Raw -1025137.933948 + Penalty 4369.247573 = -1020768.686375 nChanged 3 SP:Iteration 45Q (30280.430000 sec): 3 clusters Score: Raw -1025139.088965 + Penalty 4369.247573 = -1020769.841391 nChanged 4 SP:Iteration 46Q (30280.640000 sec): 3 clusters Score: Raw -1025140.499045 + Penalty 4369.247573 = -1020771.251472 nChanged 5 SP:Iteration 47Q (30280.830000 sec): 3 clusters Score: Raw -1025141.457088 + Penalty 4369.247573 = -1020772.209514 nChanged 2 SP:Iteration 48Q (30281.020000 sec): 3 clusters Score: Raw -1025141.819336 + Penalty 4369.247573 = -1020772.571763 nChanged 1 SP:Iteration 49Q (30281.270000 sec): 3 clusters Score: Raw -1025141.924657 + Penalty 4369.247573 = -1020772.677084 nChanged 1 SP:Iteration 50Q (30281.490000 sec): 3 clusters Score: Raw -1025142.003192 + Penalty 4369.247573 = -1020772.755619 nChanged 0 SP:Iteration 51F (30281.690000 sec): 3 clusters Score: Raw -1025142.003192 + Penalty 4369.247573 = -1020772.755619 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30281.820000 sec): 2 clusters Score: Raw -56366.466759 + Penalty 1493.815003 = -54872.651756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30281.980000 sec): 3 clusters Score: Raw -56480.750604 + Penalty 2987.630006 = -53493.120598 nChanged 76 SP:Iteration 1F (30282.200000 sec): 3 clusters Score: Raw -56656.694607 + Penalty 2987.630006 = -53669.064601 nChanged 20 SP:Iteration 2Q (30282.390000 sec): 3 clusters Score: Raw -56710.077370 + Penalty 2987.630006 = -53722.447364 nChanged 8 SP:Iteration 3Q (30282.520000 sec): 3 clusters Score: Raw -56731.973869 + Penalty 2987.630006 = -53744.343863 nChanged 3 SP:Iteration 4Q (30282.680000 sec): 3 clusters Score: Raw -56744.208396 + Penalty 2987.630006 = -53756.578390 nChanged 2 SP:Iteration 5Q (30282.840000 sec): 3 clusters Score: Raw -56747.669011 + Penalty 2987.630006 = -53760.039005 nChanged 2 SP:Iteration 6Q (30283.020000 sec): 3 clusters Score: Raw -56752.528893 + Penalty 2987.630006 = -53764.898886 nChanged 0 SP:Iteration 7F (30283.250000 sec): 3 clusters Score: Raw -56752.528893 + Penalty 2987.630006 = -53764.898886 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30283.370000 sec): 2 clusters Score: Raw -20241.946727 + Penalty 1242.637553 = -18999.309174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30283.590000 sec): 3 clusters Score: Raw -20551.872620 + Penalty 2485.275106 = -18066.597514 nChanged 6 SP:Iteration 1Q (30283.780000 sec): 3 clusters Score: Raw -20612.819900 + Penalty 2485.275106 = -18127.544794 nChanged 3 SP:Iteration 2Q (30283.980000 sec): 3 clusters Score: Raw -20654.516575 + Penalty 2485.275106 = -18169.241469 nChanged 1 SP:Iteration 3Q (30284.160000 sec): 3 clusters Score: Raw -20662.573200 + Penalty 2485.275106 = -18177.298094 nChanged 0 SP:Iteration 4F (30284.400000 sec): 3 clusters Score: Raw -20662.573200 + Penalty 2485.275106 = -18177.298094 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (6733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30284.560000 sec): 2 clusters Score: Raw -1064969.082495 + Penalty 2186.064470 = -1062783.018025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30284.790000 sec): 3 clusters Score: Raw -1061598.788737 + Penalty 4372.128940 = -1057226.659797 nChanged 2658 SP:Iteration 1F (30285.000000 sec): 3 clusters Score: Raw -1063088.686011 + Penalty 4372.128940 = -1058716.557071 nChanged 483 SP:Iteration 2F (30285.250000 sec): 3 clusters Score: Raw -1063398.810355 + Penalty 4372.128940 = -1059026.681416 nChanged 398 SP:Iteration 3F (30285.510000 sec): 3 clusters Score: Raw -1063630.310860 + Penalty 4372.128940 = -1059258.181920 nChanged 294 SP:Iteration 4Q (30285.750000 sec): 3 clusters Score: Raw -1063826.070303 + Penalty 4372.128940 = -1059453.941363 nChanged 265 SP:Iteration 5Q (30285.950000 sec): 3 clusters Score: Raw -1064001.443966 + Penalty 4372.128940 = -1059629.315026 nChanged 243 SP:Iteration 6Q (30286.240000 sec): 3 clusters Score: Raw -1064133.077814 + Penalty 4372.128940 = -1059760.948874 nChanged 202 SP:Iteration 7Q (30286.530000 sec): 3 clusters Score: Raw -1064238.950046 + Penalty 4372.128940 = -1059866.821106 nChanged 211 SP:Iteration 8Q (30286.730000 sec): 3 clusters Score: Raw -1064330.672322 + Penalty 4372.128940 = -1059958.543382 nChanged 167 SP:Iteration 9Q (30287.010000 sec): 3 clusters Score: Raw -1064397.148678 + Penalty 4372.128940 = -1060025.019738 nChanged 138 SP:Iteration 10Q (30287.280000 sec): 3 clusters Score: Raw -1064445.993160 + Penalty 4372.128940 = -1060073.864220 nChanged 116 SP:Iteration 11Q (30287.530000 sec): 3 clusters Score: Raw -1064482.165016 + Penalty 4372.128940 = -1060110.036077 nChanged 91 SP:Iteration 12Q (30287.740000 sec): 3 clusters Score: Raw -1064513.840252 + Penalty 4372.128940 = -1060141.711313 nChanged 120 SP:Iteration 13Q (30287.950000 sec): 3 clusters Score: Raw -1064558.196028 + Penalty 4372.128940 = -1060186.067088 nChanged 122 SP:Iteration 14Q (30288.220000 sec): 3 clusters Score: Raw -1064608.958010 + Penalty 4372.128940 = -1060236.829070 nChanged 135 SP:Iteration 15Q (30288.440000 sec): 3 clusters Score: Raw -1064665.661569 + Penalty 4372.128940 = -1060293.532629 nChanged 115 SP:Iteration 16Q (30288.630000 sec): 3 clusters Score: Raw -1064711.166652 + Penalty 4372.128940 = -1060339.037713 nChanged 119 SP:Iteration 17Q (30288.830000 sec): 3 clusters Score: Raw -1064765.338514 + Penalty 4372.128940 = -1060393.209574 nChanged 121 SP:Iteration 18Q (30289.050000 sec): 3 clusters Score: Raw -1064823.532218 + Penalty 4372.128940 = -1060451.403278 nChanged 109 SP:Iteration 19Q (30289.270000 sec): 3 clusters Score: Raw -1064874.308479 + Penalty 4372.128940 = -1060502.179539 nChanged 125 SP:Iteration 20F (30289.530000 sec): 3 clusters Score: Raw -1064942.024434 + Penalty 4372.128940 = -1060569.895494 nChanged 135 SP:Iteration 21Q (30289.710000 sec): 3 clusters Score: Raw -1065006.372419 + Penalty 4372.128940 = -1060634.243479 nChanged 143 SP:Iteration 22Q (30289.890000 sec): 3 clusters Score: Raw -1065079.434162 + Penalty 4372.128940 = -1060707.305222 nChanged 113 SP:Iteration 23Q (30290.150000 sec): 3 clusters Score: Raw -1065133.608025 + Penalty 4372.128940 = -1060761.479085 nChanged 89 SP:Iteration 24Q (30290.400000 sec): 3 clusters Score: Raw -1065183.593212 + Penalty 4372.128940 = -1060811.464272 nChanged 96 SP:Iteration 25Q (30290.620000 sec): 3 clusters Score: Raw -1065235.957186 + Penalty 4372.128940 = -1060863.828247 nChanged 71 SP:Iteration 26Q (30290.850000 sec): 3 clusters Score: Raw -1065284.764531 + Penalty 4372.128940 = -1060912.635592 nChanged 87 SP:Iteration 27Q (30291.050000 sec): 3 clusters Score: Raw -1065348.711668 + Penalty 4372.128940 = -1060976.582728 nChanged 82 SP:Iteration 28Q (30291.290000 sec): 3 clusters Score: Raw -1065405.032273 + Penalty 4372.128940 = -1061032.903333 nChanged 65 SP:Iteration 29Q (30291.520000 sec): 3 clusters Score: Raw -1065446.762609 + Penalty 4372.128940 = -1061074.633669 nChanged 60 SP:Iteration 30Q (30291.740000 sec): 3 clusters Score: Raw -1065484.129771 + Penalty 4372.128940 = -1061112.000831 nChanged 48 SP:Iteration 31Q (30291.960000 sec): 3 clusters Score: Raw -1065512.125789 + Penalty 4372.128940 = -1061139.996850 nChanged 42 SP:Iteration 32Q (30292.200000 sec): 3 clusters Score: Raw -1065537.901414 + Penalty 4372.128940 = -1061165.772474 nChanged 35 SP:Iteration 33Q (30292.400000 sec): 3 clusters Score: Raw -1065559.343761 + Penalty 4372.128940 = -1061187.214821 nChanged 37 SP:Iteration 34Q (30292.580000 sec): 3 clusters Score: Raw -1065581.537493 + Penalty 4372.128940 = -1061209.408553 nChanged 32 SP:Iteration 35Q (30292.820000 sec): 3 clusters Score: Raw -1065598.420095 + Penalty 4372.128940 = -1061226.291155 nChanged 23 SP:Iteration 36Q (30293.000000 sec): 3 clusters Score: Raw -1065608.030047 + Penalty 4372.128940 = -1061235.901107 nChanged 12 SP:Iteration 37Q (30293.280000 sec): 3 clusters Score: Raw -1065614.749425 + Penalty 4372.128940 = -1061242.620485 nChanged 13 SP:Iteration 38Q (30293.480000 sec): 3 clusters Score: Raw -1065622.584129 + Penalty 4372.128940 = -1061250.455189 nChanged 8 SP:Iteration 39Q (30293.760000 sec): 3 clusters Score: Raw -1065629.107857 + Penalty 4372.128940 = -1061256.978917 nChanged 13 SP:Iteration 40F (30293.980000 sec): 3 clusters Score: Raw -1065637.590907 + Penalty 4372.128940 = -1061265.461967 nChanged 12 SP:Iteration 41Q (30294.210000 sec): 3 clusters Score: Raw -1065642.581546 + Penalty 4372.128940 = -1061270.452606 nChanged 8 SP:Iteration 42Q (30294.500000 sec): 3 clusters Score: Raw -1065646.374846 + Penalty 4372.128940 = -1061274.245907 nChanged 9 SP:Iteration 43Q (30294.670000 sec): 3 clusters Score: Raw -1065650.678395 + Penalty 4372.128940 = -1061278.549455 nChanged 7 SP:Iteration 44Q (30294.880000 sec): 3 clusters Score: Raw -1065653.728119 + Penalty 4372.128940 = -1061281.599179 nChanged 7 SP:Iteration 45Q (30295.080000 sec): 3 clusters Score: Raw -1065657.430992 + Penalty 4372.128940 = -1061285.302052 nChanged 3 SP:Iteration 46Q (30295.290000 sec): 3 clusters Score: Raw -1065658.270451 + Penalty 4372.128940 = -1061286.141511 nChanged 1 SP:Iteration 47Q (30295.490000 sec): 3 clusters Score: Raw -1065658.607073 + Penalty 4372.128940 = -1061286.478133 nChanged 0 SP:Iteration 48F (30295.720000 sec): 3 clusters Score: Raw -1065658.607073 + Penalty 4372.128940 = -1061286.478133 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30295.810000 sec): 2 clusters Score: Raw -72871.491847 + Penalty 1506.115044 = -71365.376803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30296.000000 sec): 3 clusters Score: Raw -72936.359734 + Penalty 3012.230089 = -69924.129645 nChanged 70 SP:Iteration 1F (30296.190000 sec): 3 clusters Score: Raw -73119.723707 + Penalty 3012.230089 = -70107.493618 nChanged 22 SP:Iteration 2F (30296.350000 sec): 3 clusters Score: Raw -73184.038661 + Penalty 3012.230089 = -70171.808572 nChanged 5 SP:Iteration 3Q (30296.470000 sec): 3 clusters Score: Raw -73197.109197 + Penalty 3012.230089 = -70184.879108 nChanged 3 SP:Iteration 4Q (30296.650000 sec): 3 clusters Score: Raw -73201.973438 + Penalty 3012.230089 = -70189.743349 nChanged 2 SP:Iteration 5Q (30296.810000 sec): 3 clusters Score: Raw -73207.074590 + Penalty 3012.230089 = -70194.844501 nChanged 1 SP:Iteration 6Q (30296.990000 sec): 3 clusters Score: Raw -73207.778410 + Penalty 3012.230089 = -70195.548321 nChanged 0 SP:Iteration 7F (30297.190000 sec): 3 clusters Score: Raw -73207.778410 + Penalty 3012.230089 = -70195.548321 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (249432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30298.470000 sec): 2 clusters Score: Raw -39395700.310419 + Penalty 3081.881520 = -39392618.428899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30299.940000 sec): 3 clusters Score: Raw -39231281.472849 + Penalty 6163.763040 = -39225117.709809 nChanged 120277 SP:Iteration 1F (30301.510000 sec): 3 clusters Score: Raw -39301680.748546 + Penalty 6163.763040 = -39295516.985507 nChanged 7579 SP:Iteration 2Q (30303.750000 sec): 3 clusters Score: Raw -39303593.435391 + Penalty 6163.763040 = -39297429.672351 nChanged 9810 SP:Iteration 3Q (30306.010000 sec): 3 clusters Score: Raw -39307049.614171 + Penalty 6163.763040 = -39300885.851132 nChanged 13630 SP:Iteration 4F (30307.690000 sec): 3 clusters Score: Raw -39313905.151832 + Penalty 6163.763040 = -39307741.388792 nChanged 18635 SP:Iteration 5F (30309.220000 sec): 3 clusters Score: Raw -39326940.562820 + Penalty 6163.763040 = -39320776.799780 nChanged 23136 SP:Iteration 6F (30310.780000 sec): 3 clusters Score: Raw -39347592.058770 + Penalty 6163.763040 = -39341428.295730 nChanged 22416 SP:Iteration 7F (30312.260000 sec): 3 clusters Score: Raw -39370128.376468 + Penalty 6163.763040 = -39363964.613429 nChanged 15285 SP:Iteration 8F (30313.850000 sec): 3 clusters Score: Raw -39385572.756312 + Penalty 6163.763040 = -39379408.993273 nChanged 7391 SP:Iteration 9Q (30315.380000 sec): 3 clusters Score: Raw -39392703.507398 + Penalty 6163.763040 = -39386539.744359 nChanged 2648 SP:Iteration 10Q (30316.840000 sec): 3 clusters Score: Raw -39395204.221298 + Penalty 6163.763040 = -39389040.458258 nChanged 760 SP:Iteration 11Q (30318.160000 sec): 3 clusters Score: Raw -39395940.525674 + Penalty 6163.763040 = -39389776.762634 nChanged 226 SP:Iteration 12Q (30319.580000 sec): 3 clusters Score: Raw -39396180.344295 + Penalty 6163.763040 = -39390016.581255 nChanged 83 SP:Iteration 13Q (30320.900000 sec): 3 clusters Score: Raw -39396264.048697 + Penalty 6163.763040 = -39390100.285657 nChanged 34 SP:Iteration 14Q (30322.150000 sec): 3 clusters Score: Raw -39396304.210547 + Penalty 6163.763040 = -39390140.447507 nChanged 21 SP:Iteration 15Q (30323.380000 sec): 3 clusters Score: Raw -39396328.963884 + Penalty 6163.763040 = -39390165.200845 nChanged 11 SP:Iteration 16Q (30324.600000 sec): 3 clusters Score: Raw -39396339.917033 + Penalty 6163.763040 = -39390176.153993 nChanged 4 SP:Iteration 17Q (30325.960000 sec): 3 clusters Score: Raw -39396343.389079 + Penalty 6163.763040 = -39390179.626039 nChanged 4 SP:Iteration 18Q (30327.410000 sec): 3 clusters Score: Raw -39396346.700935 + Penalty 6163.763040 = -39390182.937896 nChanged 5 SP:Iteration 19Q (30328.650000 sec): 3 clusters Score: Raw -39396353.559711 + Penalty 6163.763040 = -39390189.796672 nChanged 5 SP:Iteration 20F (30330.170000 sec): 3 clusters Score: Raw -39396363.080274 + Penalty 6163.763040 = -39390199.317234 nChanged 8 SP:Iteration 21Q (30331.400000 sec): 3 clusters Score: Raw -39396373.546624 + Penalty 6163.763040 = -39390209.783585 nChanged 9 SP:Iteration 22Q (30332.660000 sec): 3 clusters Score: Raw -39396385.329773 + Penalty 6163.763040 = -39390221.566733 nChanged 6 SP:Iteration 23Q (30333.890000 sec): 3 clusters Score: Raw -39396392.946049 + Penalty 6163.763040 = -39390229.183009 nChanged 7 SP:Iteration 24Q (30335.080000 sec): 3 clusters Score: Raw -39396403.296015 + Penalty 6163.763040 = -39390239.532976 nChanged 9 SP:Iteration 25Q (30336.310000 sec): 3 clusters Score: Raw -39396410.407407 + Penalty 6163.763040 = -39390246.644368 nChanged 3 SP:Iteration 26Q (30337.680000 sec): 3 clusters Score: Raw -39396414.552290 + Penalty 6163.763040 = -39390250.789250 nChanged 3 SP:Iteration 27Q (30338.950000 sec): 3 clusters Score: Raw -39396419.716838 + Penalty 6163.763040 = -39390255.953799 nChanged 2 SP:Iteration 28Q (30340.320000 sec): 3 clusters Score: Raw -39396422.147146 + Penalty 6163.763040 = -39390258.384106 nChanged 6 SP:Iteration 29Q (30341.660000 sec): 3 clusters Score: Raw -39396426.616564 + Penalty 6163.763040 = -39390262.853525 nChanged 3 SP:Iteration 30Q (30343.030000 sec): 3 clusters Score: Raw -39396430.237862 + Penalty 6163.763040 = -39390266.474822 nChanged 4 SP:Iteration 31Q (30344.390000 sec): 3 clusters Score: Raw -39396437.635371 + Penalty 6163.763040 = -39390273.872332 nChanged 7 SP:Iteration 32Q (30345.700000 sec): 3 clusters Score: Raw -39396448.278100 + Penalty 6163.763040 = -39390284.515060 nChanged 0 SP:Iteration 33F (30347.210000 sec): 3 clusters Score: Raw -39396448.278100 + Penalty 6163.763040 = -39390284.515060 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (6949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30347.480000 sec): 2 clusters Score: Raw -1101952.622495 + Penalty 2193.895555 = -1099758.726941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30347.710000 sec): 3 clusters Score: Raw -1098395.780152 + Penalty 4387.791109 = -1094007.989042 nChanged 2791 SP:Iteration 1F (30347.950000 sec): 3 clusters Score: Raw -1099862.843470 + Penalty 4387.791109 = -1095475.052361 nChanged 474 SP:Iteration 2F (30348.190000 sec): 3 clusters Score: Raw -1100129.270771 + Penalty 4387.791109 = -1095741.479661 nChanged 368 SP:Iteration 3F (30348.370000 sec): 3 clusters Score: Raw -1100332.034626 + Penalty 4387.791109 = -1095944.243517 nChanged 305 SP:Iteration 4Q (30348.600000 sec): 3 clusters Score: Raw -1100490.818843 + Penalty 4387.791109 = -1096103.027734 nChanged 244 SP:Iteration 5Q (30348.830000 sec): 3 clusters Score: Raw -1100612.605429 + Penalty 4387.791109 = -1096224.814320 nChanged 229 SP:Iteration 6Q (30349.040000 sec): 3 clusters Score: Raw -1100721.731355 + Penalty 4387.791109 = -1096333.940245 nChanged 212 SP:Iteration 7Q (30349.240000 sec): 3 clusters Score: Raw -1100835.905008 + Penalty 4387.791109 = -1096448.113898 nChanged 219 SP:Iteration 8Q (30349.450000 sec): 3 clusters Score: Raw -1100954.377967 + Penalty 4387.791109 = -1096566.586858 nChanged 209 SP:Iteration 9Q (30349.660000 sec): 3 clusters Score: Raw -1101082.885059 + Penalty 4387.791109 = -1096695.093949 nChanged 234 SP:Iteration 10Q (30349.860000 sec): 3 clusters Score: Raw -1101226.138892 + Penalty 4387.791109 = -1096838.347783 nChanged 236 SP:Iteration 11Q (30350.160000 sec): 3 clusters Score: Raw -1101381.061899 + Penalty 4387.791109 = -1096993.270790 nChanged 226 SP:Iteration 12Q (30350.350000 sec): 3 clusters Score: Raw -1101542.712032 + Penalty 4387.791109 = -1097154.920922 nChanged 182 SP:Iteration 13Q (30350.630000 sec): 3 clusters Score: Raw -1101676.665560 + Penalty 4387.791109 = -1097288.874450 nChanged 163 SP:Iteration 14Q (30350.920000 sec): 3 clusters Score: Raw -1101809.173680 + Penalty 4387.791109 = -1097421.382571 nChanged 143 SP:Iteration 15Q (30351.100000 sec): 3 clusters Score: Raw -1101938.732443 + Penalty 4387.791109 = -1097550.941333 nChanged 118 SP:Iteration 16Q (30351.340000 sec): 3 clusters Score: Raw -1102042.895754 + Penalty 4387.791109 = -1097655.104645 nChanged 75 SP:Iteration 17Q (30351.540000 sec): 3 clusters Score: Raw -1102101.160063 + Penalty 4387.791109 = -1097713.368954 nChanged 48 SP:Iteration 18Q (30351.730000 sec): 3 clusters Score: Raw -1102145.937737 + Penalty 4387.791109 = -1097758.146628 nChanged 49 SP:Iteration 19Q (30351.980000 sec): 3 clusters Score: Raw -1102191.483263 + Penalty 4387.791109 = -1097803.692153 nChanged 33 SP:Iteration 20F (30352.250000 sec): 3 clusters Score: Raw -1102220.104301 + Penalty 4387.791109 = -1097832.313192 nChanged 20 SP:Iteration 21Q (30352.520000 sec): 3 clusters Score: Raw -1102245.580584 + Penalty 4387.791109 = -1097857.789475 nChanged 22 SP:Iteration 22Q (30352.780000 sec): 3 clusters Score: Raw -1102265.147741 + Penalty 4387.791109 = -1097877.356632 nChanged 11 SP:Iteration 23Q (30353.040000 sec): 3 clusters Score: Raw -1102277.374822 + Penalty 4387.791109 = -1097889.583713 nChanged 13 SP:Iteration 24Q (30353.280000 sec): 3 clusters Score: Raw -1102287.962151 + Penalty 4387.791109 = -1097900.171042 nChanged 7 SP:Iteration 25Q (30353.480000 sec): 3 clusters Score: Raw -1102296.670272 + Penalty 4387.791109 = -1097908.879163 nChanged 11 SP:Iteration 26Q (30353.710000 sec): 3 clusters Score: Raw -1102308.391662 + Penalty 4387.791109 = -1097920.600553 nChanged 5 SP:Iteration 27Q (30353.950000 sec): 3 clusters Score: Raw -1102311.942620 + Penalty 4387.791109 = -1097924.151511 nChanged 3 SP:Iteration 28Q (30354.190000 sec): 3 clusters Score: Raw -1102314.355120 + Penalty 4387.791109 = -1097926.564010 nChanged 4 SP:Iteration 29Q (30354.450000 sec): 3 clusters Score: Raw -1102317.971878 + Penalty 4387.791109 = -1097930.180768 nChanged 1 SP:Iteration 30Q (30354.680000 sec): 3 clusters Score: Raw -1102318.905362 + Penalty 4387.791109 = -1097931.114253 nChanged 1 SP:Iteration 31Q (30354.900000 sec): 3 clusters Score: Raw -1102320.233198 + Penalty 4387.791109 = -1097932.442088 nChanged 3 SP:Iteration 32Q (30355.140000 sec): 3 clusters Score: Raw -1102325.190133 + Penalty 4387.791109 = -1097937.399023 nChanged 7 SP:Iteration 33Q (30355.350000 sec): 3 clusters Score: Raw -1102333.704727 + Penalty 4387.791109 = -1097945.913617 nChanged 4 SP:Iteration 34Q (30355.590000 sec): 3 clusters Score: Raw -1102337.682916 + Penalty 4387.791109 = -1097949.891807 nChanged 6 SP:Iteration 35Q (30355.830000 sec): 3 clusters Score: Raw -1102342.939174 + Penalty 4387.791109 = -1097955.148064 nChanged 5 SP:Iteration 36Q (30356.030000 sec): 3 clusters Score: Raw -1102348.267532 + Penalty 4387.791109 = -1097960.476422 nChanged 4 SP:Iteration 37Q (30356.270000 sec): 3 clusters Score: Raw -1102352.282796 + Penalty 4387.791109 = -1097964.491687 nChanged 7 SP:Iteration 38Q (30356.510000 sec): 3 clusters Score: Raw -1102357.960854 + Penalty 4387.791109 = -1097970.169744 nChanged 4 SP:Iteration 39Q (30356.690000 sec): 3 clusters Score: Raw -1102362.166271 + Penalty 4387.791109 = -1097974.375161 nChanged 3 SP:Iteration 40F (30356.880000 sec): 3 clusters Score: Raw -1102367.523355 + Penalty 4387.791109 = -1097979.732245 nChanged 3 SP:Iteration 41Q (30357.070000 sec): 3 clusters Score: Raw -1102370.524930 + Penalty 4387.791109 = -1097982.733821 nChanged 2 SP:Iteration 42Q (30357.300000 sec): 3 clusters Score: Raw -1102373.139853 + Penalty 4387.791109 = -1097985.348744 nChanged 5 SP:Iteration 43Q (30357.520000 sec): 3 clusters Score: Raw -1102376.556611 + Penalty 4387.791109 = -1097988.765502 nChanged 1 SP:Iteration 44Q (30357.730000 sec): 3 clusters Score: Raw -1102377.018699 + Penalty 4387.791109 = -1097989.227590 nChanged 1 SP:Iteration 45Q (30357.970000 sec): 3 clusters Score: Raw -1102377.872446 + Penalty 4387.791109 = -1097990.081336 nChanged 0 SP:Iteration 46F (30358.170000 sec): 3 clusters Score: Raw -1102377.872446 + Penalty 4387.791109 = -1097990.081336 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (26527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30358.410000 sec): 2 clusters Score: Raw -4199238.523051 + Penalty 2526.107754 = -4196712.415297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30358.810000 sec): 3 clusters Score: Raw -4183405.208070 + Penalty 5052.215507 = -4178352.992563 nChanged 11841 SP:Iteration 1F (30359.120000 sec): 3 clusters Score: Raw -4189859.325871 + Penalty 5052.215507 = -4184807.110363 nChanged 1312 SP:Iteration 2Q (30359.450000 sec): 3 clusters Score: Raw -4190307.189921 + Penalty 5052.215507 = -4185254.974414 nChanged 1212 SP:Iteration 3Q (30359.760000 sec): 3 clusters Score: Raw -4190730.120315 + Penalty 5052.215507 = -4185677.904808 nChanged 1215 SP:Iteration 4Q (30360.140000 sec): 3 clusters Score: Raw -4191200.069950 + Penalty 5052.215507 = -4186147.854443 nChanged 1239 SP:Iteration 5Q (30360.480000 sec): 3 clusters Score: Raw -4191764.635282 + Penalty 5052.215507 = -4186712.419775 nChanged 1395 SP:Iteration 6F (30360.820000 sec): 3 clusters Score: Raw -4192530.343541 + Penalty 5052.215507 = -4187478.128034 nChanged 1524 SP:Iteration 7F (30361.140000 sec): 3 clusters Score: Raw -4193436.716552 + Penalty 5052.215507 = -4188384.501045 nChanged 1588 SP:Iteration 8F (30361.480000 sec): 3 clusters Score: Raw -4194441.765082 + Penalty 5052.215507 = -4189389.549575 nChanged 1527 SP:Iteration 9F (30361.790000 sec): 3 clusters Score: Raw -4195402.667052 + Penalty 5052.215507 = -4190350.451545 nChanged 1321 SP:Iteration 10Q (30362.150000 sec): 3 clusters Score: Raw -4196214.915945 + Penalty 5052.215507 = -4191162.700438 nChanged 1130 SP:Iteration 11Q (30362.480000 sec): 3 clusters Score: Raw -4196865.246007 + Penalty 5052.215507 = -4191813.030500 nChanged 889 SP:Iteration 12Q (30362.820000 sec): 3 clusters Score: Raw -4197342.784881 + Penalty 5052.215507 = -4192290.569374 nChanged 730 SP:Iteration 13Q (30363.170000 sec): 3 clusters Score: Raw -4197737.032905 + Penalty 5052.215507 = -4192684.817398 nChanged 574 SP:Iteration 14Q (30363.510000 sec): 3 clusters Score: Raw -4198037.975707 + Penalty 5052.215507 = -4192985.760200 nChanged 483 SP:Iteration 15Q (30363.850000 sec): 3 clusters Score: Raw -4198289.602057 + Penalty 5052.215507 = -4193237.386549 nChanged 402 SP:Iteration 16Q (30364.170000 sec): 3 clusters Score: Raw -4198494.097342 + Penalty 5052.215507 = -4193441.881835 nChanged 338 SP:Iteration 17Q (30364.500000 sec): 3 clusters Score: Raw -4198678.763452 + Penalty 5052.215507 = -4193626.547944 nChanged 298 SP:Iteration 18Q (30364.840000 sec): 3 clusters Score: Raw -4198852.241204 + Penalty 5052.215507 = -4193800.025697 nChanged 251 SP:Iteration 19Q (30365.160000 sec): 3 clusters Score: Raw -4198995.869436 + Penalty 5052.215507 = -4193943.653929 nChanged 217 SP:Iteration 20F (30365.510000 sec): 3 clusters Score: Raw -4199119.771942 + Penalty 5052.215507 = -4194067.556435 nChanged 171 SP:Iteration 21Q (30365.820000 sec): 3 clusters Score: Raw -4199212.601671 + Penalty 5052.215507 = -4194160.386163 nChanged 130 SP:Iteration 22Q (30366.110000 sec): 3 clusters Score: Raw -4199275.435117 + Penalty 5052.215507 = -4194223.219610 nChanged 95 SP:Iteration 23Q (30366.420000 sec): 3 clusters Score: Raw -4199319.787991 + Penalty 5052.215507 = -4194267.572484 nChanged 75 SP:Iteration 24Q (30366.720000 sec): 3 clusters Score: Raw -4199355.180790 + Penalty 5052.215507 = -4194302.965283 nChanged 57 SP:Iteration 25Q (30367.020000 sec): 3 clusters Score: Raw -4199384.703368 + Penalty 5052.215507 = -4194332.487861 nChanged 54 SP:Iteration 26Q (30367.350000 sec): 3 clusters Score: Raw -4199411.896433 + Penalty 5052.215507 = -4194359.680926 nChanged 38 SP:Iteration 27Q (30367.630000 sec): 3 clusters Score: Raw -4199434.961244 + Penalty 5052.215507 = -4194382.745737 nChanged 43 SP:Iteration 28Q (30367.950000 sec): 3 clusters Score: Raw -4199456.659347 + Penalty 5052.215507 = -4194404.443839 nChanged 36 SP:Iteration 29Q (30368.290000 sec): 3 clusters Score: Raw -4199472.696689 + Penalty 5052.215507 = -4194420.481182 nChanged 32 SP:Iteration 30Q (30368.690000 sec): 3 clusters Score: Raw -4199489.296081 + Penalty 5052.215507 = -4194437.080573 nChanged 29 SP:Iteration 31Q (30369.040000 sec): 3 clusters Score: Raw -4199502.889036 + Penalty 5052.215507 = -4194450.673529 nChanged 26 SP:Iteration 32Q (30369.400000 sec): 3 clusters Score: Raw -4199516.924863 + Penalty 5052.215507 = -4194464.709356 nChanged 29 SP:Iteration 33Q (30369.730000 sec): 3 clusters Score: Raw -4199531.502203 + Penalty 5052.215507 = -4194479.286696 nChanged 20 SP:Iteration 34Q (30370.040000 sec): 3 clusters Score: Raw -4199539.565548 + Penalty 5052.215507 = -4194487.350041 nChanged 17 SP:Iteration 35Q (30370.390000 sec): 3 clusters Score: Raw -4199547.570863 + Penalty 5052.215507 = -4194495.355356 nChanged 16 SP:Iteration 36Q (30370.700000 sec): 3 clusters Score: Raw -4199557.291553 + Penalty 5052.215507 = -4194505.076046 nChanged 13 SP:Iteration 37Q (30371.030000 sec): 3 clusters Score: Raw -4199563.929910 + Penalty 5052.215507 = -4194511.714403 nChanged 9 SP:Iteration 38Q (30371.330000 sec): 3 clusters Score: Raw -4199568.901250 + Penalty 5052.215507 = -4194516.685743 nChanged 9 SP:Iteration 39Q (30371.630000 sec): 3 clusters Score: Raw -4199572.927437 + Penalty 5052.215507 = -4194520.711930 nChanged 4 SP:Iteration 40F (30371.960000 sec): 3 clusters Score: Raw -4199573.967861 + Penalty 5052.215507 = -4194521.752353 nChanged 2 SP:Iteration 41Q (30372.280000 sec): 3 clusters Score: Raw -4199575.448246 + Penalty 5052.215507 = -4194523.232739 nChanged 2 SP:Iteration 42Q (30372.600000 sec): 3 clusters Score: Raw -4199576.351356 + Penalty 5052.215507 = -4194524.135849 nChanged 2 SP:Iteration 43Q (30372.960000 sec): 3 clusters Score: Raw -4199577.118194 + Penalty 5052.215507 = -4194524.902687 nChanged 1 SP:Iteration 44Q (30373.260000 sec): 3 clusters Score: Raw -4199577.666935 + Penalty 5052.215507 = -4194525.451428 nChanged 2 SP:Iteration 45Q (30373.560000 sec): 3 clusters Score: Raw -4199578.661558 + Penalty 5052.215507 = -4194526.446051 nChanged 1 SP:Iteration 46Q (30373.900000 sec): 3 clusters Score: Raw -4199578.919441 + Penalty 5052.215507 = -4194526.703934 nChanged 0 SP:Iteration 47F (30374.220000 sec): 3 clusters Score: Raw -4199578.919441 + Penalty 5052.215507 = -4194526.703934 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30374.360000 sec): 2 clusters Score: Raw -41526.908755 + Penalty 1425.849461 = -40101.059295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30374.540000 sec): 3 clusters Score: Raw -41734.524737 + Penalty 2851.698921 = -38882.825816 nChanged 42 SP:Iteration 1F (30374.780000 sec): 3 clusters Score: Raw -41916.038517 + Penalty 2851.698921 = -39064.339596 nChanged 12 SP:Iteration 2Q (30374.950000 sec): 3 clusters Score: Raw -41971.433323 + Penalty 2851.698921 = -39119.734402 nChanged 1 SP:Iteration 3Q (30375.120000 sec): 3 clusters Score: Raw -41972.201025 + Penalty 2851.698921 = -39120.502104 nChanged 0 SP:Iteration 4F (30375.270000 sec): 3 clusters Score: Raw -41972.201025 + Penalty 2851.698921 = -39120.502104 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (74884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30375.790000 sec): 2 clusters Score: Raw -12138726.175667 + Penalty 2783.476491 = -12135942.699176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30376.360000 sec): 3 clusters Score: Raw -12091199.551394 + Penalty 5566.952982 = -12085632.598412 nChanged 35221 SP:Iteration 1F (30376.920000 sec): 3 clusters Score: Raw -12111864.266380 + Penalty 5566.952982 = -12106297.313397 nChanged 3490 SP:Iteration 2Q (30377.550000 sec): 3 clusters Score: Raw -12113160.331435 + Penalty 5566.952982 = -12107593.378452 nChanged 4089 SP:Iteration 3F (30378.090000 sec): 3 clusters Score: Raw -12115097.971042 + Penalty 5566.952982 = -12109531.018060 nChanged 4960 SP:Iteration 4F (30378.680000 sec): 3 clusters Score: Raw -12118057.545696 + Penalty 5566.952982 = -12112490.592714 nChanged 5768 SP:Iteration 5F (30379.340000 sec): 3 clusters Score: Raw -12122309.469763 + Penalty 5566.952982 = -12116742.516780 nChanged 5941 SP:Iteration 6F (30379.960000 sec): 3 clusters Score: Raw -12127302.008568 + Penalty 5566.952982 = -12121735.055586 nChanged 5155 SP:Iteration 7F (30380.500000 sec): 3 clusters Score: Raw -12131765.749325 + Penalty 5566.952982 = -12126198.796343 nChanged 3708 SP:Iteration 8Q (30381.160000 sec): 3 clusters Score: Raw -12134894.711985 + Penalty 5566.952982 = -12129327.759003 nChanged 2373 SP:Iteration 9Q (30381.790000 sec): 3 clusters Score: Raw -12136777.448781 + Penalty 5566.952982 = -12131210.495799 nChanged 1322 SP:Iteration 10Q (30382.410000 sec): 3 clusters Score: Raw -12137737.114309 + Penalty 5566.952982 = -12132170.161327 nChanged 728 SP:Iteration 11Q (30383.020000 sec): 3 clusters Score: Raw -12138268.882344 + Penalty 5566.952982 = -12132701.929362 nChanged 412 SP:Iteration 12Q (30383.540000 sec): 3 clusters Score: Raw -12138569.489277 + Penalty 5566.952982 = -12133002.536295 nChanged 231 SP:Iteration 13Q (30384.070000 sec): 3 clusters Score: Raw -12138751.552482 + Penalty 5566.952982 = -12133184.599500 nChanged 144 SP:Iteration 14Q (30384.620000 sec): 3 clusters Score: Raw -12138884.005643 + Penalty 5566.952982 = -12133317.052660 nChanged 91 SP:Iteration 15Q (30385.150000 sec): 3 clusters Score: Raw -12138976.618282 + Penalty 5566.952982 = -12133409.665300 nChanged 73 SP:Iteration 16Q (30385.690000 sec): 3 clusters Score: Raw -12139039.044888 + Penalty 5566.952982 = -12133472.091906 nChanged 31 SP:Iteration 17Q (30386.230000 sec): 3 clusters Score: Raw -12139065.591568 + Penalty 5566.952982 = -12133498.638586 nChanged 14 SP:Iteration 18Q (30386.750000 sec): 3 clusters Score: Raw -12139079.313791 + Penalty 5566.952982 = -12133512.360808 nChanged 15 SP:Iteration 19Q (30387.400000 sec): 3 clusters Score: Raw -12139092.205886 + Penalty 5566.952982 = -12133525.252904 nChanged 13 SP:Iteration 20F (30387.990000 sec): 3 clusters Score: Raw -12139103.496612 + Penalty 5566.952982 = -12133536.543630 nChanged 10 SP:Iteration 21Q (30388.520000 sec): 3 clusters Score: Raw -12139110.711843 + Penalty 5566.952982 = -12133543.758861 nChanged 6 SP:Iteration 22Q (30389.070000 sec): 3 clusters Score: Raw -12139115.505398 + Penalty 5566.952982 = -12133548.552416 nChanged 2 SP:Iteration 23Q (30389.630000 sec): 3 clusters Score: Raw -12139117.035161 + Penalty 5566.952982 = -12133550.082179 nChanged 4 SP:Iteration 24Q (30390.220000 sec): 3 clusters Score: Raw -12139120.540820 + Penalty 5566.952982 = -12133553.587838 nChanged 2 SP:Iteration 25Q (30390.820000 sec): 3 clusters Score: Raw -12139122.560719 + Penalty 5566.952982 = -12133555.607737 nChanged 2 SP:Iteration 26Q (30391.350000 sec): 3 clusters Score: Raw -12139123.549515 + Penalty 5566.952982 = -12133556.596533 nChanged 0 SP:Iteration 27F (30391.940000 sec): 3 clusters Score: Raw -12139123.549515 + Penalty 5566.952982 = -12133556.596533 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30392.060000 sec): 2 clusters Score: Raw -45250.476245 + Penalty 1429.767393 = -43820.708851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30392.220000 sec): 3 clusters Score: Raw -45379.290187 + Penalty 2859.534787 = -42519.755400 nChanged 45 SP:Iteration 1F (30392.430000 sec): 3 clusters Score: Raw -45536.920335 + Penalty 2859.534787 = -42677.385548 nChanged 11 SP:Iteration 2Q (30392.590000 sec): 3 clusters Score: Raw -45584.171439 + Penalty 2859.534787 = -42724.636652 nChanged 9 SP:Iteration 3Q (30392.760000 sec): 3 clusters Score: Raw -45609.924564 + Penalty 2859.534787 = -42750.389777 nChanged 2 SP:Iteration 4Q (30392.950000 sec): 3 clusters Score: Raw -45620.318470 + Penalty 2859.534787 = -42760.783683 nChanged 1 SP:Iteration 5Q (30393.150000 sec): 3 clusters Score: Raw -45623.844967 + Penalty 2859.534787 = -42764.310180 nChanged 0 SP:Iteration 6F (30393.300000 sec): 3 clusters Score: Raw -45623.844967 + Penalty 2859.534787 = -42764.310180 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30393.420000 sec): 2 clusters Score: Raw -268430.455350 + Penalty 1855.984059 = -266574.471291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30393.590000 sec): 3 clusters Score: Raw -267805.859369 + Penalty 3711.968117 = -264093.891252 nChanged 557 SP:Iteration 1F (30393.790000 sec): 3 clusters Score: Raw -268281.193583 + Penalty 3711.968117 = -264569.225466 nChanged 134 SP:Iteration 2F (30393.990000 sec): 3 clusters Score: Raw -268401.058360 + Penalty 3711.968117 = -264689.090243 nChanged 67 SP:Iteration 3Q (30394.130000 sec): 3 clusters Score: Raw -268469.016667 + Penalty 3711.968117 = -264757.048550 nChanged 50 SP:Iteration 4Q (30394.330000 sec): 3 clusters Score: Raw -268530.453811 + Penalty 3711.968117 = -264818.485694 nChanged 67 SP:Iteration 5Q (30394.470000 sec): 3 clusters Score: Raw -268617.709451 + Penalty 3711.968117 = -264905.741334 nChanged 61 SP:Iteration 6Q (30394.680000 sec): 3 clusters Score: Raw -268713.286706 + Penalty 3711.968117 = -265001.318589 nChanged 70 SP:Iteration 7Q (30394.840000 sec): 3 clusters Score: Raw -268825.145359 + Penalty 3711.968117 = -265113.177242 nChanged 65 SP:Iteration 8Q (30395.050000 sec): 3 clusters Score: Raw -268919.623221 + Penalty 3711.968117 = -265207.655104 nChanged 67 SP:Iteration 9Q (30395.230000 sec): 3 clusters Score: Raw -269023.716077 + Penalty 3711.968117 = -265311.747960 nChanged 65 SP:Iteration 10Q (30395.410000 sec): 3 clusters Score: Raw -269107.620362 + Penalty 3711.968117 = -265395.652245 nChanged 67 SP:Iteration 11Q (30395.550000 sec): 3 clusters Score: Raw -269186.486359 + Penalty 3711.968117 = -265474.518242 nChanged 50 SP:Iteration 12Q (30395.720000 sec): 3 clusters Score: Raw -269268.525918 + Penalty 3711.968117 = -265556.557801 nChanged 57 SP:Iteration 13Q (30395.910000 sec): 3 clusters Score: Raw -269346.099417 + Penalty 3711.968117 = -265634.131299 nChanged 46 SP:Iteration 14Q (30396.060000 sec): 3 clusters Score: Raw -269410.156082 + Penalty 3711.968117 = -265698.187965 nChanged 37 SP:Iteration 15Q (30396.220000 sec): 3 clusters Score: Raw -269464.701011 + Penalty 3711.968117 = -265752.732894 nChanged 35 SP:Iteration 16Q (30396.450000 sec): 3 clusters Score: Raw -269510.347414 + Penalty 3711.968117 = -265798.379297 nChanged 28 SP:Iteration 17Q (30396.630000 sec): 3 clusters Score: Raw -269538.201993 + Penalty 3711.968117 = -265826.233876 nChanged 17 SP:Iteration 18Q (30396.800000 sec): 3 clusters Score: Raw -269554.664472 + Penalty 3711.968117 = -265842.696355 nChanged 7 SP:Iteration 19Q (30396.940000 sec): 3 clusters Score: Raw -269560.961911 + Penalty 3711.968117 = -265848.993794 nChanged 5 SP:Iteration 20F (30397.110000 sec): 3 clusters Score: Raw -269563.737602 + Penalty 3711.968117 = -265851.769485 nChanged 5 SP:Iteration 21Q (30397.300000 sec): 3 clusters Score: Raw -269569.072045 + Penalty 3711.968117 = -265857.103928 nChanged 5 SP:Iteration 22Q (30397.510000 sec): 3 clusters Score: Raw -269576.520910 + Penalty 3711.968117 = -265864.552793 nChanged 4 SP:Iteration 23Q (30397.710000 sec): 3 clusters Score: Raw -269578.899059 + Penalty 3711.968117 = -265866.930942 nChanged 2 SP:Iteration 24Q (30397.850000 sec): 3 clusters Score: Raw -269580.610088 + Penalty 3711.968117 = -265868.641971 nChanged 1 SP:Iteration 25Q (30398.030000 sec): 3 clusters Score: Raw -269581.061018 + Penalty 3711.968117 = -265869.092901 nChanged 0 SP:Iteration 26F (30398.180000 sec): 3 clusters Score: Raw -269581.061018 + Penalty 3711.968117 = -265869.092901 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30398.280000 sec): 2 clusters Score: Raw -782945.081956 + Penalty 2120.987082 = -780824.094874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30398.510000 sec): 3 clusters Score: Raw -780406.604508 + Penalty 4241.974164 = -776164.630344 nChanged 2038 SP:Iteration 1F (30398.700000 sec): 3 clusters Score: Raw -781519.316560 + Penalty 4241.974164 = -777277.342396 nChanged 379 SP:Iteration 2F (30398.920000 sec): 3 clusters Score: Raw -781767.718068 + Penalty 4241.974164 = -777525.743904 nChanged 284 SP:Iteration 3F (30399.130000 sec): 3 clusters Score: Raw -781975.426505 + Penalty 4241.974164 = -777733.452340 nChanged 256 SP:Iteration 4Q (30399.330000 sec): 3 clusters Score: Raw -782283.921510 + Penalty 4241.974164 = -778041.947345 nChanged 299 SP:Iteration 5F (30399.530000 sec): 3 clusters Score: Raw -782667.672776 + Penalty 4241.974164 = -778425.698612 nChanged 322 SP:Iteration 6F (30399.690000 sec): 3 clusters Score: Raw -782961.033193 + Penalty 4241.974164 = -778719.059029 nChanged 316 SP:Iteration 7F (30399.890000 sec): 3 clusters Score: Raw -783236.315486 + Penalty 4241.974164 = -778994.341322 nChanged 287 SP:Iteration 8F (30400.110000 sec): 3 clusters Score: Raw -783525.485630 + Penalty 4241.974164 = -779283.511466 nChanged 266 SP:Iteration 9F (30400.310000 sec): 3 clusters Score: Raw -783784.404924 + Penalty 4241.974164 = -779542.430760 nChanged 194 SP:Iteration 10Q (30400.520000 sec): 3 clusters Score: Raw -783969.193243 + Penalty 4241.974164 = -779727.219079 nChanged 163 SP:Iteration 11Q (30400.750000 sec): 3 clusters Score: Raw -784106.335735 + Penalty 4241.974164 = -779864.361571 nChanged 129 SP:Iteration 12Q (30401.060000 sec): 3 clusters Score: Raw -784220.211006 + Penalty 4241.974164 = -779978.236842 nChanged 97 SP:Iteration 13Q (30401.310000 sec): 3 clusters Score: Raw -784301.963709 + Penalty 4241.974164 = -780059.989545 nChanged 65 SP:Iteration 14Q (30401.520000 sec): 3 clusters Score: Raw -784370.839608 + Penalty 4241.974164 = -780128.865444 nChanged 56 SP:Iteration 15Q (30401.740000 sec): 3 clusters Score: Raw -784434.646310 + Penalty 4241.974164 = -780192.672146 nChanged 54 SP:Iteration 16Q (30401.950000 sec): 3 clusters Score: Raw -784510.379188 + Penalty 4241.974164 = -780268.405024 nChanged 47 SP:Iteration 17Q (30402.130000 sec): 3 clusters Score: Raw -784588.353625 + Penalty 4241.974164 = -780346.379461 nChanged 40 SP:Iteration 18Q (30402.390000 sec): 3 clusters Score: Raw -784637.336452 + Penalty 4241.974164 = -780395.362288 nChanged 19 SP:Iteration 19Q (30402.560000 sec): 3 clusters Score: Raw -784657.480741 + Penalty 4241.974164 = -780415.506577 nChanged 7 SP:Iteration 20F (30402.750000 sec): 3 clusters Score: Raw -784662.695639 + Penalty 4241.974164 = -780420.721475 nChanged 7 SP:Iteration 21Q (30403.010000 sec): 3 clusters Score: Raw -784665.849763 + Penalty 4241.974164 = -780423.875599 nChanged 3 SP:Iteration 22Q (30403.190000 sec): 3 clusters Score: Raw -784667.556196 + Penalty 4241.974164 = -780425.582032 nChanged 1 SP:Iteration 23Q (30403.400000 sec): 3 clusters Score: Raw -784669.234759 + Penalty 4241.974164 = -780427.260595 nChanged 4 SP:Iteration 24Q (30403.540000 sec): 3 clusters Score: Raw -784671.159248 + Penalty 4241.974164 = -780429.185084 nChanged 1 SP:Iteration 25Q (30403.800000 sec): 3 clusters Score: Raw -784671.726464 + Penalty 4241.974164 = -780429.752299 nChanged 0 SP:Iteration 26F (30404.030000 sec): 3 clusters Score: Raw -784671.726464 + Penalty 4241.974164 = -780429.752299 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30404.140000 sec): 2 clusters Score: Raw -23421.940970 + Penalty 1358.162961 = -22063.778009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30404.310000 sec): 3 clusters Score: Raw -24018.754012 + Penalty 2716.325922 = -21302.428091 nChanged 45 SP:Iteration 1F (30404.560000 sec): 3 clusters Score: Raw -24360.482454 + Penalty 2716.325922 = -21644.156532 nChanged 15 SP:Iteration 2F (30404.720000 sec): 3 clusters Score: Raw -24591.486601 + Penalty 2716.325922 = -21875.160679 nChanged 5 SP:Iteration 3Q (30404.880000 sec): 3 clusters Score: Raw -24618.033612 + Penalty 2716.325922 = -21901.707690 nChanged 4 SP:Iteration 4Q (30405.060000 sec): 3 clusters Score: Raw -24640.850770 + Penalty 2716.325922 = -21924.524848 nChanged 1 SP:Iteration 5Q (30405.210000 sec): 3 clusters Score: Raw -24667.611520 + Penalty 2716.325922 = -21951.285598 nChanged 0 SP:Iteration 6F (30405.340000 sec): 3 clusters Score: Raw -24667.611520 + Penalty 2716.325922 = -21951.285598 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30405.430000 sec): 2 clusters Score: Raw -43038.793713 + Penalty 1361.256556 = -41677.537157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30405.610000 sec): 3 clusters Score: Raw -43208.042706 + Penalty 2722.513112 = -40485.529594 nChanged 13 SP:Iteration 1F (30405.780000 sec): 3 clusters Score: Raw -43246.435138 + Penalty 2722.513112 = -40523.922025 nChanged 3 SP:Iteration 2Q (30405.940000 sec): 3 clusters Score: Raw -43255.840314 + Penalty 2722.513112 = -40533.327202 nChanged 3 SP:Iteration 3Q (30406.130000 sec): 3 clusters Score: Raw -43262.696459 + Penalty 2722.513112 = -40540.183346 nChanged 1 SP:Iteration 4Q (30406.340000 sec): 3 clusters Score: Raw -43264.816605 + Penalty 2722.513112 = -40542.303493 nChanged 0 SP:Iteration 5F (30406.560000 sec): 3 clusters Score: Raw -43264.816605 + Penalty 2722.513112 = -40542.303493 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (34251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30406.830000 sec): 2 clusters Score: Raw -5444686.435829 + Penalty 2589.484818 = -5442096.951011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30407.260000 sec): 3 clusters Score: Raw -5424115.323277 + Penalty 5178.969636 = -5418936.353641 nChanged 15459 SP:Iteration 1F (30407.600000 sec): 3 clusters Score: Raw -5432666.823633 + Penalty 5178.969636 = -5427487.853997 nChanged 1815 SP:Iteration 2F (30407.980000 sec): 3 clusters Score: Raw -5433485.940098 + Penalty 5178.969636 = -5428306.970462 nChanged 1827 SP:Iteration 3F (30408.310000 sec): 3 clusters Score: Raw -5434539.646761 + Penalty 5178.969636 = -5429360.677125 nChanged 2087 SP:Iteration 4F (30408.720000 sec): 3 clusters Score: Raw -5435999.028783 + Penalty 5178.969636 = -5430820.059147 nChanged 2343 SP:Iteration 5F (30409.090000 sec): 3 clusters Score: Raw -5437788.105304 + Penalty 5178.969636 = -5432609.135668 nChanged 2516 SP:Iteration 6F (30409.440000 sec): 3 clusters Score: Raw -5439804.542079 + Penalty 5178.969636 = -5434625.572443 nChanged 2392 SP:Iteration 7F (30409.780000 sec): 3 clusters Score: Raw -5441761.247742 + Penalty 5178.969636 = -5436582.278106 nChanged 1898 SP:Iteration 8F (30410.120000 sec): 3 clusters Score: Raw -5443002.376375 + Penalty 5178.969636 = -5437823.406739 nChanged 1225 SP:Iteration 9Q (30410.560000 sec): 3 clusters Score: Raw -5443530.879605 + Penalty 5178.969636 = -5438351.909969 nChanged 735 SP:Iteration 10Q (30410.980000 sec): 3 clusters Score: Raw -5443744.135706 + Penalty 5178.969636 = -5438565.166070 nChanged 443 SP:Iteration 11Q (30411.380000 sec): 3 clusters Score: Raw -5443870.717518 + Penalty 5178.969636 = -5438691.747882 nChanged 317 SP:Iteration 12Q (30411.720000 sec): 3 clusters Score: Raw -5443985.647095 + Penalty 5178.969636 = -5438806.677459 nChanged 308 SP:Iteration 13Q (30412.170000 sec): 3 clusters Score: Raw -5444148.005725 + Penalty 5178.969636 = -5438969.036089 nChanged 348 SP:Iteration 14Q (30412.560000 sec): 3 clusters Score: Raw -5444482.266851 + Penalty 5178.969636 = -5439303.297215 nChanged 387 SP:Iteration 15Q (30412.920000 sec): 3 clusters Score: Raw -5444819.801426 + Penalty 5178.969636 = -5439640.831790 nChanged 340 SP:Iteration 16Q (30413.370000 sec): 3 clusters Score: Raw -5444951.394495 + Penalty 5178.969636 = -5439772.424859 nChanged 276 SP:Iteration 17Q (30413.810000 sec): 3 clusters Score: Raw -5445031.264093 + Penalty 5178.969636 = -5439852.294457 nChanged 246 SP:Iteration 18Q (30414.160000 sec): 3 clusters Score: Raw -5445088.784227 + Penalty 5178.969636 = -5439909.814591 nChanged 235 SP:Iteration 19Q (30414.520000 sec): 3 clusters Score: Raw -5445142.728590 + Penalty 5178.969636 = -5439963.758954 nChanged 216 SP:Iteration 20F (30414.880000 sec): 3 clusters Score: Raw -5445184.285866 + Penalty 5178.969636 = -5440005.316230 nChanged 200 SP:Iteration 21Q (30415.290000 sec): 3 clusters Score: Raw -5445225.902027 + Penalty 5178.969636 = -5440046.932391 nChanged 194 SP:Iteration 22Q (30415.680000 sec): 3 clusters Score: Raw -5445265.214478 + Penalty 5178.969636 = -5440086.244842 nChanged 197 SP:Iteration 23Q (30416.050000 sec): 3 clusters Score: Raw -5445300.311513 + Penalty 5178.969636 = -5440121.341877 nChanged 172 SP:Iteration 24Q (30416.460000 sec): 3 clusters Score: Raw -5445329.598447 + Penalty 5178.969636 = -5440150.628811 nChanged 148 SP:Iteration 25Q (30416.910000 sec): 3 clusters Score: Raw -5445352.105627 + Penalty 5178.969636 = -5440173.135991 nChanged 132 SP:Iteration 26Q (30417.290000 sec): 3 clusters Score: Raw -5445372.457611 + Penalty 5178.969636 = -5440193.487975 nChanged 117 SP:Iteration 27Q (30417.650000 sec): 3 clusters Score: Raw -5445390.062413 + Penalty 5178.969636 = -5440211.092777 nChanged 111 SP:Iteration 28Q (30418.080000 sec): 3 clusters Score: Raw -5445407.895011 + Penalty 5178.969636 = -5440228.925375 nChanged 117 SP:Iteration 29Q (30418.420000 sec): 3 clusters Score: Raw -5445427.724458 + Penalty 5178.969636 = -5440248.754822 nChanged 119 SP:Iteration 30Q (30418.780000 sec): 3 clusters Score: Raw -5445447.802574 + Penalty 5178.969636 = -5440268.832938 nChanged 129 SP:Iteration 31Q (30419.140000 sec): 3 clusters Score: Raw -5445468.365506 + Penalty 5178.969636 = -5440289.395870 nChanged 119 SP:Iteration 32Q (30419.560000 sec): 3 clusters Score: Raw -5445486.767574 + Penalty 5178.969636 = -5440307.797938 nChanged 119 SP:Iteration 33Q (30419.940000 sec): 3 clusters Score: Raw -5445506.172432 + Penalty 5178.969636 = -5440327.202796 nChanged 108 SP:Iteration 34Q (30420.310000 sec): 3 clusters Score: Raw -5445522.084851 + Penalty 5178.969636 = -5440343.115215 nChanged 89 SP:Iteration 35Q (30420.660000 sec): 3 clusters Score: Raw -5445534.928053 + Penalty 5178.969636 = -5440355.958417 nChanged 90 SP:Iteration 36Q (30421.070000 sec): 3 clusters Score: Raw -5445549.045957 + Penalty 5178.969636 = -5440370.076321 nChanged 88 SP:Iteration 37Q (30421.500000 sec): 3 clusters Score: Raw -5445562.282492 + Penalty 5178.969636 = -5440383.312856 nChanged 68 SP:Iteration 38Q (30421.860000 sec): 3 clusters Score: Raw -5445572.438073 + Penalty 5178.969636 = -5440393.468437 nChanged 70 SP:Iteration 39Q (30422.220000 sec): 3 clusters Score: Raw -5445582.568557 + Penalty 5178.969636 = -5440403.598921 nChanged 73 SP:Iteration 40F (30422.620000 sec): 3 clusters Score: Raw -5445593.818995 + Penalty 5178.969636 = -5440414.849359 nChanged 65 SP:Iteration 41Q (30423.060000 sec): 3 clusters Score: Raw -5445603.999019 + Penalty 5178.969636 = -5440425.029383 nChanged 74 SP:Iteration 42Q (30423.440000 sec): 3 clusters Score: Raw -5445614.600035 + Penalty 5178.969636 = -5440435.630399 nChanged 83 SP:Iteration 43Q (30423.790000 sec): 3 clusters Score: Raw -5445627.564652 + Penalty 5178.969636 = -5440448.595016 nChanged 78 SP:Iteration 44Q (30424.210000 sec): 3 clusters Score: Raw -5445640.985489 + Penalty 5178.969636 = -5440462.015853 nChanged 83 SP:Iteration 45Q (30424.560000 sec): 3 clusters Score: Raw -5445653.276108 + Penalty 5178.969636 = -5440474.306472 nChanged 71 SP:Iteration 46Q (30424.910000 sec): 3 clusters Score: Raw -5445662.479415 + Penalty 5178.969636 = -5440483.509779 nChanged 63 SP:Iteration 47Q (30425.300000 sec): 3 clusters Score: Raw -5445670.337376 + Penalty 5178.969636 = -5440491.367740 nChanged 52 SP:Iteration 48Q (30425.640000 sec): 3 clusters Score: Raw -5445676.924755 + Penalty 5178.969636 = -5440497.955119 nChanged 59 SP:Iteration 49Q (30426.070000 sec): 3 clusters Score: Raw -5445684.509415 + Penalty 5178.969636 = -5440505.539779 nChanged 55 SP:Iteration 50Q (30426.440000 sec): 3 clusters Score: Raw -5445691.188294 + Penalty 5178.969636 = -5440512.218658 nChanged 41 SP:Iteration 51Q (30426.910000 sec): 3 clusters Score: Raw -5445696.159242 + Penalty 5178.969636 = -5440517.189606 nChanged 32 SP:Iteration 52Q (30427.330000 sec): 3 clusters Score: Raw -5445699.437325 + Penalty 5178.969636 = -5440520.467689 nChanged 17 SP:Iteration 53Q (30427.720000 sec): 3 clusters Score: Raw -5445700.892689 + Penalty 5178.969636 = -5440521.923053 nChanged 22 SP:Iteration 54Q (30428.130000 sec): 3 clusters Score: Raw -5445702.659677 + Penalty 5178.969636 = -5440523.690041 nChanged 17 SP:Iteration 55Q (30428.510000 sec): 3 clusters Score: Raw -5445704.937709 + Penalty 5178.969636 = -5440525.968073 nChanged 27 SP:Iteration 56Q (30428.920000 sec): 3 clusters Score: Raw -5445707.845508 + Penalty 5178.969636 = -5440528.875872 nChanged 29 SP:Iteration 57Q (30429.310000 sec): 3 clusters Score: Raw -5445711.021426 + Penalty 5178.969636 = -5440532.051790 nChanged 29 SP:Iteration 58Q (30429.670000 sec): 3 clusters Score: Raw -5445714.411911 + Penalty 5178.969636 = -5440535.442275 nChanged 33 SP:Iteration 59Q (30430.030000 sec): 3 clusters Score: Raw -5445717.648158 + Penalty 5178.969636 = -5440538.678522 nChanged 27 SP:Iteration 60F (30430.470000 sec): 3 clusters Score: Raw -5445720.739929 + Penalty 5178.969636 = -5440541.770293 nChanged 33 SP:Iteration 61Q (30430.860000 sec): 3 clusters Score: Raw -5445724.502511 + Penalty 5178.969636 = -5440545.532875 nChanged 33 SP:Iteration 62Q (30431.230000 sec): 3 clusters Score: Raw -5445727.894649 + Penalty 5178.969636 = -5440548.925013 nChanged 23 SP:Iteration 63Q (30431.570000 sec): 3 clusters Score: Raw -5445729.859224 + Penalty 5178.969636 = -5440550.889588 nChanged 25 SP:Iteration 64Q (30431.940000 sec): 3 clusters Score: Raw -5445731.721976 + Penalty 5178.969636 = -5440552.752340 nChanged 22 SP:Iteration 65Q (30432.310000 sec): 3 clusters Score: Raw -5445733.587636 + Penalty 5178.969636 = -5440554.618000 nChanged 16 SP:Iteration 66Q (30432.650000 sec): 3 clusters Score: Raw -5445735.009268 + Penalty 5178.969636 = -5440556.039632 nChanged 17 SP:Iteration 67Q (30433.010000 sec): 3 clusters Score: Raw -5445736.667624 + Penalty 5178.969636 = -5440557.697988 nChanged 22 SP:Iteration 68Q (30433.360000 sec): 3 clusters Score: Raw -5445739.241630 + Penalty 5178.969636 = -5440560.271994 nChanged 26 SP:Iteration 69Q (30433.700000 sec): 3 clusters Score: Raw -5445741.823490 + Penalty 5178.969636 = -5440562.853854 nChanged 17 SP:Iteration 70Q (30434.080000 sec): 3 clusters Score: Raw -5445743.389359 + Penalty 5178.969636 = -5440564.419723 nChanged 17 SP:Iteration 71Q (30434.400000 sec): 3 clusters Score: Raw -5445744.889898 + Penalty 5178.969636 = -5440565.920262 nChanged 19 SP:Iteration 72Q (30434.780000 sec): 3 clusters Score: Raw -5445746.755306 + Penalty 5178.969636 = -5440567.785670 nChanged 21 SP:Iteration 73Q (30435.120000 sec): 3 clusters Score: Raw -5445749.192785 + Penalty 5178.969636 = -5440570.223149 nChanged 26 SP:Iteration 74Q (30435.470000 sec): 3 clusters Score: Raw -5445751.902132 + Penalty 5178.969636 = -5440572.932496 nChanged 22 SP:Iteration 75Q (30435.800000 sec): 3 clusters Score: Raw -5445754.061942 + Penalty 5178.969636 = -5440575.092306 nChanged 19 SP:Iteration 76Q (30436.160000 sec): 3 clusters Score: Raw -5445755.426555 + Penalty 5178.969636 = -5440576.456919 nChanged 15 SP:Iteration 77Q (30436.520000 sec): 3 clusters Score: Raw -5445756.403209 + Penalty 5178.969636 = -5440577.433573 nChanged 11 SP:Iteration 78Q (30436.840000 sec): 3 clusters Score: Raw -5445757.277399 + Penalty 5178.969636 = -5440578.307763 nChanged 12 SP:Iteration 79Q (30437.200000 sec): 3 clusters Score: Raw -5445758.357960 + Penalty 5178.969636 = -5440579.388324 nChanged 18 SP:Iteration 80F (30437.540000 sec): 3 clusters Score: Raw -5445760.042479 + Penalty 5178.969636 = -5440581.072843 nChanged 16 SP:Iteration 81Q (30437.910000 sec): 3 clusters Score: Raw -5445761.963393 + Penalty 5178.969636 = -5440582.993757 nChanged 15 SP:Iteration 82Q (30438.220000 sec): 3 clusters Score: Raw -5445763.463492 + Penalty 5178.969636 = -5440584.493856 nChanged 18 SP:Iteration 83Q (30438.570000 sec): 3 clusters Score: Raw -5445764.931841 + Penalty 5178.969636 = -5440585.962205 nChanged 16 SP:Iteration 84Q (30438.920000 sec): 3 clusters Score: Raw -5445766.364635 + Penalty 5178.969636 = -5440587.394999 nChanged 13 SP:Iteration 85Q (30439.240000 sec): 3 clusters Score: Raw -5445767.787653 + Penalty 5178.969636 = -5440588.818017 nChanged 14 SP:Iteration 86Q (30439.570000 sec): 3 clusters Score: Raw -5445769.224504 + Penalty 5178.969636 = -5440590.254868 nChanged 10 SP:Iteration 87Q (30439.950000 sec): 3 clusters Score: Raw -5445770.562679 + Penalty 5178.969636 = -5440591.593043 nChanged 15 SP:Iteration 88Q (30440.280000 sec): 3 clusters Score: Raw -5445772.206918 + Penalty 5178.969636 = -5440593.237282 nChanged 22 SP:Iteration 89Q (30440.640000 sec): 3 clusters Score: Raw -5445775.035303 + Penalty 5178.969636 = -5440596.065667 nChanged 26 SP:Iteration 90Q (30440.940000 sec): 3 clusters Score: Raw -5445778.171553 + Penalty 5178.969636 = -5440599.201917 nChanged 26 SP:Iteration 91Q (30441.280000 sec): 3 clusters Score: Raw -5445780.871994 + Penalty 5178.969636 = -5440601.902358 nChanged 20 SP:Iteration 92Q (30441.610000 sec): 3 clusters Score: Raw -5445783.062589 + Penalty 5178.969636 = -5440604.092953 nChanged 21 SP:Iteration 93Q (30441.950000 sec): 3 clusters Score: Raw -5445785.858377 + Penalty 5178.969636 = -5440606.888741 nChanged 21 SP:Iteration 94Q (30442.290000 sec): 3 clusters Score: Raw -5445788.336893 + Penalty 5178.969636 = -5440609.367257 nChanged 24 SP:Iteration 95Q (30442.620000 sec): 3 clusters Score: Raw -5445790.715476 + Penalty 5178.969636 = -5440611.745840 nChanged 20 SP:Iteration 96Q (30442.960000 sec): 3 clusters Score: Raw -5445792.907496 + Penalty 5178.969636 = -5440613.937860 nChanged 17 SP:Iteration 97Q (30443.290000 sec): 3 clusters Score: Raw -5445794.932668 + Penalty 5178.969636 = -5440615.963032 nChanged 27 SP:Iteration 98Q (30443.630000 sec): 3 clusters Score: Raw -5445798.394460 + Penalty 5178.969636 = -5440619.424824 nChanged 24 SP:Iteration 99Q (30443.990000 sec): 3 clusters Score: Raw -5445800.608765 + Penalty 5178.969636 = -5440621.639129 nChanged 20 SP:Iteration 100F (30444.340000 sec): 3 clusters Score: Raw -5445802.859856 + Penalty 5178.969636 = -5440623.890220 nChanged 11 SP:Iteration 101Q (30444.670000 sec): 3 clusters Score: Raw -5445803.858220 + Penalty 5178.969636 = -5440624.888584 nChanged 8 SP:Iteration 102Q (30445.060000 sec): 3 clusters Score: Raw -5445804.684614 + Penalty 5178.969636 = -5440625.714978 nChanged 8 SP:Iteration 103Q (30445.400000 sec): 3 clusters Score: Raw -5445805.754514 + Penalty 5178.969636 = -5440626.784878 nChanged 9 SP:Iteration 104Q (30445.740000 sec): 3 clusters Score: Raw -5445807.058685 + Penalty 5178.969636 = -5440628.089049 nChanged 8 SP:Iteration 105Q (30446.130000 sec): 3 clusters Score: Raw -5445807.922294 + Penalty 5178.969636 = -5440628.952658 nChanged 7 SP:Iteration 106Q (30446.470000 sec): 3 clusters Score: Raw -5445808.814037 + Penalty 5178.969636 = -5440629.844401 nChanged 11 SP:Iteration 107Q (30446.800000 sec): 3 clusters Score: Raw -5445809.829397 + Penalty 5178.969636 = -5440630.859761 nChanged 10 SP:Iteration 108Q (30447.090000 sec): 3 clusters Score: Raw -5445810.616871 + Penalty 5178.969636 = -5440631.647235 nChanged 5 SP:Iteration 109Q (30447.440000 sec): 3 clusters Score: Raw -5445811.011191 + Penalty 5178.969636 = -5440632.041555 nChanged 5 SP:Iteration 110Q (30447.760000 sec): 3 clusters Score: Raw -5445811.592284 + Penalty 5178.969636 = -5440632.622648 nChanged 5 SP:Iteration 111Q (30448.120000 sec): 3 clusters Score: Raw -5445812.099382 + Penalty 5178.969636 = -5440633.129746 nChanged 5 SP:Iteration 112Q (30448.410000 sec): 3 clusters Score: Raw -5445812.695245 + Penalty 5178.969636 = -5440633.725609 nChanged 11 SP:Iteration 113Q (30448.780000 sec): 3 clusters Score: Raw -5445814.140768 + Penalty 5178.969636 = -5440635.171132 nChanged 15 SP:Iteration 114Q (30449.080000 sec): 3 clusters Score: Raw -5445816.019263 + Penalty 5178.969636 = -5440637.049627 nChanged 17 SP:Iteration 115Q (30449.400000 sec): 3 clusters Score: Raw -5445818.267132 + Penalty 5178.969636 = -5440639.297496 nChanged 14 SP:Iteration 116Q (30449.720000 sec): 3 clusters Score: Raw -5445819.590478 + Penalty 5178.969636 = -5440640.620842 nChanged 6 SP:Iteration 117Q (30450.070000 sec): 3 clusters Score: Raw -5445820.192207 + Penalty 5178.969636 = -5440641.222571 nChanged 5 SP:Iteration 118Q (30450.370000 sec): 3 clusters Score: Raw -5445820.553260 + Penalty 5178.969636 = -5440641.583624 nChanged 4 SP:Iteration 119Q (30450.700000 sec): 3 clusters Score: Raw -5445820.900470 + Penalty 5178.969636 = -5440641.930834 nChanged 3 SP:Iteration 120F (30451.080000 sec): 3 clusters Score: Raw -5445821.029339 + Penalty 5178.969636 = -5440642.059703 nChanged 3 SP:Iteration 121Q (30451.440000 sec): 3 clusters Score: Raw -5445821.302336 + Penalty 5178.969636 = -5440642.332700 nChanged 1 SP:Iteration 122Q (30451.730000 sec): 3 clusters Score: Raw -5445821.335308 + Penalty 5178.969636 = -5440642.365672 nChanged 0 SP:Iteration 123F (30452.100000 sec): 3 clusters Score: Raw -5445821.335308 + Penalty 5178.969636 = -5440642.365672 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30452.240000 sec): 2 clusters Score: Raw -1117747.542633 + Penalty 2201.175198 = -1115546.367435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30452.440000 sec): 3 clusters Score: Raw -1114102.008968 + Penalty 4402.350397 = -1109699.658571 nChanged 2861 SP:Iteration 1F (30452.620000 sec): 3 clusters Score: Raw -1115671.987184 + Penalty 4402.350397 = -1111269.636787 nChanged 505 SP:Iteration 2F (30452.830000 sec): 3 clusters Score: Raw -1115988.786439 + Penalty 4402.350397 = -1111586.436042 nChanged 415 SP:Iteration 3F (30453.070000 sec): 3 clusters Score: Raw -1116276.698249 + Penalty 4402.350397 = -1111874.347853 nChanged 380 SP:Iteration 4F (30453.280000 sec): 3 clusters Score: Raw -1116589.261678 + Penalty 4402.350397 = -1112186.911281 nChanged 409 SP:Iteration 5F (30453.480000 sec): 3 clusters Score: Raw -1116988.017084 + Penalty 4402.350397 = -1112585.666687 nChanged 442 SP:Iteration 6F (30453.720000 sec): 3 clusters Score: Raw -1117440.308742 + Penalty 4402.350397 = -1113037.958345 nChanged 437 SP:Iteration 7F (30453.940000 sec): 3 clusters Score: Raw -1117862.737085 + Penalty 4402.350397 = -1113460.386689 nChanged 396 SP:Iteration 8F (30454.120000 sec): 3 clusters Score: Raw -1118248.248425 + Penalty 4402.350397 = -1113845.898029 nChanged 344 SP:Iteration 9Q (30454.260000 sec): 3 clusters Score: Raw -1118598.249059 + Penalty 4402.350397 = -1114195.898662 nChanged 273 SP:Iteration 10Q (30454.420000 sec): 3 clusters Score: Raw -1118901.951071 + Penalty 4402.350397 = -1114499.600674 nChanged 177 SP:Iteration 11Q (30454.640000 sec): 3 clusters Score: Raw -1119073.416446 + Penalty 4402.350397 = -1114671.066049 nChanged 112 SP:Iteration 12Q (30454.840000 sec): 3 clusters Score: Raw -1119172.851548 + Penalty 4402.350397 = -1114770.501151 nChanged 77 SP:Iteration 13Q (30455.060000 sec): 3 clusters Score: Raw -1119240.323314 + Penalty 4402.350397 = -1114837.972917 nChanged 59 SP:Iteration 14Q (30455.240000 sec): 3 clusters Score: Raw -1119274.406391 + Penalty 4402.350397 = -1114872.055994 nChanged 41 SP:Iteration 15Q (30455.480000 sec): 3 clusters Score: Raw -1119295.873346 + Penalty 4402.350397 = -1114893.522950 nChanged 31 SP:Iteration 16Q (30455.690000 sec): 3 clusters Score: Raw -1119310.437143 + Penalty 4402.350397 = -1114908.086747 nChanged 26 SP:Iteration 17Q (30455.840000 sec): 3 clusters Score: Raw -1119320.211303 + Penalty 4402.350397 = -1114917.860907 nChanged 16 SP:Iteration 18Q (30456.020000 sec): 3 clusters Score: Raw -1119327.262256 + Penalty 4402.350397 = -1114924.911859 nChanged 13 SP:Iteration 19Q (30456.240000 sec): 3 clusters Score: Raw -1119332.708914 + Penalty 4402.350397 = -1114930.358517 nChanged 12 SP:Iteration 20F (30456.480000 sec): 3 clusters Score: Raw -1119337.359511 + Penalty 4402.350397 = -1114935.009115 nChanged 11 SP:Iteration 21Q (30456.700000 sec): 3 clusters Score: Raw -1119341.989936 + Penalty 4402.350397 = -1114939.639540 nChanged 10 SP:Iteration 22Q (30456.900000 sec): 3 clusters Score: Raw -1119346.169023 + Penalty 4402.350397 = -1114943.818626 nChanged 10 SP:Iteration 23Q (30457.080000 sec): 3 clusters Score: Raw -1119349.009987 + Penalty 4402.350397 = -1114946.659591 nChanged 6 SP:Iteration 24Q (30457.300000 sec): 3 clusters Score: Raw -1119351.396529 + Penalty 4402.350397 = -1114949.046133 nChanged 2 SP:Iteration 25Q (30457.480000 sec): 3 clusters Score: Raw -1119351.921985 + Penalty 4402.350397 = -1114949.571588 nChanged 2 SP:Iteration 26Q (30457.690000 sec): 3 clusters Score: Raw -1119352.615951 + Penalty 4402.350397 = -1114950.265555 nChanged 3 SP:Iteration 27Q (30457.890000 sec): 3 clusters Score: Raw -1119353.403101 + Penalty 4402.350397 = -1114951.052704 nChanged 0 SP:Iteration 28F (30458.120000 sec): 3 clusters Score: Raw -1119353.403101 + Penalty 4402.350397 = -1114951.052704 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30458.380000 sec): 2 clusters Score: Raw -5143071.574136 + Penalty 2579.707971 = -5140491.866166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30458.730000 sec): 3 clusters Score: Raw -5123147.103981 + Penalty 5159.415941 = -5117987.688040 nChanged 14936 SP:Iteration 1F (30459.050000 sec): 3 clusters Score: Raw -5131326.981606 + Penalty 5159.415941 = -5126167.565664 nChanged 1473 SP:Iteration 2Q (30459.410000 sec): 3 clusters Score: Raw -5131738.144506 + Penalty 5159.415941 = -5126578.728565 nChanged 1268 SP:Iteration 3Q (30459.740000 sec): 3 clusters Score: Raw -5132108.965449 + Penalty 5159.415941 = -5126949.549508 nChanged 1154 SP:Iteration 4Q (30460.100000 sec): 3 clusters Score: Raw -5132453.649103 + Penalty 5159.415941 = -5127294.233161 nChanged 1094 SP:Iteration 5Q (30460.480000 sec): 3 clusters Score: Raw -5132784.466984 + Penalty 5159.415941 = -5127625.051043 nChanged 1147 SP:Iteration 6Q (30460.820000 sec): 3 clusters Score: Raw -5133180.576761 + Penalty 5159.415941 = -5128021.160820 nChanged 1185 SP:Iteration 7Q (30461.140000 sec): 3 clusters Score: Raw -5133639.136335 + Penalty 5159.415941 = -5128479.720394 nChanged 1214 SP:Iteration 8Q (30461.550000 sec): 3 clusters Score: Raw -5134148.322168 + Penalty 5159.415941 = -5128988.906226 nChanged 1229 SP:Iteration 9Q (30461.900000 sec): 3 clusters Score: Raw -5134749.548230 + Penalty 5159.415941 = -5129590.132289 nChanged 1336 SP:Iteration 10Q (30462.240000 sec): 3 clusters Score: Raw -5135422.505418 + Penalty 5159.415941 = -5130263.089477 nChanged 1398 SP:Iteration 11Q (30462.560000 sec): 3 clusters Score: Raw -5136260.042229 + Penalty 5159.415941 = -5131100.626288 nChanged 1486 SP:Iteration 12Q (30462.920000 sec): 3 clusters Score: Raw -5137270.868952 + Penalty 5159.415941 = -5132111.453011 nChanged 1429 SP:Iteration 13Q (30463.270000 sec): 3 clusters Score: Raw -5138290.877462 + Penalty 5159.415941 = -5133131.461521 nChanged 1303 SP:Iteration 14Q (30463.640000 sec): 3 clusters Score: Raw -5139164.006616 + Penalty 5159.415941 = -5134004.590675 nChanged 1070 SP:Iteration 15Q (30464.010000 sec): 3 clusters Score: Raw -5139760.826767 + Penalty 5159.415941 = -5134601.410826 nChanged 844 SP:Iteration 16Q (30464.350000 sec): 3 clusters Score: Raw -5140147.721704 + Penalty 5159.415941 = -5134988.305763 nChanged 656 SP:Iteration 17Q (30464.720000 sec): 3 clusters Score: Raw -5140442.185649 + Penalty 5159.415941 = -5135282.769707 nChanged 575 SP:Iteration 18Q (30465.080000 sec): 3 clusters Score: Raw -5140681.072290 + Penalty 5159.415941 = -5135521.656348 nChanged 517 SP:Iteration 19Q (30465.380000 sec): 3 clusters Score: Raw -5140880.797152 + Penalty 5159.415941 = -5135721.381211 nChanged 485 SP:Iteration 20F (30465.750000 sec): 3 clusters Score: Raw -5141063.380026 + Penalty 5159.415941 = -5135903.964085 nChanged 449 SP:Iteration 21Q (30466.070000 sec): 3 clusters Score: Raw -5141264.114945 + Penalty 5159.415941 = -5136104.699004 nChanged 477 SP:Iteration 22Q (30466.370000 sec): 3 clusters Score: Raw -5141475.207839 + Penalty 5159.415941 = -5136315.791898 nChanged 483 SP:Iteration 23Q (30466.760000 sec): 3 clusters Score: Raw -5141671.248039 + Penalty 5159.415941 = -5136511.832098 nChanged 451 SP:Iteration 24Q (30467.060000 sec): 3 clusters Score: Raw -5141856.987931 + Penalty 5159.415941 = -5136697.571989 nChanged 422 SP:Iteration 25Q (30467.400000 sec): 3 clusters Score: Raw -5142025.672610 + Penalty 5159.415941 = -5136866.256669 nChanged 389 SP:Iteration 26Q (30467.730000 sec): 3 clusters Score: Raw -5142173.099858 + Penalty 5159.415941 = -5137013.683917 nChanged 338 SP:Iteration 27Q (30468.010000 sec): 3 clusters Score: Raw -5142310.821520 + Penalty 5159.415941 = -5137151.405578 nChanged 355 SP:Iteration 28Q (30468.350000 sec): 3 clusters Score: Raw -5142452.250971 + Penalty 5159.415941 = -5137292.835030 nChanged 315 SP:Iteration 29Q (30468.690000 sec): 3 clusters Score: Raw -5142582.425677 + Penalty 5159.415941 = -5137423.009735 nChanged 297 SP:Iteration 30Q (30469.030000 sec): 3 clusters Score: Raw -5142695.006392 + Penalty 5159.415941 = -5137535.590450 nChanged 258 SP:Iteration 31Q (30469.400000 sec): 3 clusters Score: Raw -5142790.898491 + Penalty 5159.415941 = -5137631.482550 nChanged 235 SP:Iteration 32Q (30469.710000 sec): 3 clusters Score: Raw -5142870.351325 + Penalty 5159.415941 = -5137710.935384 nChanged 227 SP:Iteration 33Q (30470.060000 sec): 3 clusters Score: Raw -5142952.611064 + Penalty 5159.415941 = -5137793.195123 nChanged 202 SP:Iteration 34Q (30470.400000 sec): 3 clusters Score: Raw -5143026.037193 + Penalty 5159.415941 = -5137866.621252 nChanged 196 SP:Iteration 35Q (30470.770000 sec): 3 clusters Score: Raw -5143098.056266 + Penalty 5159.415941 = -5137938.640324 nChanged 181 SP:Iteration 36Q (30471.090000 sec): 3 clusters Score: Raw -5143169.673729 + Penalty 5159.415941 = -5138010.257787 nChanged 152 SP:Iteration 37Q (30471.420000 sec): 3 clusters Score: Raw -5143228.204062 + Penalty 5159.415941 = -5138068.788121 nChanged 107 SP:Iteration 38Q (30471.750000 sec): 3 clusters Score: Raw -5143268.471804 + Penalty 5159.415941 = -5138109.055862 nChanged 127 SP:Iteration 39Q (30472.080000 sec): 3 clusters Score: Raw -5143312.841404 + Penalty 5159.415941 = -5138153.425462 nChanged 113 SP:Iteration 40F (30472.410000 sec): 3 clusters Score: Raw -5143351.830217 + Penalty 5159.415941 = -5138192.414275 nChanged 114 SP:Iteration 41Q (30472.730000 sec): 3 clusters Score: Raw -5143392.192886 + Penalty 5159.415941 = -5138232.776945 nChanged 91 SP:Iteration 42Q (30473.090000 sec): 3 clusters Score: Raw -5143424.342234 + Penalty 5159.415941 = -5138264.926293 nChanged 71 SP:Iteration 43Q (30473.400000 sec): 3 clusters Score: Raw -5143445.968096 + Penalty 5159.415941 = -5138286.552155 nChanged 58 SP:Iteration 44Q (30473.710000 sec): 3 clusters Score: Raw -5143465.193707 + Penalty 5159.415941 = -5138305.777766 nChanged 62 SP:Iteration 45Q (30474.050000 sec): 3 clusters Score: Raw -5143486.251388 + Penalty 5159.415941 = -5138326.835447 nChanged 49 SP:Iteration 46Q (30474.360000 sec): 3 clusters Score: Raw -5143501.342604 + Penalty 5159.415941 = -5138341.926662 nChanged 43 SP:Iteration 47Q (30474.690000 sec): 3 clusters Score: Raw -5143514.656819 + Penalty 5159.415941 = -5138355.240877 nChanged 42 SP:Iteration 48Q (30474.980000 sec): 3 clusters Score: Raw -5143528.962752 + Penalty 5159.415941 = -5138369.546811 nChanged 37 SP:Iteration 49Q (30475.320000 sec): 3 clusters Score: Raw -5143540.792864 + Penalty 5159.415941 = -5138381.376923 nChanged 22 SP:Iteration 50Q (30475.630000 sec): 3 clusters Score: Raw -5143546.435484 + Penalty 5159.415941 = -5138387.019543 nChanged 18 SP:Iteration 51Q (30475.880000 sec): 3 clusters Score: Raw -5143550.723754 + Penalty 5159.415941 = -5138391.307812 nChanged 17 SP:Iteration 52Q (30476.190000 sec): 3 clusters Score: Raw -5143555.670737 + Penalty 5159.415941 = -5138396.254796 nChanged 19 SP:Iteration 53Q (30476.500000 sec): 3 clusters Score: Raw -5143560.671644 + Penalty 5159.415941 = -5138401.255702 nChanged 10 SP:Iteration 54Q (30476.790000 sec): 3 clusters Score: Raw -5143564.660695 + Penalty 5159.415941 = -5138405.244754 nChanged 14 SP:Iteration 55Q (30477.130000 sec): 3 clusters Score: Raw -5143569.173113 + Penalty 5159.415941 = -5138409.757172 nChanged 15 SP:Iteration 56Q (30477.440000 sec): 3 clusters Score: Raw -5143573.651587 + Penalty 5159.415941 = -5138414.235645 nChanged 16 SP:Iteration 57Q (30477.750000 sec): 3 clusters Score: Raw -5143578.523014 + Penalty 5159.415941 = -5138419.107073 nChanged 17 SP:Iteration 58Q (30478.060000 sec): 3 clusters Score: Raw -5143583.828299 + Penalty 5159.415941 = -5138424.412358 nChanged 19 SP:Iteration 59Q (30478.360000 sec): 3 clusters Score: Raw -5143589.607257 + Penalty 5159.415941 = -5138430.191316 nChanged 17 SP:Iteration 60F (30478.710000 sec): 3 clusters Score: Raw -5143597.181223 + Penalty 5159.415941 = -5138437.765281 nChanged 27 SP:Iteration 61Q (30479.000000 sec): 3 clusters Score: Raw -5143605.376305 + Penalty 5159.415941 = -5138445.960364 nChanged 15 SP:Iteration 62Q (30479.260000 sec): 3 clusters Score: Raw -5143610.671042 + Penalty 5159.415941 = -5138451.255101 nChanged 16 SP:Iteration 63Q (30479.530000 sec): 3 clusters Score: Raw -5143616.004938 + Penalty 5159.415941 = -5138456.588996 nChanged 12 SP:Iteration 64Q (30479.880000 sec): 3 clusters Score: Raw -5143620.295500 + Penalty 5159.415941 = -5138460.879558 nChanged 12 SP:Iteration 65Q (30480.260000 sec): 3 clusters Score: Raw -5143623.698344 + Penalty 5159.415941 = -5138464.282403 nChanged 11 SP:Iteration 66Q (30480.540000 sec): 3 clusters Score: Raw -5143627.985662 + Penalty 5159.415941 = -5138468.569720 nChanged 15 SP:Iteration 67Q (30480.850000 sec): 3 clusters Score: Raw -5143633.759788 + Penalty 5159.415941 = -5138474.343847 nChanged 14 SP:Iteration 68Q (30481.180000 sec): 3 clusters Score: Raw -5143638.116915 + Penalty 5159.415941 = -5138478.700974 nChanged 7 SP:Iteration 69Q (30481.490000 sec): 3 clusters Score: Raw -5143639.883767 + Penalty 5159.415941 = -5138480.467826 nChanged 3 SP:Iteration 70Q (30481.770000 sec): 3 clusters Score: Raw -5143640.542065 + Penalty 5159.415941 = -5138481.126123 nChanged 1 SP:Iteration 71Q (30482.090000 sec): 3 clusters Score: Raw -5143640.977230 + Penalty 5159.415941 = -5138481.561289 nChanged 2 SP:Iteration 72Q (30482.400000 sec): 3 clusters Score: Raw -5143641.521131 + Penalty 5159.415941 = -5138482.105190 nChanged 1 SP:Iteration 73Q (30482.750000 sec): 3 clusters Score: Raw -5143641.739138 + Penalty 5159.415941 = -5138482.323197 nChanged 2 SP:Iteration 74Q (30483.120000 sec): 3 clusters Score: Raw -5143642.201800 + Penalty 5159.415941 = -5138482.785859 nChanged 1 SP:Iteration 75Q (30483.470000 sec): 3 clusters Score: Raw -5143642.332543 + Penalty 5159.415941 = -5138482.916602 nChanged 1 SP:Iteration 76Q (30483.780000 sec): 3 clusters Score: Raw -5143642.555739 + Penalty 5159.415941 = -5138483.139798 nChanged 3 SP:Iteration 77Q (30484.070000 sec): 3 clusters Score: Raw -5143643.484454 + Penalty 5159.415941 = -5138484.068513 nChanged 3 SP:Iteration 78Q (30484.410000 sec): 3 clusters Score: Raw -5143644.457916 + Penalty 5159.415941 = -5138485.041974 nChanged 2 SP:Iteration 79Q (30484.700000 sec): 3 clusters Score: Raw -5143644.919759 + Penalty 5159.415941 = -5138485.503817 nChanged 1 SP:Iteration 80F (30485.050000 sec): 3 clusters Score: Raw -5143645.067365 + Penalty 5159.415941 = -5138485.651424 nChanged 1 SP:Iteration 81Q (30485.380000 sec): 3 clusters Score: Raw -5143645.252144 + Penalty 5159.415941 = -5138485.836203 nChanged 1 SP:Iteration 82Q (30485.710000 sec): 3 clusters Score: Raw -5143645.421283 + Penalty 5159.415941 = -5138486.005342 nChanged 1 SP:Iteration 83Q (30486.050000 sec): 3 clusters Score: Raw -5143645.788627 + Penalty 5159.415941 = -5138486.372685 nChanged 3 SP:Iteration 84Q (30486.380000 sec): 3 clusters Score: Raw -5143647.011597 + Penalty 5159.415941 = -5138487.595655 nChanged 5 SP:Iteration 85Q (30486.690000 sec): 3 clusters Score: Raw -5143648.426632 + Penalty 5159.415941 = -5138489.010691 nChanged 3 SP:Iteration 86Q (30486.990000 sec): 3 clusters Score: Raw -5143649.276966 + Penalty 5159.415941 = -5138489.861025 nChanged 3 SP:Iteration 87Q (30487.310000 sec): 3 clusters Score: Raw -5143650.140189 + Penalty 5159.415941 = -5138490.724248 nChanged 2 SP:Iteration 88Q (30487.670000 sec): 3 clusters Score: Raw -5143650.666698 + Penalty 5159.415941 = -5138491.250757 nChanged 2 SP:Iteration 89Q (30487.980000 sec): 3 clusters Score: Raw -5143651.122729 + Penalty 5159.415941 = -5138491.706788 nChanged 1 SP:Iteration 90Q (30488.290000 sec): 3 clusters Score: Raw -5143651.331294 + Penalty 5159.415941 = -5138491.915353 nChanged 1 SP:Iteration 91Q (30488.620000 sec): 3 clusters Score: Raw -5143651.520975 + Penalty 5159.415941 = -5138492.105033 nChanged 0 SP:Iteration 92F (30488.950000 sec): 3 clusters Score: Raw -5143651.520975 + Penalty 5159.415941 = -5138492.105033 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30489.040000 sec): 2 clusters Score: Raw -28542.177458 + Penalty 1330.762052 = -27211.415406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30489.250000 sec): 3 clusters Score: Raw -28814.665095 + Penalty 2661.524103 = -26153.140992 nChanged 32 SP:Iteration 1F (30489.390000 sec): 3 clusters Score: Raw -29035.651782 + Penalty 2661.524103 = -26374.127679 nChanged 12 SP:Iteration 2F (30489.570000 sec): 3 clusters Score: Raw -29125.773294 + Penalty 2661.524103 = -26464.249190 nChanged 4 SP:Iteration 3Q (30489.770000 sec): 3 clusters Score: Raw -29145.505691 + Penalty 2661.524103 = -26483.981588 nChanged 3 SP:Iteration 4Q (30489.880000 sec): 3 clusters Score: Raw -29161.443725 + Penalty 2661.524103 = -26499.919621 nChanged 1 SP:Iteration 5Q (30490.080000 sec): 3 clusters Score: Raw -29167.414054 + Penalty 2661.524103 = -26505.889950 nChanged 1 SP:Iteration 6Q (30490.230000 sec): 3 clusters Score: Raw -29170.656501 + Penalty 2661.524103 = -26509.132397 nChanged 2 SP:Iteration 7Q (30490.410000 sec): 3 clusters Score: Raw -29181.122383 + Penalty 2661.524103 = -26519.598279 nChanged 2 SP:Iteration 8Q (30490.560000 sec): 3 clusters Score: Raw -29186.908938 + Penalty 2661.524103 = -26525.384834 nChanged 1 SP:Iteration 9Q (30490.710000 sec): 3 clusters Score: Raw -29195.306126 + Penalty 2661.524103 = -26533.782023 nChanged 1 SP:Iteration 10Q (30490.880000 sec): 3 clusters Score: Raw -29199.900549 + Penalty 2661.524103 = -26538.376446 nChanged 0 SP:Iteration 11F (30491.090000 sec): 3 clusters Score: Raw -29199.900549 + Penalty 2661.524103 = -26538.376446 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30491.180000 sec): 2 clusters Score: Raw -51405.911393 + Penalty 1482.763670 = -49923.147723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30491.330000 sec): 3 clusters Score: Raw -51810.572280 + Penalty 2965.527339 = -48845.044941 nChanged 89 SP:Iteration 1F (30491.510000 sec): 3 clusters Score: Raw -52142.764268 + Penalty 2965.527339 = -49177.236928 nChanged 31 SP:Iteration 2F (30491.670000 sec): 3 clusters Score: Raw -52291.796810 + Penalty 2965.527339 = -49326.269471 nChanged 28 SP:Iteration 3F (30491.750000 sec): 3 clusters Score: Raw -52395.521570 + Penalty 2965.527339 = -49429.994231 nChanged 23 SP:Iteration 4F (30491.920000 sec): 3 clusters Score: Raw -52463.345368 + Penalty 2965.527339 = -49497.818029 nChanged 9 SP:Iteration 5Q (30492.050000 sec): 3 clusters Score: Raw -52488.787568 + Penalty 2965.527339 = -49523.260229 nChanged 7 SP:Iteration 6Q (30492.240000 sec): 3 clusters Score: Raw -52518.798819 + Penalty 2965.527339 = -49553.271480 nChanged 4 SP:Iteration 7Q (30492.410000 sec): 3 clusters Score: Raw -52552.679301 + Penalty 2965.527339 = -49587.151961 nChanged 7 SP:Iteration 8Q (30492.580000 sec): 3 clusters Score: Raw -52582.749850 + Penalty 2965.527339 = -49617.222511 nChanged 2 SP:Iteration 9Q (30492.740000 sec): 3 clusters Score: Raw -52586.979721 + Penalty 2965.527339 = -49621.452382 nChanged 0 SP:Iteration 10F (30492.930000 sec): 3 clusters Score: Raw -52586.979721 + Penalty 2965.527339 = -49621.452382 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (9462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30493.070000 sec): 2 clusters Score: Raw -1447210.860855 + Penalty 2270.449686 = -1444940.411169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30493.290000 sec): 3 clusters Score: Raw -1442158.455942 + Penalty 4540.899372 = -1437617.556570 nChanged 3889 SP:Iteration 1F (30493.510000 sec): 3 clusters Score: Raw -1444199.082845 + Penalty 4540.899372 = -1439658.183473 nChanged 647 SP:Iteration 2F (30493.730000 sec): 3 clusters Score: Raw -1444513.755458 + Penalty 4540.899372 = -1439972.856086 nChanged 507 SP:Iteration 3F (30493.940000 sec): 3 clusters Score: Raw -1444773.044629 + Penalty 4540.899372 = -1440232.145258 nChanged 438 SP:Iteration 4Q (30494.190000 sec): 3 clusters Score: Raw -1444997.662637 + Penalty 4540.899372 = -1440456.763265 nChanged 377 SP:Iteration 5Q (30494.400000 sec): 3 clusters Score: Raw -1445178.131880 + Penalty 4540.899372 = -1440637.232508 nChanged 340 SP:Iteration 6Q (30494.630000 sec): 3 clusters Score: Raw -1445360.796041 + Penalty 4540.899372 = -1440819.896669 nChanged 337 SP:Iteration 7Q (30494.830000 sec): 3 clusters Score: Raw -1445537.250578 + Penalty 4540.899372 = -1440996.351206 nChanged 336 SP:Iteration 8Q (30495.030000 sec): 3 clusters Score: Raw -1445721.444254 + Penalty 4540.899372 = -1441180.544882 nChanged 332 SP:Iteration 9Q (30495.300000 sec): 3 clusters Score: Raw -1445910.281953 + Penalty 4540.899372 = -1441369.382581 nChanged 299 SP:Iteration 10Q (30495.490000 sec): 3 clusters Score: Raw -1446089.528165 + Penalty 4540.899372 = -1441548.628794 nChanged 282 SP:Iteration 11Q (30495.710000 sec): 3 clusters Score: Raw -1446264.846800 + Penalty 4540.899372 = -1441723.947428 nChanged 269 SP:Iteration 12Q (30495.950000 sec): 3 clusters Score: Raw -1446418.493015 + Penalty 4540.899372 = -1441877.593643 nChanged 266 SP:Iteration 13Q (30496.160000 sec): 3 clusters Score: Raw -1446567.054654 + Penalty 4540.899372 = -1442026.155282 nChanged 228 SP:Iteration 14Q (30496.380000 sec): 3 clusters Score: Raw -1446684.612343 + Penalty 4540.899372 = -1442143.712971 nChanged 217 SP:Iteration 15Q (30496.590000 sec): 3 clusters Score: Raw -1446793.891534 + Penalty 4540.899372 = -1442252.992162 nChanged 180 SP:Iteration 16Q (30496.800000 sec): 3 clusters Score: Raw -1446879.580332 + Penalty 4540.899372 = -1442338.680960 nChanged 157 SP:Iteration 17Q (30497.040000 sec): 3 clusters Score: Raw -1446957.265740 + Penalty 4540.899372 = -1442416.366368 nChanged 155 SP:Iteration 18Q (30497.300000 sec): 3 clusters Score: Raw -1447025.298928 + Penalty 4540.899372 = -1442484.399556 nChanged 128 SP:Iteration 19Q (30497.520000 sec): 3 clusters Score: Raw -1447094.345181 + Penalty 4540.899372 = -1442553.445809 nChanged 114 SP:Iteration 20F (30497.730000 sec): 3 clusters Score: Raw -1447154.741148 + Penalty 4540.899372 = -1442613.841776 nChanged 114 SP:Iteration 21Q (30497.960000 sec): 3 clusters Score: Raw -1447211.401190 + Penalty 4540.899372 = -1442670.501818 nChanged 114 SP:Iteration 22Q (30498.170000 sec): 3 clusters Score: Raw -1447265.981223 + Penalty 4540.899372 = -1442725.081851 nChanged 87 SP:Iteration 23Q (30498.440000 sec): 3 clusters Score: Raw -1447318.559853 + Penalty 4540.899372 = -1442777.660481 nChanged 105 SP:Iteration 24Q (30498.610000 sec): 3 clusters Score: Raw -1447386.591339 + Penalty 4540.899372 = -1442845.691968 nChanged 110 SP:Iteration 25Q (30498.850000 sec): 3 clusters Score: Raw -1447457.760652 + Penalty 4540.899372 = -1442916.861280 nChanged 96 SP:Iteration 26Q (30499.050000 sec): 3 clusters Score: Raw -1447525.724261 + Penalty 4540.899372 = -1442984.824889 nChanged 109 SP:Iteration 27Q (30499.290000 sec): 3 clusters Score: Raw -1447597.734077 + Penalty 4540.899372 = -1443056.834705 nChanged 106 SP:Iteration 28Q (30499.520000 sec): 3 clusters Score: Raw -1447667.089749 + Penalty 4540.899372 = -1443126.190377 nChanged 85 SP:Iteration 29Q (30499.710000 sec): 3 clusters Score: Raw -1447740.846083 + Penalty 4540.899372 = -1443199.946711 nChanged 96 SP:Iteration 30Q (30499.920000 sec): 3 clusters Score: Raw -1447814.491666 + Penalty 4540.899372 = -1443273.592294 nChanged 96 SP:Iteration 31Q (30500.130000 sec): 3 clusters Score: Raw -1447881.799669 + Penalty 4540.899372 = -1443340.900297 nChanged 76 SP:Iteration 32Q (30500.340000 sec): 3 clusters Score: Raw -1447930.727334 + Penalty 4540.899372 = -1443389.827962 nChanged 65 SP:Iteration 33Q (30500.590000 sec): 3 clusters Score: Raw -1447958.992372 + Penalty 4540.899372 = -1443418.093000 nChanged 34 SP:Iteration 34Q (30500.790000 sec): 3 clusters Score: Raw -1447971.714976 + Penalty 4540.899372 = -1443430.815604 nChanged 23 SP:Iteration 35Q (30501.030000 sec): 3 clusters Score: Raw -1447980.745366 + Penalty 4540.899372 = -1443439.845994 nChanged 26 SP:Iteration 36Q (30501.250000 sec): 3 clusters Score: Raw -1447989.166402 + Penalty 4540.899372 = -1443448.267030 nChanged 16 SP:Iteration 37Q (30501.470000 sec): 3 clusters Score: Raw -1447993.270652 + Penalty 4540.899372 = -1443452.371280 nChanged 11 SP:Iteration 38Q (30501.660000 sec): 3 clusters Score: Raw -1447995.241966 + Penalty 4540.899372 = -1443454.342594 nChanged 4 SP:Iteration 39Q (30501.870000 sec): 3 clusters Score: Raw -1447995.932848 + Penalty 4540.899372 = -1443455.033476 nChanged 3 SP:Iteration 40F (30502.110000 sec): 3 clusters Score: Raw -1447996.661147 + Penalty 4540.899372 = -1443455.761775 nChanged 3 SP:Iteration 41Q (30502.360000 sec): 3 clusters Score: Raw -1447997.850723 + Penalty 4540.899372 = -1443456.951351 nChanged 3 SP:Iteration 42Q (30502.530000 sec): 3 clusters Score: Raw -1447998.263081 + Penalty 4540.899372 = -1443457.363709 nChanged 5 SP:Iteration 43Q (30502.780000 sec): 3 clusters Score: Raw -1447999.270535 + Penalty 4540.899372 = -1443458.371163 nChanged 4 SP:Iteration 44Q (30502.960000 sec): 3 clusters Score: Raw -1448000.076008 + Penalty 4540.899372 = -1443459.176636 nChanged 3 SP:Iteration 45Q (30503.150000 sec): 3 clusters Score: Raw -1448000.770499 + Penalty 4540.899372 = -1443459.871127 nChanged 1 SP:Iteration 46Q (30503.360000 sec): 3 clusters Score: Raw -1448000.836849 + Penalty 4540.899372 = -1443459.937477 nChanged 1 SP:Iteration 47Q (30503.630000 sec): 3 clusters Score: Raw -1448000.950359 + Penalty 4540.899372 = -1443460.050987 nChanged 0 SP:Iteration 48F (30503.840000 sec): 3 clusters Score: Raw -1448000.950359 + Penalty 4540.899372 = -1443460.050987 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (43996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30504.130000 sec): 2 clusters Score: Raw -6989401.473350 + Penalty 2651.579792 = -6986749.893558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30504.550000 sec): 3 clusters Score: Raw -6962175.421373 + Penalty 5303.159584 = -6956872.261789 nChanged 20456 SP:Iteration 1F (30504.950000 sec): 3 clusters Score: Raw -6973743.300389 + Penalty 5303.159584 = -6968440.140806 nChanged 2258 SP:Iteration 2F (30505.350000 sec): 3 clusters Score: Raw -6974624.392574 + Penalty 5303.159584 = -6969321.232990 nChanged 2320 SP:Iteration 3F (30505.750000 sec): 3 clusters Score: Raw -6975662.023025 + Penalty 5303.159584 = -6970358.863441 nChanged 2583 SP:Iteration 4F (30506.140000 sec): 3 clusters Score: Raw -6977015.128509 + Penalty 5303.159584 = -6971711.968925 nChanged 2723 SP:Iteration 5F (30506.550000 sec): 3 clusters Score: Raw -6978572.842981 + Penalty 5303.159584 = -6973269.683397 nChanged 2726 SP:Iteration 6F (30506.940000 sec): 3 clusters Score: Raw -6980252.688526 + Penalty 5303.159584 = -6974949.528942 nChanged 2570 SP:Iteration 7F (30507.320000 sec): 3 clusters Score: Raw -6981961.325660 + Penalty 5303.159584 = -6976658.166077 nChanged 2304 SP:Iteration 8F (30507.750000 sec): 3 clusters Score: Raw -6983579.921061 + Penalty 5303.159584 = -6978276.761477 nChanged 1990 SP:Iteration 9Q (30508.180000 sec): 3 clusters Score: Raw -6985059.052935 + Penalty 5303.159584 = -6979755.893351 nChanged 1624 SP:Iteration 10Q (30508.570000 sec): 3 clusters Score: Raw -6986320.828798 + Penalty 5303.159584 = -6981017.669215 nChanged 1221 SP:Iteration 11Q (30508.950000 sec): 3 clusters Score: Raw -6987292.248947 + Penalty 5303.159584 = -6981989.089363 nChanged 916 SP:Iteration 12Q (30509.330000 sec): 3 clusters Score: Raw -6988048.963146 + Penalty 5303.159584 = -6982745.803562 nChanged 637 SP:Iteration 13Q (30509.740000 sec): 3 clusters Score: Raw -6988568.685536 + Penalty 5303.159584 = -6983265.525952 nChanged 432 SP:Iteration 14Q (30510.060000 sec): 3 clusters Score: Raw -6988889.024626 + Penalty 5303.159584 = -6983585.865042 nChanged 319 SP:Iteration 15Q (30510.440000 sec): 3 clusters Score: Raw -6989141.379119 + Penalty 5303.159584 = -6983838.219535 nChanged 245 SP:Iteration 16Q (30510.810000 sec): 3 clusters Score: Raw -6989357.770927 + Penalty 5303.159584 = -6984054.611343 nChanged 176 SP:Iteration 17Q (30511.180000 sec): 3 clusters Score: Raw -6989489.685201 + Penalty 5303.159584 = -6984186.525618 nChanged 115 SP:Iteration 18Q (30511.590000 sec): 3 clusters Score: Raw -6989572.179605 + Penalty 5303.159584 = -6984269.020021 nChanged 88 SP:Iteration 19Q (30511.960000 sec): 3 clusters Score: Raw -6989634.705127 + Penalty 5303.159584 = -6984331.545544 nChanged 73 SP:Iteration 20F (30512.370000 sec): 3 clusters Score: Raw -6989675.923424 + Penalty 5303.159584 = -6984372.763840 nChanged 50 SP:Iteration 21Q (30512.730000 sec): 3 clusters Score: Raw -6989703.117326 + Penalty 5303.159584 = -6984399.957742 nChanged 46 SP:Iteration 22Q (30513.110000 sec): 3 clusters Score: Raw -6989723.996174 + Penalty 5303.159584 = -6984420.836590 nChanged 34 SP:Iteration 23Q (30513.490000 sec): 3 clusters Score: Raw -6989739.998182 + Penalty 5303.159584 = -6984436.838599 nChanged 23 SP:Iteration 24Q (30513.900000 sec): 3 clusters Score: Raw -6989749.455088 + Penalty 5303.159584 = -6984446.295505 nChanged 15 SP:Iteration 25Q (30514.270000 sec): 3 clusters Score: Raw -6989756.133974 + Penalty 5303.159584 = -6984452.974390 nChanged 12 SP:Iteration 26Q (30514.610000 sec): 3 clusters Score: Raw -6989761.973376 + Penalty 5303.159584 = -6984458.813792 nChanged 11 SP:Iteration 27Q (30514.990000 sec): 3 clusters Score: Raw -6989768.069093 + Penalty 5303.159584 = -6984464.909509 nChanged 12 SP:Iteration 28Q (30515.310000 sec): 3 clusters Score: Raw -6989775.382284 + Penalty 5303.159584 = -6984472.222700 nChanged 10 SP:Iteration 29Q (30515.690000 sec): 3 clusters Score: Raw -6989780.772654 + Penalty 5303.159584 = -6984477.613070 nChanged 8 SP:Iteration 30Q (30516.040000 sec): 3 clusters Score: Raw -6989784.852140 + Penalty 5303.159584 = -6984481.692556 nChanged 10 SP:Iteration 31Q (30516.390000 sec): 3 clusters Score: Raw -6989789.149078 + Penalty 5303.159584 = -6984485.989494 nChanged 8 SP:Iteration 32Q (30516.710000 sec): 3 clusters Score: Raw -6989794.228658 + Penalty 5303.159584 = -6984491.069075 nChanged 10 SP:Iteration 33Q (30517.060000 sec): 3 clusters Score: Raw -6989799.771540 + Penalty 5303.159584 = -6984496.611956 nChanged 10 SP:Iteration 34Q (30517.380000 sec): 3 clusters Score: Raw -6989804.112926 + Penalty 5303.159584 = -6984500.953342 nChanged 6 SP:Iteration 35Q (30517.730000 sec): 3 clusters Score: Raw -6989806.568635 + Penalty 5303.159584 = -6984503.409051 nChanged 6 SP:Iteration 36Q (30518.030000 sec): 3 clusters Score: Raw -6989809.228842 + Penalty 5303.159584 = -6984506.069259 nChanged 6 SP:Iteration 37Q (30518.400000 sec): 3 clusters Score: Raw -6989811.564162 + Penalty 5303.159584 = -6984508.404579 nChanged 4 SP:Iteration 38Q (30518.780000 sec): 3 clusters Score: Raw -6989812.263475 + Penalty 5303.159584 = -6984509.103891 nChanged 4 SP:Iteration 39Q (30519.130000 sec): 3 clusters Score: Raw -6989813.467608 + Penalty 5303.159584 = -6984510.308025 nChanged 2 SP:Iteration 40F (30519.550000 sec): 3 clusters Score: Raw -6989814.649988 + Penalty 5303.159584 = -6984511.490404 nChanged 3 SP:Iteration 41Q (30519.880000 sec): 3 clusters Score: Raw -6989815.458686 + Penalty 5303.159584 = -6984512.299102 nChanged 2 SP:Iteration 42Q (30520.240000 sec): 3 clusters Score: Raw -6989815.890508 + Penalty 5303.159584 = -6984512.730925 nChanged 0 SP:Iteration 43F (30520.630000 sec): 3 clusters Score: Raw -6989815.890508 + Penalty 5303.159584 = -6984512.730925 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30520.760000 sec): 2 clusters Score: Raw -161668.065146 + Penalty 1735.403804 = -159932.661342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30520.920000 sec): 3 clusters Score: Raw -161452.274277 + Penalty 3470.807608 = -157981.466670 nChanged 304 SP:Iteration 1F (30521.100000 sec): 3 clusters Score: Raw -161820.641574 + Penalty 3470.807608 = -158349.833967 nChanged 82 SP:Iteration 2F (30521.290000 sec): 3 clusters Score: Raw -161938.614129 + Penalty 3470.807608 = -158467.806521 nChanged 42 SP:Iteration 3Q (30521.480000 sec): 3 clusters Score: Raw -162007.227969 + Penalty 3470.807608 = -158536.420361 nChanged 40 SP:Iteration 4Q (30521.630000 sec): 3 clusters Score: Raw -162068.584285 + Penalty 3470.807608 = -158597.776677 nChanged 47 SP:Iteration 5Q (30521.820000 sec): 3 clusters Score: Raw -162170.048742 + Penalty 3470.807608 = -158699.241134 nChanged 38 SP:Iteration 6Q (30522.000000 sec): 3 clusters Score: Raw -162258.048624 + Penalty 3470.807608 = -158787.241017 nChanged 39 SP:Iteration 7Q (30522.160000 sec): 3 clusters Score: Raw -162322.798241 + Penalty 3470.807608 = -158851.990633 nChanged 25 SP:Iteration 8Q (30522.360000 sec): 3 clusters Score: Raw -162372.877559 + Penalty 3470.807608 = -158902.069951 nChanged 21 SP:Iteration 9Q (30522.500000 sec): 3 clusters Score: Raw -162431.306138 + Penalty 3470.807608 = -158960.498531 nChanged 25 SP:Iteration 10Q (30522.690000 sec): 3 clusters Score: Raw -162487.367919 + Penalty 3470.807608 = -159016.560312 nChanged 28 SP:Iteration 11Q (30522.860000 sec): 3 clusters Score: Raw -162540.708423 + Penalty 3470.807608 = -159069.900815 nChanged 19 SP:Iteration 12Q (30523.020000 sec): 3 clusters Score: Raw -162579.265427 + Penalty 3470.807608 = -159108.457820 nChanged 21 SP:Iteration 13Q (30523.200000 sec): 3 clusters Score: Raw -162627.955600 + Penalty 3470.807608 = -159157.147993 nChanged 20 SP:Iteration 14Q (30523.420000 sec): 3 clusters Score: Raw -162674.856429 + Penalty 3470.807608 = -159204.048821 nChanged 16 SP:Iteration 15Q (30523.550000 sec): 3 clusters Score: Raw -162707.413769 + Penalty 3470.807608 = -159236.606161 nChanged 15 SP:Iteration 16Q (30523.760000 sec): 3 clusters Score: Raw -162737.346570 + Penalty 3470.807608 = -159266.538962 nChanged 8 SP:Iteration 17Q (30523.920000 sec): 3 clusters Score: Raw -162751.657640 + Penalty 3470.807608 = -159280.850032 nChanged 10 SP:Iteration 18Q (30524.110000 sec): 3 clusters Score: Raw -162773.642048 + Penalty 3470.807608 = -159302.834440 nChanged 6 SP:Iteration 19Q (30524.280000 sec): 3 clusters Score: Raw -162781.374938 + Penalty 3470.807608 = -159310.567330 nChanged 1 SP:Iteration 20F (30524.470000 sec): 3 clusters Score: Raw -162784.349786 + Penalty 3470.807608 = -159313.542178 nChanged 2 SP:Iteration 21Q (30524.650000 sec): 3 clusters Score: Raw -162792.375239 + Penalty 3470.807608 = -159321.567631 nChanged 6 SP:Iteration 22Q (30524.840000 sec): 3 clusters Score: Raw -162800.933098 + Penalty 3470.807608 = -159330.125491 nChanged 5 SP:Iteration 23Q (30525.010000 sec): 3 clusters Score: Raw -162805.962708 + Penalty 3470.807608 = -159335.155100 nChanged 7 SP:Iteration 24Q (30525.200000 sec): 3 clusters Score: Raw -162816.786413 + Penalty 3470.807608 = -159345.978805 nChanged 5 SP:Iteration 25Q (30525.370000 sec): 3 clusters Score: Raw -162837.273389 + Penalty 3470.807608 = -159366.465781 nChanged 6 SP:Iteration 26Q (30525.500000 sec): 3 clusters Score: Raw -162844.122913 + Penalty 3470.807608 = -159373.315305 nChanged 3 SP:Iteration 27Q (30525.690000 sec): 3 clusters Score: Raw -162849.975545 + Penalty 3470.807608 = -159379.167938 nChanged 2 SP:Iteration 28Q (30525.840000 sec): 3 clusters Score: Raw -162856.729050 + Penalty 3470.807608 = -159385.921443 nChanged 2 SP:Iteration 29Q (30525.980000 sec): 3 clusters Score: Raw -162860.050812 + Penalty 3470.807608 = -159389.243205 nChanged 5 SP:Iteration 30Q (30526.190000 sec): 3 clusters Score: Raw -162868.139907 + Penalty 3470.807608 = -159397.332300 nChanged 3 SP:Iteration 31Q (30526.380000 sec): 3 clusters Score: Raw -162874.650027 + Penalty 3470.807608 = -159403.842420 nChanged 1 SP:Iteration 32Q (30526.530000 sec): 3 clusters Score: Raw -162877.129993 + Penalty 3470.807608 = -159406.322385 nChanged 1 SP:Iteration 33Q (30526.720000 sec): 3 clusters Score: Raw -162881.013643 + Penalty 3470.807608 = -159410.206036 nChanged 1 SP:Iteration 34Q (30526.870000 sec): 3 clusters Score: Raw -162882.283016 + Penalty 3470.807608 = -159411.475409 nChanged 0 SP:Iteration 35F (30527.060000 sec): 3 clusters Score: Raw -162882.283016 + Penalty 3470.807608 = -159411.475409 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30527.130000 sec): 2 clusters Score: Raw -93100.811160 + Penalty 1601.278875 = -91499.532286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30527.320000 sec): 3 clusters Score: Raw -93093.949870 + Penalty 3202.557749 = -89891.392121 nChanged 123 SP:Iteration 1F (30527.550000 sec): 3 clusters Score: Raw -93313.035023 + Penalty 3202.557749 = -90110.477274 nChanged 28 SP:Iteration 2Q (30527.710000 sec): 3 clusters Score: Raw -93358.282653 + Penalty 3202.557749 = -90155.724903 nChanged 13 SP:Iteration 3Q (30527.890000 sec): 3 clusters Score: Raw -93379.152333 + Penalty 3202.557749 = -90176.594584 nChanged 9 SP:Iteration 4Q (30528.050000 sec): 3 clusters Score: Raw -93398.509546 + Penalty 3202.557749 = -90195.951797 nChanged 10 SP:Iteration 5Q (30528.230000 sec): 3 clusters Score: Raw -93421.705153 + Penalty 3202.557749 = -90219.147404 nChanged 4 SP:Iteration 6Q (30528.420000 sec): 3 clusters Score: Raw -93427.409933 + Penalty 3202.557749 = -90224.852183 nChanged 2 SP:Iteration 7Q (30528.620000 sec): 3 clusters Score: Raw -93435.654822 + Penalty 3202.557749 = -90233.097073 nChanged 2 SP:Iteration 8Q (30528.800000 sec): 3 clusters Score: Raw -93438.286210 + Penalty 3202.557749 = -90235.728461 nChanged 2 SP:Iteration 9Q (30529.010000 sec): 3 clusters Score: Raw -93440.752035 + Penalty 3202.557749 = -90238.194286 nChanged 1 SP:Iteration 10Q (30529.190000 sec): 3 clusters Score: Raw -93442.358223 + Penalty 3202.557749 = -90239.800474 nChanged 2 SP:Iteration 11Q (30529.400000 sec): 3 clusters Score: Raw -93445.279852 + Penalty 3202.557749 = -90242.722103 nChanged 1 SP:Iteration 12Q (30529.530000 sec): 3 clusters Score: Raw -93445.904415 + Penalty 3202.557749 = -90243.346666 nChanged 1 SP:Iteration 13Q (30529.740000 sec): 3 clusters Score: Raw -93446.420041 + Penalty 3202.557749 = -90243.862292 nChanged 1 SP:Iteration 14Q (30529.940000 sec): 3 clusters Score: Raw -93447.932469 + Penalty 3202.557749 = -90245.374720 nChanged 1 SP:Iteration 15Q (30530.160000 sec): 3 clusters Score: Raw -93448.875754 + Penalty 3202.557749 = -90246.318005 nChanged 3 SP:Iteration 16Q (30530.310000 sec): 3 clusters Score: Raw -93453.219603 + Penalty 3202.557749 = -90250.661854 nChanged 3 SP:Iteration 17Q (30530.500000 sec): 3 clusters Score: Raw -93458.441861 + Penalty 3202.557749 = -90255.884112 nChanged 3 SP:Iteration 18Q (30530.670000 sec): 3 clusters Score: Raw -93463.663874 + Penalty 3202.557749 = -90261.106124 nChanged 1 SP:Iteration 19Q (30530.850000 sec): 3 clusters Score: Raw -93466.322920 + Penalty 3202.557749 = -90263.765171 nChanged 1 SP:Iteration 20F (30531.050000 sec): 3 clusters Score: Raw -93470.505126 + Penalty 3202.557749 = -90267.947377 nChanged 2 SP:Iteration 21Q (30531.210000 sec): 3 clusters Score: Raw -93473.994341 + Penalty 3202.557749 = -90271.436592 nChanged 2 SP:Iteration 22Q (30531.380000 sec): 3 clusters Score: Raw -93478.703706 + Penalty 3202.557749 = -90276.145957 nChanged 2 SP:Iteration 23Q (30531.590000 sec): 3 clusters Score: Raw -93480.847184 + Penalty 3202.557749 = -90278.289435 nChanged 1 SP:Iteration 24Q (30531.760000 sec): 3 clusters Score: Raw -93482.613927 + Penalty 3202.557749 = -90280.056178 nChanged 1 SP:Iteration 25Q (30531.880000 sec): 3 clusters Score: Raw -93485.270363 + Penalty 3202.557749 = -90282.712614 nChanged 1 SP:Iteration 26Q (30532.080000 sec): 3 clusters Score: Raw -93486.205785 + Penalty 3202.557749 = -90283.648036 nChanged 1 SP:Iteration 27Q (30532.250000 sec): 3 clusters Score: Raw -93488.331131 + Penalty 3202.557749 = -90285.773382 nChanged 1 SP:Iteration 28Q (30532.440000 sec): 3 clusters Score: Raw -93490.508087 + Penalty 3202.557749 = -90287.950338 nChanged 0 SP:Iteration 29F (30532.600000 sec): 3 clusters Score: Raw -93490.508087 + Penalty 3202.557749 = -90287.950338 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30532.680000 sec): 2 clusters Score: Raw -32084.662670 + Penalty 1338.744350 = -30745.918320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30532.860000 sec): 3 clusters Score: Raw -32283.952409 + Penalty 2677.488700 = -29606.463709 nChanged 22 SP:Iteration 1F (30533.010000 sec): 3 clusters Score: Raw -32372.779214 + Penalty 2677.488700 = -29695.290514 nChanged 7 SP:Iteration 2Q (30533.170000 sec): 3 clusters Score: Raw -32401.932775 + Penalty 2677.488700 = -29724.444075 nChanged 2 SP:Iteration 3Q (30533.340000 sec): 3 clusters Score: Raw -32417.674668 + Penalty 2677.488700 = -29740.185968 nChanged 0 SP:Iteration 4F (30533.520000 sec): 3 clusters Score: Raw -32417.674668 + Penalty 2677.488700 = -29740.185968 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (9022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30533.640000 sec): 2 clusters Score: Raw -1444204.754762 + Penalty 2258.640487 = -1441946.114275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30533.870000 sec): 3 clusters Score: Raw -1439404.733652 + Penalty 4517.280974 = -1434887.452678 nChanged 3681 SP:Iteration 1F (30534.120000 sec): 3 clusters Score: Raw -1441384.140562 + Penalty 4517.280974 = -1436866.859588 nChanged 605 SP:Iteration 2F (30534.340000 sec): 3 clusters Score: Raw -1441665.053265 + Penalty 4517.280974 = -1437147.772292 nChanged 447 SP:Iteration 3Q (30534.550000 sec): 3 clusters Score: Raw -1441839.267168 + Penalty 4517.280974 = -1437321.986194 nChanged 316 SP:Iteration 4Q (30534.800000 sec): 3 clusters Score: Raw -1441955.865416 + Penalty 4517.280974 = -1437438.584442 nChanged 243 SP:Iteration 5Q (30534.980000 sec): 3 clusters Score: Raw -1442034.642539 + Penalty 4517.280974 = -1437517.361565 nChanged 195 SP:Iteration 6Q (30535.210000 sec): 3 clusters Score: Raw -1442092.086115 + Penalty 4517.280974 = -1437574.805141 nChanged 165 SP:Iteration 7Q (30535.460000 sec): 3 clusters Score: Raw -1442139.519377 + Penalty 4517.280974 = -1437622.238404 nChanged 150 SP:Iteration 8Q (30535.660000 sec): 3 clusters Score: Raw -1442179.832922 + Penalty 4517.280974 = -1437662.551948 nChanged 134 SP:Iteration 9Q (30535.910000 sec): 3 clusters Score: Raw -1442214.080485 + Penalty 4517.280974 = -1437696.799511 nChanged 106 SP:Iteration 10Q (30536.120000 sec): 3 clusters Score: Raw -1442241.922319 + Penalty 4517.280974 = -1437724.641345 nChanged 102 SP:Iteration 11Q (30536.360000 sec): 3 clusters Score: Raw -1442269.501013 + Penalty 4517.280974 = -1437752.220040 nChanged 94 SP:Iteration 12Q (30536.580000 sec): 3 clusters Score: Raw -1442290.887521 + Penalty 4517.280974 = -1437773.606547 nChanged 83 SP:Iteration 13Q (30536.780000 sec): 3 clusters Score: Raw -1442309.057397 + Penalty 4517.280974 = -1437791.776424 nChanged 81 SP:Iteration 14Q (30537.060000 sec): 3 clusters Score: Raw -1442330.696359 + Penalty 4517.280974 = -1437813.415385 nChanged 93 SP:Iteration 15Q (30537.280000 sec): 3 clusters Score: Raw -1442356.455616 + Penalty 4517.280974 = -1437839.174642 nChanged 100 SP:Iteration 16Q (30537.500000 sec): 3 clusters Score: Raw -1442382.638801 + Penalty 4517.280974 = -1437865.357827 nChanged 96 SP:Iteration 17Q (30537.710000 sec): 3 clusters Score: Raw -1442405.833667 + Penalty 4517.280974 = -1437888.552693 nChanged 97 SP:Iteration 18Q (30537.950000 sec): 3 clusters Score: Raw -1442432.018550 + Penalty 4517.280974 = -1437914.737576 nChanged 97 SP:Iteration 19Q (30538.200000 sec): 3 clusters Score: Raw -1442456.804012 + Penalty 4517.280974 = -1437939.523039 nChanged 103 SP:Iteration 20F (30538.420000 sec): 3 clusters Score: Raw -1442483.658201 + Penalty 4517.280974 = -1437966.377227 nChanged 134 SP:Iteration 21Q (30538.700000 sec): 3 clusters Score: Raw -1442524.998191 + Penalty 4517.280974 = -1438007.717217 nChanged 136 SP:Iteration 22Q (30538.880000 sec): 3 clusters Score: Raw -1442572.604644 + Penalty 4517.280974 = -1438055.323670 nChanged 171 SP:Iteration 23Q (30539.120000 sec): 3 clusters Score: Raw -1442633.403111 + Penalty 4517.280974 = -1438116.122137 nChanged 182 SP:Iteration 24Q (30539.300000 sec): 3 clusters Score: Raw -1442699.375661 + Penalty 4517.280974 = -1438182.094687 nChanged 191 SP:Iteration 25Q (30539.570000 sec): 3 clusters Score: Raw -1442777.639090 + Penalty 4517.280974 = -1438260.358116 nChanged 211 SP:Iteration 26Q (30539.740000 sec): 3 clusters Score: Raw -1442872.775409 + Penalty 4517.280974 = -1438355.494435 nChanged 246 SP:Iteration 27Q (30540.020000 sec): 3 clusters Score: Raw -1442989.112149 + Penalty 4517.280974 = -1438471.831175 nChanged 234 SP:Iteration 28Q (30540.210000 sec): 3 clusters Score: Raw -1443100.989849 + Penalty 4517.280974 = -1438583.708876 nChanged 254 SP:Iteration 29Q (30540.440000 sec): 3 clusters Score: Raw -1443231.295375 + Penalty 4517.280974 = -1438714.014401 nChanged 249 SP:Iteration 30Q (30540.640000 sec): 3 clusters Score: Raw -1443375.848885 + Penalty 4517.280974 = -1438858.567912 nChanged 255 SP:Iteration 31Q (30540.890000 sec): 3 clusters Score: Raw -1443528.355073 + Penalty 4517.280974 = -1439011.074100 nChanged 235 SP:Iteration 32Q (30541.080000 sec): 3 clusters Score: Raw -1443680.358812 + Penalty 4517.280974 = -1439163.077839 nChanged 201 SP:Iteration 33Q (30541.310000 sec): 3 clusters Score: Raw -1443803.033894 + Penalty 4517.280974 = -1439285.752921 nChanged 179 SP:Iteration 34Q (30541.570000 sec): 3 clusters Score: Raw -1443921.005929 + Penalty 4517.280974 = -1439403.724956 nChanged 142 SP:Iteration 35Q (30541.730000 sec): 3 clusters Score: Raw -1444009.141299 + Penalty 4517.280974 = -1439491.860325 nChanged 126 SP:Iteration 36Q (30541.950000 sec): 3 clusters Score: Raw -1444094.246632 + Penalty 4517.280974 = -1439576.965658 nChanged 101 SP:Iteration 37Q (30542.170000 sec): 3 clusters Score: Raw -1444169.538852 + Penalty 4517.280974 = -1439652.257879 nChanged 70 SP:Iteration 38Q (30542.420000 sec): 3 clusters Score: Raw -1444218.402491 + Penalty 4517.280974 = -1439701.121517 nChanged 58 SP:Iteration 39Q (30542.630000 sec): 3 clusters Score: Raw -1444259.618034 + Penalty 4517.280974 = -1439742.337061 nChanged 45 SP:Iteration 40F (30542.890000 sec): 3 clusters Score: Raw -1444290.139924 + Penalty 4517.280974 = -1439772.858950 nChanged 35 SP:Iteration 41Q (30543.170000 sec): 3 clusters Score: Raw -1444314.898621 + Penalty 4517.280974 = -1439797.617648 nChanged 39 SP:Iteration 42Q (30543.380000 sec): 3 clusters Score: Raw -1444344.250980 + Penalty 4517.280974 = -1439826.970007 nChanged 38 SP:Iteration 43Q (30543.590000 sec): 3 clusters Score: Raw -1444371.411135 + Penalty 4517.280974 = -1439854.130162 nChanged 27 SP:Iteration 44Q (30543.860000 sec): 3 clusters Score: Raw -1444390.090177 + Penalty 4517.280974 = -1439872.809204 nChanged 19 SP:Iteration 45Q (30544.060000 sec): 3 clusters Score: Raw -1444404.025081 + Penalty 4517.280974 = -1439886.744107 nChanged 24 SP:Iteration 46Q (30544.320000 sec): 3 clusters Score: Raw -1444419.793629 + Penalty 4517.280974 = -1439902.512655 nChanged 13 SP:Iteration 47Q (30544.510000 sec): 3 clusters Score: Raw -1444427.912416 + Penalty 4517.280974 = -1439910.631443 nChanged 10 SP:Iteration 48Q (30544.720000 sec): 3 clusters Score: Raw -1444433.689888 + Penalty 4517.280974 = -1439916.408914 nChanged 9 SP:Iteration 49Q (30544.970000 sec): 3 clusters Score: Raw -1444438.388655 + Penalty 4517.280974 = -1439921.107682 nChanged 6 SP:Iteration 50Q (30545.150000 sec): 3 clusters Score: Raw -1444444.655625 + Penalty 4517.280974 = -1439927.374651 nChanged 8 SP:Iteration 51Q (30545.370000 sec): 3 clusters Score: Raw -1444448.957784 + Penalty 4517.280974 = -1439931.676810 nChanged 7 SP:Iteration 52Q (30545.600000 sec): 3 clusters Score: Raw -1444451.865027 + Penalty 4517.280974 = -1439934.584053 nChanged 3 SP:Iteration 53Q (30545.800000 sec): 3 clusters Score: Raw -1444453.654321 + Penalty 4517.280974 = -1439936.373348 nChanged 1 SP:Iteration 54Q (30546.000000 sec): 3 clusters Score: Raw -1444454.113675 + Penalty 4517.280974 = -1439936.832701 nChanged 0 SP:Iteration 55F (30546.220000 sec): 3 clusters Score: Raw -1444454.113675 + Penalty 4517.280974 = -1439936.832701 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (1552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30546.300000 sec): 2 clusters Score: Raw -226318.318112 + Penalty 1822.130326 = -224496.187786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30546.490000 sec): 3 clusters Score: Raw -225830.185715 + Penalty 3644.260652 = -222185.925064 nChanged 477 SP:Iteration 1F (30546.660000 sec): 3 clusters Score: Raw -226254.750498 + Penalty 3644.260652 = -222610.489846 nChanged 127 SP:Iteration 2F (30546.850000 sec): 3 clusters Score: Raw -226417.478319 + Penalty 3644.260652 = -222773.217668 nChanged 85 SP:Iteration 3F (30547.040000 sec): 3 clusters Score: Raw -226561.729448 + Penalty 3644.260652 = -222917.468796 nChanged 85 SP:Iteration 4F (30547.200000 sec): 3 clusters Score: Raw -226728.403100 + Penalty 3644.260652 = -223084.142448 nChanged 86 SP:Iteration 5F (30547.370000 sec): 3 clusters Score: Raw -226992.191686 + Penalty 3644.260652 = -223347.931034 nChanged 94 SP:Iteration 6F (30547.560000 sec): 3 clusters Score: Raw -227251.579299 + Penalty 3644.260652 = -223607.318648 nChanged 76 SP:Iteration 7Q (30547.710000 sec): 3 clusters Score: Raw -227411.204020 + Penalty 3644.260652 = -223766.943369 nChanged 55 SP:Iteration 8Q (30547.900000 sec): 3 clusters Score: Raw -227511.617253 + Penalty 3644.260652 = -223867.356602 nChanged 43 SP:Iteration 9Q (30548.100000 sec): 3 clusters Score: Raw -227581.675586 + Penalty 3644.260652 = -223937.414935 nChanged 26 SP:Iteration 10Q (30548.270000 sec): 3 clusters Score: Raw -227620.238986 + Penalty 3644.260652 = -223975.978335 nChanged 24 SP:Iteration 11Q (30548.500000 sec): 3 clusters Score: Raw -227667.823536 + Penalty 3644.260652 = -224023.562884 nChanged 16 SP:Iteration 12Q (30548.660000 sec): 3 clusters Score: Raw -227723.772418 + Penalty 3644.260652 = -224079.511767 nChanged 16 SP:Iteration 13Q (30548.860000 sec): 3 clusters Score: Raw -227746.519523 + Penalty 3644.260652 = -224102.258872 nChanged 18 SP:Iteration 14Q (30549.040000 sec): 3 clusters Score: Raw -227764.617592 + Penalty 3644.260652 = -224120.356940 nChanged 21 SP:Iteration 15Q (30549.220000 sec): 3 clusters Score: Raw -227782.262230 + Penalty 3644.260652 = -224138.001578 nChanged 18 SP:Iteration 16Q (30549.390000 sec): 3 clusters Score: Raw -227798.358519 + Penalty 3644.260652 = -224154.097868 nChanged 14 SP:Iteration 17Q (30549.590000 sec): 3 clusters Score: Raw -227812.481920 + Penalty 3644.260652 = -224168.221269 nChanged 15 SP:Iteration 18Q (30549.760000 sec): 3 clusters Score: Raw -227825.746120 + Penalty 3644.260652 = -224181.485468 nChanged 15 SP:Iteration 19Q (30549.940000 sec): 3 clusters Score: Raw -227846.367933 + Penalty 3644.260652 = -224202.107282 nChanged 15 SP:Iteration 20F (30550.130000 sec): 3 clusters Score: Raw -227863.421175 + Penalty 3644.260652 = -224219.160523 nChanged 12 SP:Iteration 21Q (30550.340000 sec): 3 clusters Score: Raw -227875.045162 + Penalty 3644.260652 = -224230.784510 nChanged 10 SP:Iteration 22Q (30550.480000 sec): 3 clusters Score: Raw -227883.769530 + Penalty 3644.260652 = -224239.508878 nChanged 9 SP:Iteration 23Q (30550.700000 sec): 3 clusters Score: Raw -227893.591764 + Penalty 3644.260652 = -224249.331112 nChanged 7 SP:Iteration 24Q (30550.840000 sec): 3 clusters Score: Raw -227902.308910 + Penalty 3644.260652 = -224258.048259 nChanged 9 SP:Iteration 25Q (30551.020000 sec): 3 clusters Score: Raw -227918.973560 + Penalty 3644.260652 = -224274.712909 nChanged 12 SP:Iteration 26Q (30551.190000 sec): 3 clusters Score: Raw -227938.837213 + Penalty 3644.260652 = -224294.576562 nChanged 11 SP:Iteration 27Q (30551.340000 sec): 3 clusters Score: Raw -227964.458526 + Penalty 3644.260652 = -224320.197875 nChanged 17 SP:Iteration 28Q (30551.540000 sec): 3 clusters Score: Raw -228043.819733 + Penalty 3644.260652 = -224399.559082 nChanged 17 SP:Iteration 29Q (30551.690000 sec): 3 clusters Score: Raw -228083.891037 + Penalty 3644.260652 = -224439.630385 nChanged 4 SP:Iteration 30Q (30551.870000 sec): 3 clusters Score: Raw -228099.170772 + Penalty 3644.260652 = -224454.910120 nChanged 5 SP:Iteration 31Q (30552.060000 sec): 3 clusters Score: Raw -228135.138500 + Penalty 3644.260652 = -224490.877848 nChanged 8 SP:Iteration 32Q (30552.230000 sec): 3 clusters Score: Raw -228189.452441 + Penalty 3644.260652 = -224545.191789 nChanged 8 SP:Iteration 33Q (30552.390000 sec): 3 clusters Score: Raw -228201.580910 + Penalty 3644.260652 = -224557.320258 nChanged 3 SP:Iteration 34Q (30552.620000 sec): 3 clusters Score: Raw -228206.010524 + Penalty 3644.260652 = -224561.749872 nChanged 1 SP:Iteration 35Q (30552.760000 sec): 3 clusters Score: Raw -228207.238871 + Penalty 3644.260652 = -224562.978220 nChanged 1 SP:Iteration 36Q (30552.940000 sec): 3 clusters Score: Raw -228208.470296 + Penalty 3644.260652 = -224564.209645 nChanged 1 SP:Iteration 37Q (30553.170000 sec): 3 clusters Score: Raw -228209.368482 + Penalty 3644.260652 = -224565.107830 nChanged 0 SP:Iteration 38F (30553.330000 sec): 3 clusters Score: Raw -228209.368482 + Penalty 3644.260652 = -224565.107830 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 5.79 GB. Trying to split cluster 34 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30553.410000 sec): 2 clusters Score: Raw -30638.529976 + Penalty 1334.214544 = -29304.315433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30553.590000 sec): 3 clusters Score: Raw -30891.579677 + Penalty 2668.429087 = -28223.150590 nChanged 30 SP:Iteration 1F (30553.780000 sec): 3 clusters Score: Raw -31145.868044 + Penalty 2668.429087 = -28477.438956 nChanged 11 SP:Iteration 2F (30553.960000 sec): 3 clusters Score: Raw -31245.621858 + Penalty 2668.429087 = -28577.192771 nChanged 7 SP:Iteration 3Q (30554.130000 sec): 3 clusters Score: Raw -31318.068627 + Penalty 2668.429087 = -28649.639540 nChanged 4 SP:Iteration 4Q (30554.360000 sec): 3 clusters Score: Raw -31353.471609 + Penalty 2668.429087 = -28685.042522 nChanged 4 SP:Iteration 5Q (30554.530000 sec): 3 clusters Score: Raw -31432.483491 + Penalty 2668.429087 = -28764.054404 nChanged 5 SP:Iteration 6Q (30554.680000 sec): 3 clusters Score: Raw -31472.850884 + Penalty 2668.429087 = -28804.421797 nChanged 3 SP:Iteration 7Q (30554.920000 sec): 3 clusters Score: Raw -31508.345602 + Penalty 2668.429087 = -28839.916515 nChanged 1 SP:Iteration 8Q (30555.100000 sec): 3 clusters Score: Raw -31514.577458 + Penalty 2668.429087 = -28846.148371 nChanged 3 SP:Iteration 9Q (30555.260000 sec): 3 clusters Score: Raw -31531.704207 + Penalty 2668.429087 = -28863.275119 nChanged 1 SP:Iteration 10Q (30555.430000 sec): 3 clusters Score: Raw -31549.151685 + Penalty 2668.429087 = -28880.722597 nChanged 0 SP:Iteration 11F (30555.620000 sec): 3 clusters Score: Raw -31549.151685 + Penalty 2668.429087 = -28880.722597 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30555.750000 sec): 2 clusters Score: Raw -33691.387521 + Penalty 1334.214544 = -32357.172977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30555.930000 sec): 3 clusters Score: Raw -33930.546722 + Penalty 2668.429087 = -31262.117634 nChanged 23 SP:Iteration 1F (30556.070000 sec): 3 clusters Score: Raw -34040.610055 + Penalty 2668.429087 = -31372.180968 nChanged 7 SP:Iteration 2Q (30556.240000 sec): 3 clusters Score: Raw -34066.914301 + Penalty 2668.429087 = -31398.485213 nChanged 3 SP:Iteration 3Q (30556.450000 sec): 3 clusters Score: Raw -34084.169234 + Penalty 2668.429087 = -31415.740147 nChanged 0 SP:Iteration 4F (30556.620000 sec): 3 clusters Score: Raw -34084.169234 + Penalty 2668.429087 = -31415.740147 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30556.720000 sec): 2 clusters Score: Raw -65481.229190 + Penalty 1510.644851 = -63970.584339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30556.890000 sec): 3 clusters Score: Raw -65554.086078 + Penalty 3021.289702 = -62532.796376 nChanged 75 SP:Iteration 1F (30557.080000 sec): 3 clusters Score: Raw -65731.309840 + Penalty 3021.289702 = -62710.020139 nChanged 21 SP:Iteration 2Q (30557.220000 sec): 3 clusters Score: Raw -65818.397830 + Penalty 3021.289702 = -62797.108128 nChanged 12 SP:Iteration 3Q (30557.460000 sec): 3 clusters Score: Raw -65885.004182 + Penalty 3021.289702 = -62863.714481 nChanged 11 SP:Iteration 4Q (30557.630000 sec): 3 clusters Score: Raw -65933.328400 + Penalty 3021.289702 = -62912.038698 nChanged 7 SP:Iteration 5Q (30557.800000 sec): 3 clusters Score: Raw -65955.784853 + Penalty 3021.289702 = -62934.495151 nChanged 2 SP:Iteration 6Q (30558.000000 sec): 3 clusters Score: Raw -65960.542262 + Penalty 3021.289702 = -62939.252561 nChanged 3 SP:Iteration 7Q (30558.160000 sec): 3 clusters Score: Raw -65965.592575 + Penalty 3021.289702 = -62944.302874 nChanged 0 SP:Iteration 8F (30558.310000 sec): 3 clusters Score: Raw -65965.592575 + Penalty 3021.289702 = -62944.302874 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30558.420000 sec): 2 clusters Score: Raw -95516.482038 + Penalty 1609.322823 = -93907.159215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30558.580000 sec): 3 clusters Score: Raw -95455.522803 + Penalty 3218.645646 = -92236.877157 nChanged 162 SP:Iteration 1F (30558.780000 sec): 3 clusters Score: Raw -95870.595876 + Penalty 3218.645646 = -92651.950230 nChanged 58 SP:Iteration 2F (30558.960000 sec): 3 clusters Score: Raw -96236.436875 + Penalty 3218.645646 = -93017.791229 nChanged 50 SP:Iteration 3F (30559.160000 sec): 3 clusters Score: Raw -96391.717304 + Penalty 3218.645646 = -93173.071658 nChanged 30 SP:Iteration 4Q (30559.320000 sec): 3 clusters Score: Raw -96483.095904 + Penalty 3218.645646 = -93264.450258 nChanged 20 SP:Iteration 5Q (30559.480000 sec): 3 clusters Score: Raw -96564.356552 + Penalty 3218.645646 = -93345.710906 nChanged 19 SP:Iteration 6Q (30559.630000 sec): 3 clusters Score: Raw -96633.061789 + Penalty 3218.645646 = -93414.416143 nChanged 12 SP:Iteration 7Q (30559.780000 sec): 3 clusters Score: Raw -96669.301651 + Penalty 3218.645646 = -93450.656005 nChanged 11 SP:Iteration 8Q (30559.940000 sec): 3 clusters Score: Raw -96708.829010 + Penalty 3218.645646 = -93490.183364 nChanged 8 SP:Iteration 9Q (30560.140000 sec): 3 clusters Score: Raw -96735.542273 + Penalty 3218.645646 = -93516.896627 nChanged 5 SP:Iteration 10Q (30560.300000 sec): 3 clusters Score: Raw -96750.638437 + Penalty 3218.645646 = -93531.992791 nChanged 3 SP:Iteration 11Q (30560.490000 sec): 3 clusters Score: Raw -96757.967161 + Penalty 3218.645646 = -93539.321515 nChanged 1 SP:Iteration 12Q (30560.700000 sec): 3 clusters Score: Raw -96759.917127 + Penalty 3218.645646 = -93541.271481 nChanged 0 SP:Iteration 13F (30560.840000 sec): 3 clusters Score: Raw -96759.917127 + Penalty 3218.645646 = -93541.271481 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30560.920000 sec): 2 clusters Score: Raw -44525.697712 + Penalty 1401.817317 = -43123.880395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30561.130000 sec): 3 clusters Score: Raw -44679.095845 + Penalty 2803.634633 = -41875.461211 nChanged 28 SP:Iteration 1F (30561.270000 sec): 3 clusters Score: Raw -44784.640715 + Penalty 2803.634633 = -41981.006082 nChanged 8 SP:Iteration 2Q (30561.480000 sec): 3 clusters Score: Raw -44808.165358 + Penalty 2803.634633 = -42004.530725 nChanged 2 SP:Iteration 3Q (30561.670000 sec): 3 clusters Score: Raw -44813.838079 + Penalty 2803.634633 = -42010.203445 nChanged 2 SP:Iteration 4Q (30561.850000 sec): 3 clusters Score: Raw -44823.606956 + Penalty 2803.634633 = -42019.972323 nChanged 3 SP:Iteration 5Q (30562.010000 sec): 3 clusters Score: Raw -44856.195445 + Penalty 2803.634633 = -42052.560812 nChanged 3 SP:Iteration 6Q (30562.230000 sec): 3 clusters Score: Raw -44866.605182 + Penalty 2803.634633 = -42062.970548 nChanged 3 SP:Iteration 7Q (30562.380000 sec): 3 clusters Score: Raw -44879.887374 + Penalty 2803.634633 = -42076.252741 nChanged 1 SP:Iteration 8Q (30562.570000 sec): 3 clusters Score: Raw -44885.971904 + Penalty 2803.634633 = -42082.337271 nChanged 1 SP:Iteration 9Q (30562.730000 sec): 3 clusters Score: Raw -44897.849212 + Penalty 2803.634633 = -42094.214578 nChanged 4 SP:Iteration 10Q (30562.890000 sec): 3 clusters Score: Raw -44911.184962 + Penalty 2803.634633 = -42107.550328 nChanged 1 SP:Iteration 11Q (30563.070000 sec): 3 clusters Score: Raw -44912.433955 + Penalty 2803.634633 = -42108.799321 nChanged 0 SP:Iteration 12F (30563.250000 sec): 3 clusters Score: Raw -44912.433955 + Penalty 2803.634633 = -42108.799321 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30563.340000 sec): 2 clusters Score: Raw -39085.269798 + Penalty 1358.162961 = -37727.106837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30563.480000 sec): 3 clusters Score: Raw -39310.299328 + Penalty 2716.325922 = -36593.973406 nChanged 21 SP:Iteration 1F (30563.660000 sec): 3 clusters Score: Raw -39418.719620 + Penalty 2716.325922 = -36702.393698 nChanged 10 SP:Iteration 2Q (30563.860000 sec): 3 clusters Score: Raw -39493.204954 + Penalty 2716.325922 = -36776.879032 nChanged 4 SP:Iteration 3Q (30564.030000 sec): 3 clusters Score: Raw -39516.820732 + Penalty 2716.325922 = -36800.494811 nChanged 0 SP:Iteration 4F (30564.190000 sec): 3 clusters Score: Raw -39516.820732 + Penalty 2716.325922 = -36800.494811 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30564.310000 sec): 2 clusters Score: Raw -36143.237283 + Penalty 1386.564771 = -34756.672512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30564.490000 sec): 3 clusters Score: Raw -36327.329094 + Penalty 2773.129542 = -33554.199552 nChanged 40 SP:Iteration 1F (30564.690000 sec): 3 clusters Score: Raw -36472.408856 + Penalty 2773.129542 = -33699.279314 nChanged 12 SP:Iteration 2Q (30564.860000 sec): 3 clusters Score: Raw -36528.008691 + Penalty 2773.129542 = -33754.879148 nChanged 4 SP:Iteration 3Q (30565.030000 sec): 3 clusters Score: Raw -36559.616767 + Penalty 2773.129542 = -33786.487225 nChanged 4 SP:Iteration 4Q (30565.220000 sec): 3 clusters Score: Raw -36589.162723 + Penalty 2773.129542 = -33816.033181 nChanged 3 SP:Iteration 5Q (30565.360000 sec): 3 clusters Score: Raw -36607.511947 + Penalty 2773.129542 = -33834.382405 nChanged 2 SP:Iteration 6Q (30565.540000 sec): 3 clusters Score: Raw -36634.353790 + Penalty 2773.129542 = -33861.224248 nChanged 4 SP:Iteration 7Q (30565.710000 sec): 3 clusters Score: Raw -36647.285992 + Penalty 2773.129542 = -33874.156449 nChanged 0 SP:Iteration 8F (30565.920000 sec): 3 clusters Score: Raw -36647.285992 + Penalty 2773.129542 = -33874.156449 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30565.980000 sec): 2 clusters Score: Raw -11477.067377 + Penalty 1134.528323 = -10342.539054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30566.170000 sec): 3 clusters Score: Raw -11905.803716 + Penalty 2269.056645 = -9636.747071 nChanged 1 SP:Iteration 1Q (30566.340000 sec): 3 clusters Score: Raw -11922.938752 + Penalty 2269.056645 = -9653.882107 nChanged 0 SP:Iteration 2F (30566.510000 sec): 3 clusters Score: Raw -11922.938752 + Penalty 2269.056645 = -9653.882107 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (14896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30566.690000 sec): 2 clusters Score: Raw -2267479.030869 + Penalty 2382.994304 = -2265096.036565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30566.960000 sec): 3 clusters Score: Raw -2259167.848861 + Penalty 4765.988608 = -2254401.860253 nChanged 6393 SP:Iteration 1F (30567.230000 sec): 3 clusters Score: Raw -2262547.428850 + Penalty 4765.988608 = -2257781.440243 nChanged 933 SP:Iteration 2F (30567.480000 sec): 3 clusters Score: Raw -2262977.736011 + Penalty 4765.988608 = -2258211.747403 nChanged 749 SP:Iteration 3F (30567.740000 sec): 3 clusters Score: Raw -2263326.634567 + Penalty 4765.988608 = -2258560.645959 nChanged 676 SP:Iteration 4Q (30568.000000 sec): 3 clusters Score: Raw -2263618.961965 + Penalty 4765.988608 = -2258852.973357 nChanged 571 SP:Iteration 5Q (30568.250000 sec): 3 clusters Score: Raw -2263851.936337 + Penalty 4765.988608 = -2259085.947730 nChanged 554 SP:Iteration 6Q (30568.520000 sec): 3 clusters Score: Raw -2264106.709673 + Penalty 4765.988608 = -2259340.721065 nChanged 531 SP:Iteration 7Q (30568.780000 sec): 3 clusters Score: Raw -2264312.701393 + Penalty 4765.988608 = -2259546.712785 nChanged 475 SP:Iteration 8Q (30569.060000 sec): 3 clusters Score: Raw -2264506.924451 + Penalty 4765.988608 = -2259740.935843 nChanged 466 SP:Iteration 9Q (30569.300000 sec): 3 clusters Score: Raw -2264708.680289 + Penalty 4765.988608 = -2259942.691681 nChanged 471 SP:Iteration 10Q (30569.560000 sec): 3 clusters Score: Raw -2264918.304768 + Penalty 4765.988608 = -2260152.316160 nChanged 471 SP:Iteration 11Q (30569.810000 sec): 3 clusters Score: Raw -2265119.357654 + Penalty 4765.988608 = -2260353.369046 nChanged 473 SP:Iteration 12Q (30570.090000 sec): 3 clusters Score: Raw -2265322.390096 + Penalty 4765.988608 = -2260556.401489 nChanged 456 SP:Iteration 13Q (30570.320000 sec): 3 clusters Score: Raw -2265524.401306 + Penalty 4765.988608 = -2260758.412698 nChanged 452 SP:Iteration 14Q (30570.630000 sec): 3 clusters Score: Raw -2265715.761699 + Penalty 4765.988608 = -2260949.773092 nChanged 441 SP:Iteration 15Q (30570.910000 sec): 3 clusters Score: Raw -2265889.288819 + Penalty 4765.988608 = -2261123.300212 nChanged 380 SP:Iteration 16Q (30571.120000 sec): 3 clusters Score: Raw -2266033.024441 + Penalty 4765.988608 = -2261267.035833 nChanged 355 SP:Iteration 17Q (30571.420000 sec): 3 clusters Score: Raw -2266180.440437 + Penalty 4765.988608 = -2261414.451829 nChanged 338 SP:Iteration 18Q (30571.680000 sec): 3 clusters Score: Raw -2266309.893506 + Penalty 4765.988608 = -2261543.904898 nChanged 297 SP:Iteration 19Q (30571.940000 sec): 3 clusters Score: Raw -2266421.898667 + Penalty 4765.988608 = -2261655.910059 nChanged 267 SP:Iteration 20F (30572.160000 sec): 3 clusters Score: Raw -2266525.675611 + Penalty 4765.988608 = -2261759.687003 nChanged 249 SP:Iteration 21Q (30572.460000 sec): 3 clusters Score: Raw -2266602.842723 + Penalty 4765.988608 = -2261836.854115 nChanged 190 SP:Iteration 22Q (30572.720000 sec): 3 clusters Score: Raw -2266667.055986 + Penalty 4765.988608 = -2261901.067379 nChanged 195 SP:Iteration 23Q (30572.970000 sec): 3 clusters Score: Raw -2266747.600132 + Penalty 4765.988608 = -2261981.611524 nChanged 212 SP:Iteration 24Q (30573.240000 sec): 3 clusters Score: Raw -2266833.712863 + Penalty 4765.988608 = -2262067.724255 nChanged 222 SP:Iteration 25Q (30573.500000 sec): 3 clusters Score: Raw -2266914.166356 + Penalty 4765.988608 = -2262148.177749 nChanged 224 SP:Iteration 26Q (30573.770000 sec): 3 clusters Score: Raw -2267000.873749 + Penalty 4765.988608 = -2262234.885142 nChanged 219 SP:Iteration 27Q (30574.030000 sec): 3 clusters Score: Raw -2267081.917391 + Penalty 4765.988608 = -2262315.928784 nChanged 226 SP:Iteration 28Q (30574.290000 sec): 3 clusters Score: Raw -2267175.530954 + Penalty 4765.988608 = -2262409.542346 nChanged 231 SP:Iteration 29Q (30574.490000 sec): 3 clusters Score: Raw -2267280.956750 + Penalty 4765.988608 = -2262514.968142 nChanged 252 SP:Iteration 30Q (30574.770000 sec): 3 clusters Score: Raw -2267400.809110 + Penalty 4765.988608 = -2262634.820502 nChanged 253 SP:Iteration 31Q (30575.000000 sec): 3 clusters Score: Raw -2267531.647590 + Penalty 4765.988608 = -2262765.658982 nChanged 282 SP:Iteration 32Q (30575.240000 sec): 3 clusters Score: Raw -2267693.373216 + Penalty 4765.988608 = -2262927.384609 nChanged 299 SP:Iteration 33Q (30575.540000 sec): 3 clusters Score: Raw -2267859.506087 + Penalty 4765.988608 = -2263093.517479 nChanged 251 SP:Iteration 34Q (30575.740000 sec): 3 clusters Score: Raw -2267998.976021 + Penalty 4765.988608 = -2263232.987414 nChanged 224 SP:Iteration 35Q (30575.940000 sec): 3 clusters Score: Raw -2268138.310539 + Penalty 4765.988608 = -2263372.321931 nChanged 221 SP:Iteration 36Q (30576.180000 sec): 3 clusters Score: Raw -2268277.048156 + Penalty 4765.988608 = -2263511.059548 nChanged 176 SP:Iteration 37Q (30576.410000 sec): 3 clusters Score: Raw -2268387.079752 + Penalty 4765.988608 = -2263621.091144 nChanged 142 SP:Iteration 38Q (30576.640000 sec): 3 clusters Score: Raw -2268478.871754 + Penalty 4765.988608 = -2263712.883146 nChanged 119 SP:Iteration 39Q (30576.870000 sec): 3 clusters Score: Raw -2268559.182708 + Penalty 4765.988608 = -2263793.194101 nChanged 89 SP:Iteration 40F (30577.120000 sec): 3 clusters Score: Raw -2268620.979742 + Penalty 4765.988608 = -2263854.991134 nChanged 69 SP:Iteration 41Q (30577.370000 sec): 3 clusters Score: Raw -2268667.331499 + Penalty 4765.988608 = -2263901.342892 nChanged 50 SP:Iteration 42Q (30577.660000 sec): 3 clusters Score: Raw -2268700.486652 + Penalty 4765.988608 = -2263934.498044 nChanged 45 SP:Iteration 43Q (30577.890000 sec): 3 clusters Score: Raw -2268730.058739 + Penalty 4765.988608 = -2263964.070131 nChanged 39 SP:Iteration 44Q (30578.150000 sec): 3 clusters Score: Raw -2268755.448168 + Penalty 4765.988608 = -2263989.459560 nChanged 35 SP:Iteration 45Q (30578.410000 sec): 3 clusters Score: Raw -2268773.792851 + Penalty 4765.988608 = -2264007.804243 nChanged 22 SP:Iteration 46Q (30578.640000 sec): 3 clusters Score: Raw -2268786.209216 + Penalty 4765.988608 = -2264020.220608 nChanged 24 SP:Iteration 47Q (30578.860000 sec): 3 clusters Score: Raw -2268798.781814 + Penalty 4765.988608 = -2264032.793206 nChanged 22 SP:Iteration 48Q (30579.110000 sec): 3 clusters Score: Raw -2268809.616784 + Penalty 4765.988608 = -2264043.628177 nChanged 12 SP:Iteration 49Q (30579.340000 sec): 3 clusters Score: Raw -2268816.902693 + Penalty 4765.988608 = -2264050.914085 nChanged 12 SP:Iteration 50Q (30579.550000 sec): 3 clusters Score: Raw -2268824.287910 + Penalty 4765.988608 = -2264058.299302 nChanged 17 SP:Iteration 51Q (30579.830000 sec): 3 clusters Score: Raw -2268835.985253 + Penalty 4765.988608 = -2264069.996645 nChanged 16 SP:Iteration 52Q (30580.070000 sec): 3 clusters Score: Raw -2268847.253844 + Penalty 4765.988608 = -2264081.265236 nChanged 15 SP:Iteration 53Q (30580.310000 sec): 3 clusters Score: Raw -2268859.148258 + Penalty 4765.988608 = -2264093.159650 nChanged 13 SP:Iteration 54Q (30580.520000 sec): 3 clusters Score: Raw -2268867.029891 + Penalty 4765.988608 = -2264101.041284 nChanged 7 SP:Iteration 55Q (30580.750000 sec): 3 clusters Score: Raw -2268869.898292 + Penalty 4765.988608 = -2264103.909684 nChanged 4 SP:Iteration 56Q (30580.990000 sec): 3 clusters Score: Raw -2268870.634172 + Penalty 4765.988608 = -2264104.645564 nChanged 2 SP:Iteration 57Q (30581.190000 sec): 3 clusters Score: Raw -2268871.124263 + Penalty 4765.988608 = -2264105.135656 nChanged 1 SP:Iteration 58Q (30581.430000 sec): 3 clusters Score: Raw -2268871.620243 + Penalty 4765.988608 = -2264105.631635 nChanged 0 SP:Iteration 59F (30581.660000 sec): 3 clusters Score: Raw -2268877.663364 + Penalty 4765.988608 = -2264111.674756 nChanged 3 SP:Iteration 60F (30581.950000 sec): 3 clusters Score: Raw -2268885.160471 + Penalty 4765.988608 = -2264119.171863 nChanged 12 SP:Iteration 61Q (30582.200000 sec): 3 clusters Score: Raw -2268900.252337 + Penalty 4765.988608 = -2264134.263729 nChanged 21 SP:Iteration 62Q (30582.460000 sec): 3 clusters Score: Raw -2268937.012531 + Penalty 4765.988608 = -2264171.023923 nChanged 30 SP:Iteration 63Q (30582.680000 sec): 3 clusters Score: Raw -2268993.388925 + Penalty 4765.988608 = -2264227.400317 nChanged 41 SP:Iteration 64Q (30582.920000 sec): 3 clusters Score: Raw -2269043.222244 + Penalty 4765.988608 = -2264277.233636 nChanged 33 SP:Iteration 65Q (30583.170000 sec): 3 clusters Score: Raw -2269069.600150 + Penalty 4765.988608 = -2264303.611542 nChanged 30 SP:Iteration 66Q (30583.390000 sec): 3 clusters Score: Raw -2269087.108702 + Penalty 4765.988608 = -2264321.120094 nChanged 17 SP:Iteration 67Q (30583.620000 sec): 3 clusters Score: Raw -2269095.630931 + Penalty 4765.988608 = -2264329.642323 nChanged 17 SP:Iteration 68Q (30583.910000 sec): 3 clusters Score: Raw -2269104.481127 + Penalty 4765.988608 = -2264338.492519 nChanged 12 SP:Iteration 69Q (30584.110000 sec): 3 clusters Score: Raw -2269111.945356 + Penalty 4765.988608 = -2264345.956749 nChanged 7 SP:Iteration 70Q (30584.400000 sec): 3 clusters Score: Raw -2269115.634334 + Penalty 4765.988608 = -2264349.645726 nChanged 6 SP:Iteration 71Q (30584.640000 sec): 3 clusters Score: Raw -2269121.193648 + Penalty 4765.988608 = -2264355.205040 nChanged 6 SP:Iteration 72Q (30584.890000 sec): 3 clusters Score: Raw -2269122.836077 + Penalty 4765.988608 = -2264356.847469 nChanged 2 SP:Iteration 73Q (30585.100000 sec): 3 clusters Score: Raw -2269123.318771 + Penalty 4765.988608 = -2264357.330163 nChanged 2 SP:Iteration 74Q (30585.340000 sec): 3 clusters Score: Raw -2269124.137170 + Penalty 4765.988608 = -2264358.148562 nChanged 1 SP:Iteration 75Q (30585.590000 sec): 3 clusters Score: Raw -2269124.335521 + Penalty 4765.988608 = -2264358.346913 nChanged 1 SP:Iteration 76Q (30585.810000 sec): 3 clusters Score: Raw -2269124.433484 + Penalty 4765.988608 = -2264358.444876 nChanged 0 SP:Iteration 77F (30586.050000 sec): 3 clusters Score: Raw -2269186.133426 + Penalty 4765.988608 = -2264420.144818 nChanged 30 SP:Iteration 78Q (30586.290000 sec): 3 clusters Score: Raw -2269289.833136 + Penalty 4765.988608 = -2264523.844528 nChanged 65 SP:Iteration 79Q (30586.520000 sec): 3 clusters Score: Raw -2269388.082947 + Penalty 4765.988608 = -2264622.094339 nChanged 53 SP:Iteration 80F (30586.760000 sec): 3 clusters Score: Raw -2269431.995113 + Penalty 4765.988608 = -2264666.006505 nChanged 38 SP:Iteration 81Q (30586.970000 sec): 3 clusters Score: Raw -2269458.207835 + Penalty 4765.988608 = -2264692.219227 nChanged 26 SP:Iteration 82Q (30587.210000 sec): 3 clusters Score: Raw -2269472.526617 + Penalty 4765.988608 = -2264706.538009 nChanged 13 SP:Iteration 83Q (30587.480000 sec): 3 clusters Score: Raw -2269480.075087 + Penalty 4765.988608 = -2264714.086479 nChanged 7 SP:Iteration 84Q (30587.710000 sec): 3 clusters Score: Raw -2269483.344964 + Penalty 4765.988608 = -2264717.356357 nChanged 5 SP:Iteration 85Q (30587.990000 sec): 3 clusters Score: Raw -2269485.429844 + Penalty 4765.988608 = -2264719.441236 nChanged 1 SP:Iteration 86Q (30588.210000 sec): 3 clusters Score: Raw -2269485.607019 + Penalty 4765.988608 = -2264719.618412 nChanged 0 SP:Iteration 87F (30588.500000 sec): 3 clusters Score: Raw -2269485.607019 + Penalty 4765.988608 = -2264719.618412 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (3000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30588.590000 sec): 2 clusters Score: Raw -449753.797897 + Penalty 1985.579157 = -447768.218741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30588.820000 sec): 3 clusters Score: Raw -448491.834248 + Penalty 3971.158314 = -444520.675934 nChanged 1067 SP:Iteration 1F (30588.980000 sec): 3 clusters Score: Raw -449231.729854 + Penalty 3971.158314 = -445260.571540 nChanged 239 SP:Iteration 2F (30589.110000 sec): 3 clusters Score: Raw -449443.429532 + Penalty 3971.158314 = -445472.271219 nChanged 165 SP:Iteration 3F (30589.270000 sec): 3 clusters Score: Raw -449583.187288 + Penalty 3971.158314 = -445612.028975 nChanged 126 SP:Iteration 4Q (30589.450000 sec): 3 clusters Score: Raw -449677.278515 + Penalty 3971.158314 = -445706.120202 nChanged 91 SP:Iteration 5Q (30589.680000 sec): 3 clusters Score: Raw -449734.841486 + Penalty 3971.158314 = -445763.683173 nChanged 67 SP:Iteration 6Q (30589.900000 sec): 3 clusters Score: Raw -449769.666425 + Penalty 3971.158314 = -445798.508112 nChanged 54 SP:Iteration 7Q (30590.090000 sec): 3 clusters Score: Raw -449799.578303 + Penalty 3971.158314 = -445828.419989 nChanged 44 SP:Iteration 8Q (30590.260000 sec): 3 clusters Score: Raw -449818.076933 + Penalty 3971.158314 = -445846.918620 nChanged 31 SP:Iteration 9Q (30590.490000 sec): 3 clusters Score: Raw -449836.800874 + Penalty 3971.158314 = -445865.642561 nChanged 34 SP:Iteration 10Q (30590.660000 sec): 3 clusters Score: Raw -449853.266855 + Penalty 3971.158314 = -445882.108541 nChanged 29 SP:Iteration 11Q (30590.880000 sec): 3 clusters Score: Raw -449868.356383 + Penalty 3971.158314 = -445897.198069 nChanged 15 SP:Iteration 12Q (30591.050000 sec): 3 clusters Score: Raw -449876.673747 + Penalty 3971.158314 = -445905.515433 nChanged 14 SP:Iteration 13Q (30591.210000 sec): 3 clusters Score: Raw -449884.905777 + Penalty 3971.158314 = -445913.747463 nChanged 9 SP:Iteration 14Q (30591.380000 sec): 3 clusters Score: Raw -449888.547508 + Penalty 3971.158314 = -445917.389194 nChanged 8 SP:Iteration 15Q (30591.570000 sec): 3 clusters Score: Raw -449890.979056 + Penalty 3971.158314 = -445919.820742 nChanged 1 SP:Iteration 16Q (30591.730000 sec): 3 clusters Score: Raw -449891.190044 + Penalty 3971.158314 = -445920.031731 nChanged 0 SP:Iteration 17F (30591.910000 sec): 3 clusters Score: Raw -449891.190044 + Penalty 3971.158314 = -445920.031731 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (9164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30592.040000 sec): 2 clusters Score: Raw -1450058.063707 + Penalty 2262.513435 = -1447795.550273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30592.300000 sec): 3 clusters Score: Raw -1445265.434596 + Penalty 4525.026870 = -1440740.407727 nChanged 3738 SP:Iteration 1F (30592.530000 sec): 3 clusters Score: Raw -1447240.498562 + Penalty 4525.026870 = -1442715.471693 nChanged 577 SP:Iteration 2F (30592.790000 sec): 3 clusters Score: Raw -1447510.571376 + Penalty 4525.026870 = -1442985.544506 nChanged 427 SP:Iteration 3Q (30592.980000 sec): 3 clusters Score: Raw -1447693.465317 + Penalty 4525.026870 = -1443168.438447 nChanged 354 SP:Iteration 4Q (30593.200000 sec): 3 clusters Score: Raw -1447833.859748 + Penalty 4525.026870 = -1443308.832879 nChanged 287 SP:Iteration 5Q (30593.460000 sec): 3 clusters Score: Raw -1447950.143501 + Penalty 4525.026870 = -1443425.116631 nChanged 256 SP:Iteration 6Q (30593.700000 sec): 3 clusters Score: Raw -1448058.663534 + Penalty 4525.026870 = -1443533.636664 nChanged 267 SP:Iteration 7Q (30593.940000 sec): 3 clusters Score: Raw -1448164.568352 + Penalty 4525.026870 = -1443639.541483 nChanged 251 SP:Iteration 8Q (30594.180000 sec): 3 clusters Score: Raw -1448268.297667 + Penalty 4525.026870 = -1443743.270797 nChanged 274 SP:Iteration 9Q (30594.440000 sec): 3 clusters Score: Raw -1448385.986015 + Penalty 4525.026870 = -1443860.959145 nChanged 250 SP:Iteration 10Q (30594.650000 sec): 3 clusters Score: Raw -1448507.152945 + Penalty 4525.026870 = -1443982.126075 nChanged 278 SP:Iteration 11Q (30594.880000 sec): 3 clusters Score: Raw -1448648.945062 + Penalty 4525.026870 = -1444123.918192 nChanged 305 SP:Iteration 12Q (30595.110000 sec): 3 clusters Score: Raw -1448821.913117 + Penalty 4525.026870 = -1444296.886247 nChanged 348 SP:Iteration 13Q (30595.340000 sec): 3 clusters Score: Raw -1449051.536721 + Penalty 4525.026870 = -1444526.509851 nChanged 358 SP:Iteration 14Q (30595.590000 sec): 3 clusters Score: Raw -1449296.597674 + Penalty 4525.026870 = -1444771.570804 nChanged 324 SP:Iteration 15Q (30595.850000 sec): 3 clusters Score: Raw -1449526.220215 + Penalty 4525.026870 = -1445001.193346 nChanged 261 SP:Iteration 16Q (30596.080000 sec): 3 clusters Score: Raw -1449704.544478 + Penalty 4525.026870 = -1445179.517609 nChanged 199 SP:Iteration 17Q (30596.290000 sec): 3 clusters Score: Raw -1449839.552911 + Penalty 4525.026870 = -1445314.526041 nChanged 172 SP:Iteration 18Q (30596.520000 sec): 3 clusters Score: Raw -1449977.783521 + Penalty 4525.026870 = -1445452.756651 nChanged 142 SP:Iteration 19Q (30596.750000 sec): 3 clusters Score: Raw -1450096.209849 + Penalty 4525.026870 = -1445571.182980 nChanged 100 SP:Iteration 20F (30596.940000 sec): 3 clusters Score: Raw -1450185.357212 + Penalty 4525.026870 = -1445660.330343 nChanged 76 SP:Iteration 21Q (30597.130000 sec): 3 clusters Score: Raw -1450250.327868 + Penalty 4525.026870 = -1445725.300998 nChanged 54 SP:Iteration 22Q (30597.380000 sec): 3 clusters Score: Raw -1450291.805132 + Penalty 4525.026870 = -1445766.778262 nChanged 33 SP:Iteration 23Q (30597.580000 sec): 3 clusters Score: Raw -1450316.138911 + Penalty 4525.026870 = -1445791.112042 nChanged 14 SP:Iteration 24Q (30597.780000 sec): 3 clusters Score: Raw -1450329.228878 + Penalty 4525.026870 = -1445804.202008 nChanged 14 SP:Iteration 25Q (30598.000000 sec): 3 clusters Score: Raw -1450343.219812 + Penalty 4525.026870 = -1445818.192942 nChanged 17 SP:Iteration 26Q (30598.210000 sec): 3 clusters Score: Raw -1450358.000460 + Penalty 4525.026870 = -1445832.973590 nChanged 13 SP:Iteration 27Q (30598.480000 sec): 3 clusters Score: Raw -1450370.334840 + Penalty 4525.026870 = -1445845.307970 nChanged 9 SP:Iteration 28Q (30598.700000 sec): 3 clusters Score: Raw -1450379.819235 + Penalty 4525.026870 = -1445854.792366 nChanged 6 SP:Iteration 29Q (30598.940000 sec): 3 clusters Score: Raw -1450384.469258 + Penalty 4525.026870 = -1445859.442389 nChanged 5 SP:Iteration 30Q (30599.150000 sec): 3 clusters Score: Raw -1450387.950924 + Penalty 4525.026870 = -1445862.924054 nChanged 4 SP:Iteration 31Q (30599.360000 sec): 3 clusters Score: Raw -1450390.626282 + Penalty 4525.026870 = -1445865.599412 nChanged 4 SP:Iteration 32Q (30599.560000 sec): 3 clusters Score: Raw -1450394.622346 + Penalty 4525.026870 = -1445869.595476 nChanged 5 SP:Iteration 33Q (30599.810000 sec): 3 clusters Score: Raw -1450398.205239 + Penalty 4525.026870 = -1445873.178369 nChanged 6 SP:Iteration 34Q (30600.000000 sec): 3 clusters Score: Raw -1450404.420846 + Penalty 4525.026870 = -1445879.393976 nChanged 5 SP:Iteration 35Q (30600.290000 sec): 3 clusters Score: Raw -1450410.032949 + Penalty 4525.026870 = -1445885.006080 nChanged 4 SP:Iteration 36Q (30600.530000 sec): 3 clusters Score: Raw -1450413.658545 + Penalty 4525.026870 = -1445888.631676 nChanged 1 SP:Iteration 37Q (30600.760000 sec): 3 clusters Score: Raw -1450414.272941 + Penalty 4525.026870 = -1445889.246071 nChanged 1 SP:Iteration 38Q (30601.000000 sec): 3 clusters Score: Raw -1450414.461934 + Penalty 4525.026870 = -1445889.435064 nChanged 0 SP:Iteration 39F (30601.220000 sec): 3 clusters Score: Raw -1450414.461934 + Penalty 4525.026870 = -1445889.435064 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30601.310000 sec): 2 clusters Score: Raw -25479.585774 + Penalty 1282.280031 = -24197.305743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30601.490000 sec): 3 clusters Score: Raw -25713.911454 + Penalty 2564.560062 = -23149.351392 nChanged 6 SP:Iteration 1Q (30601.650000 sec): 3 clusters Score: Raw -25742.906081 + Penalty 2564.560062 = -23178.346019 nChanged 0 SP:Iteration 2F (30601.820000 sec): 3 clusters Score: Raw -25742.906081 + Penalty 2564.560062 = -23178.346019 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 46 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30601.880000 sec): 2 clusters Score: Raw -60057.014164 + Penalty 1478.329324 = -58578.684840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30602.080000 sec): 3 clusters Score: Raw -60166.264770 + Penalty 2956.658648 = -57209.606122 nChanged 68 SP:Iteration 1F (30602.240000 sec): 3 clusters Score: Raw -60344.867424 + Penalty 2956.658648 = -57388.208776 nChanged 20 SP:Iteration 2F (30602.410000 sec): 3 clusters Score: Raw -60441.730550 + Penalty 2956.658648 = -57485.071902 nChanged 9 SP:Iteration 3Q (30602.620000 sec): 3 clusters Score: Raw -60482.702251 + Penalty 2956.658648 = -57526.043603 nChanged 6 SP:Iteration 4Q (30602.770000 sec): 3 clusters Score: Raw -60501.408886 + Penalty 2956.658648 = -57544.750238 nChanged 3 SP:Iteration 5Q (30602.960000 sec): 3 clusters Score: Raw -60513.584854 + Penalty 2956.658648 = -57556.926206 nChanged 3 SP:Iteration 6Q (30603.120000 sec): 3 clusters Score: Raw -60541.820745 + Penalty 2956.658648 = -57585.162096 nChanged 5 SP:Iteration 7Q (30603.310000 sec): 3 clusters Score: Raw -60552.890394 + Penalty 2956.658648 = -57596.231745 nChanged 5 SP:Iteration 8Q (30603.520000 sec): 3 clusters Score: Raw -60565.557724 + Penalty 2956.658648 = -57608.899075 nChanged 3 SP:Iteration 9Q (30603.710000 sec): 3 clusters Score: Raw -60575.617374 + Penalty 2956.658648 = -57618.958726 nChanged 3 SP:Iteration 10Q (30603.880000 sec): 3 clusters Score: Raw -60586.078051 + Penalty 2956.658648 = -57629.419403 nChanged 1 SP:Iteration 11Q (30604.050000 sec): 3 clusters Score: Raw -60588.699728 + Penalty 2956.658648 = -57632.041080 nChanged 2 SP:Iteration 12Q (30604.240000 sec): 3 clusters Score: Raw -60591.564763 + Penalty 2956.658648 = -57634.906114 nChanged 1 SP:Iteration 13Q (30604.450000 sec): 3 clusters Score: Raw -60595.015927 + Penalty 2956.658648 = -57638.357279 nChanged 0 SP:Iteration 14F (30604.600000 sec): 3 clusters Score: Raw -60595.015927 + Penalty 2956.658648 = -57638.357279 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 47 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30604.680000 sec): 2 clusters Score: Raw -102223.937020 + Penalty 1609.322823 = -100614.614197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30604.860000 sec): 3 clusters Score: Raw -102229.619947 + Penalty 3218.645646 = -99010.974301 nChanged 139 SP:Iteration 1F (30605.030000 sec): 3 clusters Score: Raw -102488.813888 + Penalty 3218.645646 = -99270.168242 nChanged 46 SP:Iteration 2F (30605.210000 sec): 3 clusters Score: Raw -102593.204251 + Penalty 3218.645646 = -99374.558605 nChanged 26 SP:Iteration 3Q (30605.360000 sec): 3 clusters Score: Raw -102670.711631 + Penalty 3218.645646 = -99452.065985 nChanged 10 SP:Iteration 4Q (30605.520000 sec): 3 clusters Score: Raw -102691.780287 + Penalty 3218.645646 = -99473.134641 nChanged 7 SP:Iteration 5Q (30605.730000 sec): 3 clusters Score: Raw -102708.036088 + Penalty 3218.645646 = -99489.390442 nChanged 6 SP:Iteration 6Q (30605.880000 sec): 3 clusters Score: Raw -102718.667821 + Penalty 3218.645646 = -99500.022175 nChanged 4 SP:Iteration 7Q (30606.100000 sec): 3 clusters Score: Raw -102728.188700 + Penalty 3218.645646 = -99509.543054 nChanged 5 SP:Iteration 8Q (30606.250000 sec): 3 clusters Score: Raw -102738.459689 + Penalty 3218.645646 = -99519.814043 nChanged 3 SP:Iteration 9Q (30606.440000 sec): 3 clusters Score: Raw -102747.293420 + Penalty 3218.645646 = -99528.647774 nChanged 2 SP:Iteration 10Q (30606.610000 sec): 3 clusters Score: Raw -102748.803291 + Penalty 3218.645646 = -99530.157645 nChanged 0 SP:Iteration 11F (30606.800000 sec): 3 clusters Score: Raw -102748.803291 + Penalty 3218.645646 = -99530.157645 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 48 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30606.890000 sec): 2 clusters Score: Raw -52211.995739 + Penalty 1463.174544 = -50748.821195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30607.040000 sec): 3 clusters Score: Raw -52297.044469 + Penalty 2926.349087 = -49370.695382 nChanged 42 SP:Iteration 1F (30607.230000 sec): 3 clusters Score: Raw -52391.788571 + Penalty 2926.349087 = -49465.439484 nChanged 11 SP:Iteration 2Q (30607.390000 sec): 3 clusters Score: Raw -52425.881185 + Penalty 2926.349087 = -49499.532098 nChanged 5 SP:Iteration 3Q (30607.600000 sec): 3 clusters Score: Raw -52448.479534 + Penalty 2926.349087 = -49522.130447 nChanged 5 SP:Iteration 4Q (30607.760000 sec): 3 clusters Score: Raw -52461.334111 + Penalty 2926.349087 = -49534.985024 nChanged 2 SP:Iteration 5Q (30607.890000 sec): 3 clusters Score: Raw -52468.885578 + Penalty 2926.349087 = -49542.536491 nChanged 2 SP:Iteration 6Q (30608.080000 sec): 3 clusters Score: Raw -52477.493383 + Penalty 2926.349087 = -49551.144296 nChanged 1 SP:Iteration 7Q (30608.280000 sec): 3 clusters Score: Raw -52479.624028 + Penalty 2926.349087 = -49553.274941 nChanged 0 SP:Iteration 8F (30608.460000 sec): 3 clusters Score: Raw -52479.624028 + Penalty 2926.349087 = -49553.274941 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 49 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30608.550000 sec): 2 clusters Score: Raw -19100.664915 + Penalty 1258.643106 = -17842.021809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30608.760000 sec): 3 clusters Score: Raw -19637.006037 + Penalty 2517.286212 = -17119.719825 nChanged 21 SP:Iteration 1F (30608.930000 sec): 3 clusters Score: Raw -19775.561126 + Penalty 2517.286212 = -17258.274914 nChanged 7 SP:Iteration 2Q (30609.080000 sec): 3 clusters Score: Raw -19819.716888 + Penalty 2517.286212 = -17302.430675 nChanged 4 SP:Iteration 3Q (30609.250000 sec): 3 clusters Score: Raw -19894.242066 + Penalty 2517.286212 = -17376.955854 nChanged 7 SP:Iteration 4Q (30609.430000 sec): 3 clusters Score: Raw -19966.820749 + Penalty 2517.286212 = -17449.534536 nChanged 2 SP:Iteration 5Q (30609.620000 sec): 3 clusters Score: Raw -19983.079512 + Penalty 2517.286212 = -17465.793299 nChanged 0 SP:Iteration 6F (30609.800000 sec): 3 clusters Score: Raw -19983.079512 + Penalty 2517.286212 = -17465.793299 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 50 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30609.900000 sec): 2 clusters Score: Raw -22129.426651 + Penalty 1290.593658 = -20838.832992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30610.060000 sec): 3 clusters Score: Raw -22382.673761 + Penalty 2581.187317 = -19801.486445 nChanged 18 SP:Iteration 1F (30610.270000 sec): 3 clusters Score: Raw -22512.916182 + Penalty 2581.187317 = -19931.728865 nChanged 5 SP:Iteration 2Q (30610.420000 sec): 3 clusters Score: Raw -22540.700895 + Penalty 2581.187317 = -19959.513578 nChanged 4 SP:Iteration 3Q (30610.640000 sec): 3 clusters Score: Raw -22573.192983 + Penalty 2581.187317 = -19992.005667 nChanged 2 SP:Iteration 4Q (30610.800000 sec): 3 clusters Score: Raw -22593.729625 + Penalty 2581.187317 = -20012.542308 nChanged 0 SP:Iteration 5F (30610.990000 sec): 3 clusters Score: Raw -22593.729625 + Penalty 2581.187317 = -20012.542308 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 51 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30611.100000 sec): 2 clusters Score: Raw -66293.455874 + Penalty 1525.877708 = -64767.578165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30611.280000 sec): 3 clusters Score: Raw -66383.761620 + Penalty 3051.755417 = -63332.006204 nChanged 100 SP:Iteration 1F (30611.500000 sec): 3 clusters Score: Raw -66627.655530 + Penalty 3051.755417 = -63575.900114 nChanged 32 SP:Iteration 2F (30611.650000 sec): 3 clusters Score: Raw -66741.148941 + Penalty 3051.755417 = -63689.393524 nChanged 26 SP:Iteration 3F (30611.810000 sec): 3 clusters Score: Raw -66850.623493 + Penalty 3051.755417 = -63798.868076 nChanged 23 SP:Iteration 4Q (30612.020000 sec): 3 clusters Score: Raw -66976.124474 + Penalty 3051.755417 = -63924.369058 nChanged 16 SP:Iteration 5Q (30612.160000 sec): 3 clusters Score: Raw -67066.192199 + Penalty 3051.755417 = -64014.436782 nChanged 17 SP:Iteration 6Q (30612.340000 sec): 3 clusters Score: Raw -67169.511764 + Penalty 3051.755417 = -64117.756347 nChanged 13 SP:Iteration 7Q (30612.500000 sec): 3 clusters Score: Raw -67259.428328 + Penalty 3051.755417 = -64207.672911 nChanged 1 SP:Iteration 8Q (30612.720000 sec): 3 clusters Score: Raw -67261.595789 + Penalty 3051.755417 = -64209.840373 nChanged 0 SP:Iteration 9F (30612.880000 sec): 3 clusters Score: Raw -67261.595789 + Penalty 3051.755417 = -64209.840373 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 52 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30612.940000 sec): 2 clusters Score: Raw -68965.175225 + Penalty 1525.877708 = -67439.297517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30613.140000 sec): 3 clusters Score: Raw -69012.834078 + Penalty 3051.755417 = -65961.078661 nChanged 89 SP:Iteration 1F (30613.320000 sec): 3 clusters Score: Raw -69276.270300 + Penalty 3051.755417 = -66224.514883 nChanged 32 SP:Iteration 2F (30613.500000 sec): 3 clusters Score: Raw -69418.141304 + Penalty 3051.755417 = -66366.385888 nChanged 27 SP:Iteration 3F (30613.670000 sec): 3 clusters Score: Raw -69593.318845 + Penalty 3051.755417 = -66541.563429 nChanged 17 SP:Iteration 4Q (30613.870000 sec): 3 clusters Score: Raw -69952.999008 + Penalty 3051.755417 = -66901.243591 nChanged 31 SP:Iteration 5F (30614.020000 sec): 3 clusters Score: Raw -70085.543136 + Penalty 3051.755417 = -67033.787720 nChanged 34 SP:Iteration 6F (30614.220000 sec): 3 clusters Score: Raw -70256.387250 + Penalty 3051.755417 = -67204.631833 nChanged 23 SP:Iteration 7Q (30614.400000 sec): 3 clusters Score: Raw -70351.821240 + Penalty 3051.755417 = -67300.065823 nChanged 15 SP:Iteration 8Q (30614.590000 sec): 3 clusters Score: Raw -70445.400502 + Penalty 3051.755417 = -67393.645086 nChanged 8 SP:Iteration 9Q (30614.760000 sec): 3 clusters Score: Raw -70504.980875 + Penalty 3051.755417 = -67453.225458 nChanged 3 SP:Iteration 10Q (30614.930000 sec): 3 clusters Score: Raw -70520.609401 + Penalty 3051.755417 = -67468.853984 nChanged 1 SP:Iteration 11Q (30615.080000 sec): 3 clusters Score: Raw -70534.046974 + Penalty 3051.755417 = -67482.291557 nChanged 2 SP:Iteration 12Q (30615.280000 sec): 3 clusters Score: Raw -70550.908923 + Penalty 3051.755417 = -67499.153506 nChanged 6 SP:Iteration 13Q (30615.420000 sec): 3 clusters Score: Raw -70610.458167 + Penalty 3051.755417 = -67558.702750 nChanged 4 SP:Iteration 14Q (30615.630000 sec): 3 clusters Score: Raw -70670.569760 + Penalty 3051.755417 = -67618.814344 nChanged 4 SP:Iteration 15Q (30615.760000 sec): 3 clusters Score: Raw -70812.102614 + Penalty 3051.755417 = -67760.347197 nChanged 1 SP:Iteration 16Q (30615.960000 sec): 3 clusters Score: Raw -70813.467272 + Penalty 3051.755417 = -67761.711856 nChanged 0 SP:Iteration 17F (30616.160000 sec): 3 clusters Score: Raw -70813.467272 + Penalty 3051.755417 = -67761.711856 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 5.79 GB. Trying to split cluster 53 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30616.240000 sec): 2 clusters Score: Raw -25212.853484 + Penalty 1264.766874 = -23948.086610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30616.460000 sec): 3 clusters Score: Raw -25463.918973 + Penalty 2529.533748 = -22934.385224 nChanged 12 SP:Iteration 1F (30616.610000 sec): 3 clusters Score: Raw -25533.916823 + Penalty 2529.533748 = -23004.383074 nChanged 1 SP:Iteration 2Q (30616.820000 sec): 3 clusters Score: Raw -25539.498807 + Penalty 2529.533748 = -23009.965059 nChanged 1 SP:Iteration 3Q (30616.970000 sec): 3 clusters Score: Raw -25542.480850 + Penalty 2529.533748 = -23012.947102 nChanged 0 SP:Iteration 4F (30617.150000 sec): 3 clusters Score: Raw -25542.480850 + Penalty 2529.533748 = -23012.947102 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 54 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30617.240000 sec): 2 clusters Score: Raw -78291.607792 + Penalty 1551.901562 = -76739.706231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30617.430000 sec): 3 clusters Score: Raw -78325.682378 + Penalty 3103.803124 = -75221.879255 nChanged 93 SP:Iteration 1F (30617.610000 sec): 3 clusters Score: Raw -78517.560788 + Penalty 3103.803124 = -75413.757665 nChanged 30 SP:Iteration 2F (30617.750000 sec): 3 clusters Score: Raw -78580.910016 + Penalty 3103.803124 = -75477.106892 nChanged 13 SP:Iteration 3Q (30617.950000 sec): 3 clusters Score: Raw -78613.924597 + Penalty 3103.803124 = -75510.121474 nChanged 11 SP:Iteration 4Q (30618.150000 sec): 3 clusters Score: Raw -78633.538776 + Penalty 3103.803124 = -75529.735652 nChanged 8 SP:Iteration 5Q (30618.360000 sec): 3 clusters Score: Raw -78652.297393 + Penalty 3103.803124 = -75548.494270 nChanged 7 SP:Iteration 6Q (30618.520000 sec): 3 clusters Score: Raw -78667.417638 + Penalty 3103.803124 = -75563.614514 nChanged 5 SP:Iteration 7Q (30618.690000 sec): 3 clusters Score: Raw -78682.190607 + Penalty 3103.803124 = -75578.387483 nChanged 6 SP:Iteration 8Q (30618.880000 sec): 3 clusters Score: Raw -78694.134280 + Penalty 3103.803124 = -75590.331156 nChanged 1 SP:Iteration 9Q (30619.050000 sec): 3 clusters Score: Raw -78695.598540 + Penalty 3103.803124 = -75591.795417 nChanged 2 SP:Iteration 10Q (30619.250000 sec): 3 clusters Score: Raw -78706.202894 + Penalty 3103.803124 = -75602.399770 nChanged 2 SP:Iteration 11Q (30619.450000 sec): 3 clusters Score: Raw -78711.182375 + Penalty 3103.803124 = -75607.379252 nChanged 0 SP:Iteration 12F (30619.610000 sec): 3 clusters Score: Raw -78711.182375 + Penalty 3103.803124 = -75607.379252 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 55 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30619.710000 sec): 2 clusters Score: Raw -36484.870137 + Penalty 1393.859415 = -35091.010723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30619.890000 sec): 3 clusters Score: Raw -36645.546403 + Penalty 2787.718829 = -33857.827574 nChanged 36 SP:Iteration 1F (30620.030000 sec): 3 clusters Score: Raw -36785.546542 + Penalty 2787.718829 = -33997.827713 nChanged 10 SP:Iteration 2Q (30620.260000 sec): 3 clusters Score: Raw -36857.101747 + Penalty 2787.718829 = -34069.382917 nChanged 10 SP:Iteration 3Q (30620.430000 sec): 3 clusters Score: Raw -36942.809062 + Penalty 2787.718829 = -34155.090232 nChanged 6 SP:Iteration 4Q (30620.600000 sec): 3 clusters Score: Raw -36984.123160 + Penalty 2787.718829 = -34196.404330 nChanged 5 SP:Iteration 5Q (30620.760000 sec): 3 clusters Score: Raw -37021.988078 + Penalty 2787.718829 = -34234.269249 nChanged 4 SP:Iteration 6Q (30620.990000 sec): 3 clusters Score: Raw -37050.870457 + Penalty 2787.718829 = -34263.151627 nChanged 1 SP:Iteration 7Q (30621.130000 sec): 3 clusters Score: Raw -37055.003933 + Penalty 2787.718829 = -34267.285104 nChanged 0 SP:Iteration 8F (30621.330000 sec): 3 clusters Score: Raw -37055.003933 + Penalty 2787.718829 = -34267.285104 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 56 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30621.470000 sec): 2 clusters Score: Raw -402149.851722 + Penalty 1945.663177 = -400204.188545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30621.610000 sec): 3 clusters Score: Raw -401132.958854 + Penalty 3891.326354 = -397241.632500 nChanged 879 SP:Iteration 1F (30621.770000 sec): 3 clusters Score: Raw -401726.454713 + Penalty 3891.326354 = -397835.128358 nChanged 209 SP:Iteration 2F (30621.960000 sec): 3 clusters Score: Raw -401920.381208 + Penalty 3891.326354 = -398029.054854 nChanged 144 SP:Iteration 3F (30622.130000 sec): 3 clusters Score: Raw -402063.328996 + Penalty 3891.326354 = -398172.002642 nChanged 115 SP:Iteration 4Q (30622.290000 sec): 3 clusters Score: Raw -402167.851721 + Penalty 3891.326354 = -398276.525367 nChanged 97 SP:Iteration 5Q (30622.450000 sec): 3 clusters Score: Raw -402253.131897 + Penalty 3891.326354 = -398361.805543 nChanged 91 SP:Iteration 6Q (30622.630000 sec): 3 clusters Score: Raw -402331.912681 + Penalty 3891.326354 = -398440.586327 nChanged 73 SP:Iteration 7Q (30622.850000 sec): 3 clusters Score: Raw -402391.917634 + Penalty 3891.326354 = -398500.591280 nChanged 65 SP:Iteration 8Q (30623.020000 sec): 3 clusters Score: Raw -402446.108778 + Penalty 3891.326354 = -398554.782423 nChanged 58 SP:Iteration 9Q (30623.250000 sec): 3 clusters Score: Raw -402496.311852 + Penalty 3891.326354 = -398604.985498 nChanged 42 SP:Iteration 10Q (30623.430000 sec): 3 clusters Score: Raw -402525.516551 + Penalty 3891.326354 = -398634.190197 nChanged 34 SP:Iteration 11Q (30623.570000 sec): 3 clusters Score: Raw -402550.476105 + Penalty 3891.326354 = -398659.149751 nChanged 27 SP:Iteration 12Q (30623.770000 sec): 3 clusters Score: Raw -402566.633875 + Penalty 3891.326354 = -398675.307521 nChanged 17 SP:Iteration 13Q (30623.930000 sec): 3 clusters Score: Raw -402576.094165 + Penalty 3891.326354 = -398684.767811 nChanged 16 SP:Iteration 14Q (30624.080000 sec): 3 clusters Score: Raw -402584.205884 + Penalty 3891.326354 = -398692.879530 nChanged 8 SP:Iteration 15Q (30624.190000 sec): 3 clusters Score: Raw -402588.526321 + Penalty 3891.326354 = -398697.199967 nChanged 6 SP:Iteration 16Q (30624.350000 sec): 3 clusters Score: Raw -402591.513578 + Penalty 3891.326354 = -398700.187224 nChanged 6 SP:Iteration 17Q (30624.530000 sec): 3 clusters Score: Raw -402594.388183 + Penalty 3891.326354 = -398703.061829 nChanged 4 SP:Iteration 18Q (30624.730000 sec): 3 clusters Score: Raw -402596.414344 + Penalty 3891.326354 = -398705.087989 nChanged 8 SP:Iteration 19Q (30624.870000 sec): 3 clusters Score: Raw -402601.965356 + Penalty 3891.326354 = -398710.639002 nChanged 11 SP:Iteration 20F (30625.090000 sec): 3 clusters Score: Raw -402607.370908 + Penalty 3891.326354 = -398716.044554 nChanged 16 SP:Iteration 21Q (30625.230000 sec): 3 clusters Score: Raw -402615.937701 + Penalty 3891.326354 = -398724.611346 nChanged 13 SP:Iteration 22Q (30625.430000 sec): 3 clusters Score: Raw -402624.080142 + Penalty 3891.326354 = -398732.753788 nChanged 10 SP:Iteration 23Q (30625.600000 sec): 3 clusters Score: Raw -402630.622332 + Penalty 3891.326354 = -398739.295978 nChanged 10 SP:Iteration 24Q (30625.760000 sec): 3 clusters Score: Raw -402636.191286 + Penalty 3891.326354 = -398744.864932 nChanged 12 SP:Iteration 25Q (30625.910000 sec): 3 clusters Score: Raw -402647.407086 + Penalty 3891.326354 = -398756.080732 nChanged 12 SP:Iteration 26Q (30626.050000 sec): 3 clusters Score: Raw -402654.362807 + Penalty 3891.326354 = -398763.036453 nChanged 12 SP:Iteration 27Q (30626.240000 sec): 3 clusters Score: Raw -402662.483599 + Penalty 3891.326354 = -398771.157245 nChanged 14 SP:Iteration 28Q (30626.430000 sec): 3 clusters Score: Raw -402672.197013 + Penalty 3891.326354 = -398780.870659 nChanged 10 SP:Iteration 29Q (30626.600000 sec): 3 clusters Score: Raw -402678.363330 + Penalty 3891.326354 = -398787.036976 nChanged 11 SP:Iteration 30Q (30626.810000 sec): 3 clusters Score: Raw -402683.156258 + Penalty 3891.326354 = -398791.829904 nChanged 2 SP:Iteration 31Q (30627.010000 sec): 3 clusters Score: Raw -402684.812259 + Penalty 3891.326354 = -398793.485905 nChanged 2 SP:Iteration 32Q (30627.200000 sec): 3 clusters Score: Raw -402686.395469 + Penalty 3891.326354 = -398795.069115 nChanged 2 SP:Iteration 33Q (30627.380000 sec): 3 clusters Score: Raw -402687.686887 + Penalty 3891.326354 = -398796.360533 nChanged 3 SP:Iteration 34Q (30627.590000 sec): 3 clusters Score: Raw -402691.346313 + Penalty 3891.326354 = -398800.019959 nChanged 8 SP:Iteration 35Q (30627.730000 sec): 3 clusters Score: Raw -402694.932293 + Penalty 3891.326354 = -398803.605939 nChanged 1 SP:Iteration 36Q (30627.890000 sec): 3 clusters Score: Raw -402695.290674 + Penalty 3891.326354 = -398803.964320 nChanged 1 SP:Iteration 37Q (30628.060000 sec): 3 clusters Score: Raw -402696.095741 + Penalty 3891.326354 = -398804.769387 nChanged 2 SP:Iteration 38Q (30628.250000 sec): 3 clusters Score: Raw -402697.310785 + Penalty 3891.326354 = -398805.984430 nChanged 2 SP:Iteration 39Q (30628.440000 sec): 3 clusters Score: Raw -402698.095094 + Penalty 3891.326354 = -398806.768740 nChanged 1 SP:Iteration 40F (30628.610000 sec): 3 clusters Score: Raw -402698.420599 + Penalty 3891.326354 = -398807.094245 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 57 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30628.710000 sec): 2 clusters Score: Raw -77765.214182 + Penalty 1549.034478 = -76216.179704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30628.900000 sec): 3 clusters Score: Raw -77775.591254 + Penalty 3098.068956 = -74677.522298 nChanged 95 SP:Iteration 1F (30629.060000 sec): 3 clusters Score: Raw -77952.976731 + Penalty 3098.068956 = -74854.907776 nChanged 21 SP:Iteration 2Q (30629.240000 sec): 3 clusters Score: Raw -77998.474409 + Penalty 3098.068956 = -74900.405454 nChanged 11 SP:Iteration 3Q (30629.450000 sec): 3 clusters Score: Raw -78024.750778 + Penalty 3098.068956 = -74926.681823 nChanged 7 SP:Iteration 4Q (30629.610000 sec): 3 clusters Score: Raw -78046.095669 + Penalty 3098.068956 = -74948.026713 nChanged 5 SP:Iteration 5Q (30629.760000 sec): 3 clusters Score: Raw -78060.247412 + Penalty 3098.068956 = -74962.178457 nChanged 4 SP:Iteration 6Q (30629.960000 sec): 3 clusters Score: Raw -78069.370226 + Penalty 3098.068956 = -74971.301271 nChanged 4 SP:Iteration 7Q (30630.100000 sec): 3 clusters Score: Raw -78078.598956 + Penalty 3098.068956 = -74980.530001 nChanged 2 SP:Iteration 8Q (30630.260000 sec): 3 clusters Score: Raw -78081.531429 + Penalty 3098.068956 = -74983.462473 nChanged 1 SP:Iteration 9Q (30630.420000 sec): 3 clusters Score: Raw -78082.561418 + Penalty 3098.068956 = -74984.492462 nChanged 0 SP:Iteration 10F (30630.610000 sec): 3 clusters Score: Raw -78082.561418 + Penalty 3098.068956 = -74984.492462 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 58 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30630.690000 sec): 2 clusters Score: Raw -40073.644802 + Penalty 1421.064746 = -38652.580055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30630.900000 sec): 3 clusters Score: Raw -40237.951798 + Penalty 2842.129492 = -37395.822306 nChanged 51 SP:Iteration 1F (30631.060000 sec): 3 clusters Score: Raw -40455.452951 + Penalty 2842.129492 = -37613.323459 nChanged 16 SP:Iteration 2F (30631.290000 sec): 3 clusters Score: Raw -40546.575327 + Penalty 2842.129492 = -37704.445834 nChanged 11 SP:Iteration 3Q (30631.480000 sec): 3 clusters Score: Raw -40615.941574 + Penalty 2842.129492 = -37773.812081 nChanged 4 SP:Iteration 4Q (30631.600000 sec): 3 clusters Score: Raw -40648.373853 + Penalty 2842.129492 = -37806.244360 nChanged 4 SP:Iteration 5Q (30631.780000 sec): 3 clusters Score: Raw -40671.368071 + Penalty 2842.129492 = -37829.238578 nChanged 7 SP:Iteration 6Q (30632.000000 sec): 3 clusters Score: Raw -40726.090743 + Penalty 2842.129492 = -37883.961251 nChanged 8 SP:Iteration 7Q (30632.160000 sec): 3 clusters Score: Raw -40787.959984 + Penalty 2842.129492 = -37945.830492 nChanged 9 SP:Iteration 8Q (30632.350000 sec): 3 clusters Score: Raw -40849.318707 + Penalty 2842.129492 = -38007.189214 nChanged 11 SP:Iteration 9Q (30632.530000 sec): 3 clusters Score: Raw -40936.347945 + Penalty 2842.129492 = -38094.218453 nChanged 8 SP:Iteration 10Q (30632.700000 sec): 3 clusters Score: Raw -41048.974967 + Penalty 2842.129492 = -38206.845474 nChanged 8 SP:Iteration 11Q (30632.920000 sec): 3 clusters Score: Raw -41143.175795 + Penalty 2842.129492 = -38301.046303 nChanged 11 SP:Iteration 12Q (30633.110000 sec): 3 clusters Score: Raw -41331.549161 + Penalty 2842.129492 = -38489.419669 nChanged 6 SP:Iteration 13Q (30633.250000 sec): 3 clusters Score: Raw -41716.440107 + Penalty 2842.129492 = -38874.310614 nChanged 7 SP:Iteration 14Q (30633.380000 sec): 3 clusters Score: Raw -41781.886695 + Penalty 2842.129492 = -38939.757203 nChanged 4 SP:Iteration 15Q (30633.530000 sec): 3 clusters Score: Raw -41814.248238 + Penalty 2842.129492 = -38972.118746 nChanged 2 SP:Iteration 16Q (30633.700000 sec): 3 clusters Score: Raw -41824.789350 + Penalty 2842.129492 = -38982.659858 nChanged 0 SP:Iteration 17F (30633.880000 sec): 3 clusters Score: Raw -41841.803232 + Penalty 2842.129492 = -38999.673740 nChanged 8 SP:Iteration 18Q (30634.020000 sec): 3 clusters Score: Raw -41909.146860 + Penalty 2842.129492 = -39067.017368 nChanged 6 SP:Iteration 19Q (30634.140000 sec): 3 clusters Score: Raw -41950.921120 + Penalty 2842.129492 = -39108.791627 nChanged 6 SP:Iteration 20F (30634.270000 sec): 3 clusters Score: Raw -42026.545877 + Penalty 2842.129492 = -39184.416384 nChanged 5 SP:Iteration 21Q (30634.400000 sec): 3 clusters Score: Raw -42114.987093 + Penalty 2842.129492 = -39272.857600 nChanged 1 SP:Iteration 22Q (30634.530000 sec): 3 clusters Score: Raw -42133.979658 + Penalty 2842.129492 = -39291.850166 nChanged 1 SP:Iteration 23Q (30634.660000 sec): 3 clusters Score: Raw -42152.529851 + Penalty 2842.129492 = -39310.400359 nChanged 1 SP:Iteration 24Q (30634.780000 sec): 3 clusters Score: Raw -42163.818001 + Penalty 2842.129492 = -39321.688508 nChanged 0 SP:Iteration 25F (30634.910000 sec): 3 clusters Score: Raw -42163.818001 + Penalty 2842.129492 = -39321.688508 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 59 (3659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30635.020000 sec): 2 clusters Score: Raw -552949.464756 + Penalty 2034.826401 = -550914.638355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30635.180000 sec): 3 clusters Score: Raw -551296.197747 + Penalty 4069.652802 = -547226.544945 nChanged 1401 SP:Iteration 1F (30635.300000 sec): 3 clusters Score: Raw -552136.974550 + Penalty 4069.652802 = -548067.321748 nChanged 263 SP:Iteration 2F (30635.450000 sec): 3 clusters Score: Raw -552340.704308 + Penalty 4069.652802 = -548271.051507 nChanged 189 SP:Iteration 3F (30635.620000 sec): 3 clusters Score: Raw -552479.660878 + Penalty 4069.652802 = -548410.008076 nChanged 133 SP:Iteration 4Q (30635.750000 sec): 3 clusters Score: Raw -552575.227745 + Penalty 4069.652802 = -548505.574943 nChanged 130 SP:Iteration 5Q (30635.860000 sec): 3 clusters Score: Raw -552672.108551 + Penalty 4069.652802 = -548602.455750 nChanged 121 SP:Iteration 6Q (30635.970000 sec): 3 clusters Score: Raw -552761.599600 + Penalty 4069.652802 = -548691.946799 nChanged 100 SP:Iteration 7Q (30636.140000 sec): 3 clusters Score: Raw -552833.270708 + Penalty 4069.652802 = -548763.617906 nChanged 100 SP:Iteration 8Q (30636.340000 sec): 3 clusters Score: Raw -552904.069762 + Penalty 4069.652802 = -548834.416960 nChanged 87 SP:Iteration 9Q (30636.540000 sec): 3 clusters Score: Raw -552957.546009 + Penalty 4069.652802 = -548887.893207 nChanged 71 SP:Iteration 10Q (30636.690000 sec): 3 clusters Score: Raw -552999.574962 + Penalty 4069.652802 = -548929.922160 nChanged 55 SP:Iteration 11Q (30636.890000 sec): 3 clusters Score: Raw -553033.720065 + Penalty 4069.652802 = -548964.067263 nChanged 50 SP:Iteration 12Q (30637.090000 sec): 3 clusters Score: Raw -553064.462417 + Penalty 4069.652802 = -548994.809615 nChanged 50 SP:Iteration 13Q (30637.310000 sec): 3 clusters Score: Raw -553092.253268 + Penalty 4069.652802 = -549022.600466 nChanged 55 SP:Iteration 14Q (30637.480000 sec): 3 clusters Score: Raw -553124.858257 + Penalty 4069.652802 = -549055.205455 nChanged 54 SP:Iteration 15Q (30637.650000 sec): 3 clusters Score: Raw -553157.432223 + Penalty 4069.652802 = -549087.779421 nChanged 48 SP:Iteration 16Q (30637.820000 sec): 3 clusters Score: Raw -553190.748230 + Penalty 4069.652802 = -549121.095428 nChanged 49 SP:Iteration 17Q (30638.030000 sec): 3 clusters Score: Raw -553226.362247 + Penalty 4069.652802 = -549156.709445 nChanged 71 SP:Iteration 18Q (30638.200000 sec): 3 clusters Score: Raw -553281.063465 + Penalty 4069.652802 = -549211.410663 nChanged 81 SP:Iteration 19Q (30638.420000 sec): 3 clusters Score: Raw -553354.002097 + Penalty 4069.652802 = -549284.349295 nChanged 93 SP:Iteration 20F (30638.630000 sec): 3 clusters Score: Raw -553437.898369 + Penalty 4069.652802 = -549368.245567 nChanged 77 SP:Iteration 21Q (30638.820000 sec): 3 clusters Score: Raw -553501.647497 + Penalty 4069.652802 = -549431.994695 nChanged 72 SP:Iteration 22Q (30639.010000 sec): 3 clusters Score: Raw -553569.064448 + Penalty 4069.652802 = -549499.411646 nChanged 77 SP:Iteration 23Q (30639.230000 sec): 3 clusters Score: Raw -553648.611723 + Penalty 4069.652802 = -549578.958921 nChanged 91 SP:Iteration 24Q (30639.410000 sec): 3 clusters Score: Raw -553754.738638 + Penalty 4069.652802 = -549685.085837 nChanged 78 SP:Iteration 25Q (30639.620000 sec): 3 clusters Score: Raw -553845.653283 + Penalty 4069.652802 = -549776.000481 nChanged 65 SP:Iteration 26Q (30639.820000 sec): 3 clusters Score: Raw -553910.964703 + Penalty 4069.652802 = -549841.311901 nChanged 43 SP:Iteration 27Q (30640.060000 sec): 3 clusters Score: Raw -553958.471469 + Penalty 4069.652802 = -549888.818667 nChanged 49 SP:Iteration 28Q (30640.260000 sec): 3 clusters Score: Raw -554001.315510 + Penalty 4069.652802 = -549931.662708 nChanged 31 SP:Iteration 29Q (30640.480000 sec): 3 clusters Score: Raw -554020.156302 + Penalty 4069.652802 = -549950.503500 nChanged 19 SP:Iteration 30Q (30640.670000 sec): 3 clusters Score: Raw -554028.723085 + Penalty 4069.652802 = -549959.070283 nChanged 8 SP:Iteration 31Q (30640.900000 sec): 3 clusters Score: Raw -554031.649888 + Penalty 4069.652802 = -549961.997086 nChanged 2 SP:Iteration 32Q (30641.120000 sec): 3 clusters Score: Raw -554032.920541 + Penalty 4069.652802 = -549963.267739 nChanged 6 SP:Iteration 33Q (30641.310000 sec): 3 clusters Score: Raw -554035.357760 + Penalty 4069.652802 = -549965.704958 nChanged 7 SP:Iteration 34Q (30641.520000 sec): 3 clusters Score: Raw -554037.903950 + Penalty 4069.652802 = -549968.251148 nChanged 3 SP:Iteration 35Q (30641.670000 sec): 3 clusters Score: Raw -554039.335762 + Penalty 4069.652802 = -549969.682960 nChanged 2 SP:Iteration 36Q (30641.850000 sec): 3 clusters Score: Raw -554039.998555 + Penalty 4069.652802 = -549970.345753 nChanged 0 SP:Iteration 37F (30642.080000 sec): 3 clusters Score: Raw -554039.998555 + Penalty 4069.652802 = -549970.345753 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 61 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30642.150000 sec): 2 clusters Score: Raw -8762.512238 + Penalty 1077.263745 = -7685.248494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30642.310000 sec): 3 clusters Score: Raw -9239.014125 + Penalty 2154.527489 = -7084.486636 nChanged 2 SP:Iteration 1Q (30642.480000 sec): 3 clusters Score: Raw -9384.532343 + Penalty 2154.527489 = -7230.004854 nChanged 0 SP:Iteration 2F (30642.660000 sec): 3 clusters Score: Raw -9384.532343 + Penalty 2154.527489 = -7230.004854 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 62 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30642.770000 sec): 2 clusters Score: Raw -22060.175763 + Penalty 1218.338412 = -20841.837352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30642.930000 sec): 3 clusters Score: Raw -22354.064023 + Penalty 2436.676823 = -19917.387199 nChanged 4 SP:Iteration 1Q (30643.110000 sec): 3 clusters Score: Raw -22377.420385 + Penalty 2436.676823 = -19940.743561 nChanged 1 SP:Iteration 2Q (30643.310000 sec): 3 clusters Score: Raw -22384.444344 + Penalty 2436.676823 = -19947.767521 nChanged 0 SP:Iteration 3F (30643.480000 sec): 3 clusters Score: Raw -22384.444344 + Penalty 2436.676823 = -19947.767521 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 63 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30643.560000 sec): 2 clusters Score: Raw -20012.427340 + Penalty 1257.088242 = -18755.339098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30643.710000 sec): 3 clusters Score: Raw -20256.768843 + Penalty 2514.176484 = -17742.592358 nChanged 9 SP:Iteration 1F (30643.890000 sec): 3 clusters Score: Raw -20351.926761 + Penalty 2514.176484 = -17837.750277 nChanged 4 SP:Iteration 2Q (30644.010000 sec): 3 clusters Score: Raw -20403.480938 + Penalty 2514.176484 = -17889.304453 nChanged 1 SP:Iteration 3Q (30644.180000 sec): 3 clusters Score: Raw -20408.781336 + Penalty 2514.176484 = -17894.604852 nChanged 1 SP:Iteration 4Q (30644.350000 sec): 3 clusters Score: Raw -20422.252208 + Penalty 2514.176484 = -17908.075724 nChanged 2 SP:Iteration 5Q (30644.500000 sec): 3 clusters Score: Raw -20438.454454 + Penalty 2514.176484 = -17924.277970 nChanged 2 SP:Iteration 6Q (30644.690000 sec): 3 clusters Score: Raw -20487.488677 + Penalty 2514.176484 = -17973.312193 nChanged 0 SP:Iteration 7F (30644.860000 sec): 3 clusters Score: Raw -20487.488677 + Penalty 2514.176484 = -17973.312193 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 64 (721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30644.970000 sec): 2 clusters Score: Raw -108051.772568 + Penalty 1631.998506 = -106419.774062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30645.150000 sec): 3 clusters Score: Raw -107966.915535 + Penalty 3263.997012 = -104702.918523 nChanged 161 SP:Iteration 1F (30645.350000 sec): 3 clusters Score: Raw -108273.925329 + Penalty 3263.997012 = -105009.928317 nChanged 49 SP:Iteration 2F (30645.530000 sec): 3 clusters Score: Raw -108360.397050 + Penalty 3263.997012 = -105096.400038 nChanged 26 SP:Iteration 3Q (30645.710000 sec): 3 clusters Score: Raw -108405.353830 + Penalty 3263.997012 = -105141.356817 nChanged 18 SP:Iteration 4Q (30645.870000 sec): 3 clusters Score: Raw -108434.894271 + Penalty 3263.997012 = -105170.897259 nChanged 11 SP:Iteration 5Q (30646.030000 sec): 3 clusters Score: Raw -108453.538587 + Penalty 3263.997012 = -105189.541575 nChanged 10 SP:Iteration 6Q (30646.210000 sec): 3 clusters Score: Raw -108469.497821 + Penalty 3263.997012 = -105205.500809 nChanged 6 SP:Iteration 7Q (30646.420000 sec): 3 clusters Score: Raw -108477.959800 + Penalty 3263.997012 = -105213.962788 nChanged 5 SP:Iteration 8Q (30646.590000 sec): 3 clusters Score: Raw -108484.426611 + Penalty 3263.997012 = -105220.429599 nChanged 1 SP:Iteration 9Q (30646.780000 sec): 3 clusters Score: Raw -108485.353237 + Penalty 3263.997012 = -105221.356225 nChanged 0 SP:Iteration 10F (30646.960000 sec): 3 clusters Score: Raw -108485.353237 + Penalty 3263.997012 = -105221.356225 nChanged 0 Iteration 179Q (30690.620000 sec): 67 clusters Score: Raw -120286177.328863 + Penalty 221990.310998 = -120064187.017865 nChanged 93 Iteration 180F (30800.180000 sec): 67 clusters Score: Raw -120286423.429840 + Penalty 221990.310998 = -120064433.118841 nChanged 91 Iteration 181Q (30845.950000 sec): 67 clusters Score: Raw -120286607.992910 + Penalty 221990.310998 = -120064617.681912 nChanged 50 Iteration 182Q (30891.190000 sec): 67 clusters Score: Raw -120286698.045625 + Penalty 221990.310998 = -120064707.734627 nChanged 26 Iteration 183Q (30957.630000 sec): 67 clusters Score: Raw -120286730.145542 + Penalty 221990.310998 = -120064739.834544 nChanged 17 Iteration 184Q (31010.450000 sec): 67 clusters Score: Raw -120286758.207405 + Penalty 221990.310998 = -120064767.896406 nChanged 10 Iteration 185Q (31055.850000 sec): 67 clusters Score: Raw -120286772.127404 + Penalty 221990.310998 = -120064781.816406 nChanged 7 Iteration 186Q (31105.920000 sec): 67 clusters Score: Raw -120286784.834471 + Penalty 221990.310998 = -120064794.523473 nChanged 7 Iteration 187Q (31151.140000 sec): 67 clusters Score: Raw -120286791.827967 + Penalty 221990.310998 = -120064801.516969 nChanged 6 Iteration 188Q (31192.540000 sec): 67 clusters Score: Raw -120286802.081001 + Penalty 221990.310998 = -120064811.770003 nChanged 2 Iteration 189Q (31233.040000 sec): 67 clusters Score: Raw -120286803.559432 + Penalty 221990.310998 = -120064813.248434 nChanged 2 Iteration 190Q (31272.650000 sec): 67 clusters Score: Raw -120286804.180050 + Penalty 221990.310998 = -120064813.869052 nChanged 0 Iteration 191F (31372.040000 sec): 67 clusters Score: Raw -120286806.038352 + Penalty 221990.310998 = -120064815.727353 nChanged 2 Iteration 192Q (31410.920000 sec): 67 clusters Score: Raw -120286815.773837 + Penalty 221990.310998 = -120064825.462839 nChanged 1 Iteration 193Q (31448.580000 sec): 67 clusters Score: Raw -120286817.415894 + Penalty 221990.310998 = -120064827.104896 nChanged 0 Iteration 194F (31549.070000 sec): 67 clusters Score: Raw -120286817.415894 + Penalty 221990.310998 = -120064827.104896 nChanged 0 Compute initial score before splitting: Score: Raw -120286817.415894 + Penalty 221990.310998 = -120064827.104896 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31549.170000 sec): 2 clusters Score: Raw -112398.235194 + Penalty 1636.767884 = -110761.467310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31549.380000 sec): 3 clusters Score: Raw -112329.117910 + Penalty 3273.535768 = -109055.582142 nChanged 204 SP:Iteration 1F (31549.580000 sec): 3 clusters Score: Raw -112667.759583 + Penalty 3273.535768 = -109394.223815 nChanged 63 SP:Iteration 2F (31549.730000 sec): 3 clusters Score: Raw -112885.289992 + Penalty 3273.535768 = -109611.754224 nChanged 47 SP:Iteration 3F (31549.960000 sec): 3 clusters Score: Raw -112985.164884 + Penalty 3273.535768 = -109711.629116 nChanged 35 SP:Iteration 4Q (31550.150000 sec): 3 clusters Score: Raw -113073.548587 + Penalty 3273.535768 = -109800.012819 nChanged 31 SP:Iteration 5Q (31550.310000 sec): 3 clusters Score: Raw -113158.676570 + Penalty 3273.535768 = -109885.140802 nChanged 32 SP:Iteration 6Q (31550.480000 sec): 3 clusters Score: Raw -113257.311627 + Penalty 3273.535768 = -109983.775860 nChanged 23 SP:Iteration 7Q (31550.670000 sec): 3 clusters Score: Raw -113335.606632 + Penalty 3273.535768 = -110062.070865 nChanged 19 SP:Iteration 8Q (31550.830000 sec): 3 clusters Score: Raw -113422.195117 + Penalty 3273.535768 = -110148.659349 nChanged 20 SP:Iteration 9Q (31551.030000 sec): 3 clusters Score: Raw -113506.715991 + Penalty 3273.535768 = -110233.180224 nChanged 10 SP:Iteration 10Q (31551.270000 sec): 3 clusters Score: Raw -113557.375917 + Penalty 3273.535768 = -110283.840150 nChanged 8 SP:Iteration 11Q (31551.430000 sec): 3 clusters Score: Raw -113622.467576 + Penalty 3273.535768 = -110348.931808 nChanged 7 SP:Iteration 12Q (31551.600000 sec): 3 clusters Score: Raw -113698.307296 + Penalty 3273.535768 = -110424.771528 nChanged 7 SP:Iteration 13Q (31551.770000 sec): 3 clusters Score: Raw -113729.749349 + Penalty 3273.535768 = -110456.213582 nChanged 8 SP:Iteration 14Q (31551.960000 sec): 3 clusters Score: Raw -113756.336231 + Penalty 3273.535768 = -110482.800464 nChanged 7 SP:Iteration 15Q (31552.130000 sec): 3 clusters Score: Raw -113780.800667 + Penalty 3273.535768 = -110507.264899 nChanged 3 SP:Iteration 16Q (31552.330000 sec): 3 clusters Score: Raw -113800.178306 + Penalty 3273.535768 = -110526.642538 nChanged 2 SP:Iteration 17Q (31552.490000 sec): 3 clusters Score: Raw -113807.585002 + Penalty 3273.535768 = -110534.049235 nChanged 2 SP:Iteration 18Q (31552.650000 sec): 3 clusters Score: Raw -113824.277549 + Penalty 3273.535768 = -110550.741781 nChanged 1 SP:Iteration 19Q (31552.850000 sec): 3 clusters Score: Raw -113830.866088 + Penalty 3273.535768 = -110557.330320 nChanged 0 SP:Iteration 20F (31553.050000 sec): 3 clusters Score: Raw -113830.866088 + Penalty 3273.535768 = -110557.330320 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31553.150000 sec): 2 clusters Score: Raw -17086.661389 + Penalty 1187.297952 = -15899.363437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31553.340000 sec): 3 clusters Score: Raw -17400.424885 + Penalty 2374.595904 = -15025.828981 nChanged 4 SP:Iteration 1Q (31553.520000 sec): 3 clusters Score: Raw -17430.826713 + Penalty 2374.595904 = -15056.230808 nChanged 1 SP:Iteration 2Q (31553.680000 sec): 3 clusters Score: Raw -17437.609236 + Penalty 2374.595904 = -15063.013332 nChanged 0 SP:Iteration 3F (31553.900000 sec): 3 clusters Score: Raw -17437.609236 + Penalty 2374.595904 = -15063.013332 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31553.970000 sec): 2 clusters Score: Raw -91004.893740 + Penalty 1588.496658 = -89416.397082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31554.170000 sec): 3 clusters Score: Raw -90992.691477 + Penalty 3176.993315 = -87815.698162 nChanged 111 SP:Iteration 1F (31554.390000 sec): 3 clusters Score: Raw -91187.477892 + Penalty 3176.993315 = -88010.484577 nChanged 26 SP:Iteration 2Q (31554.570000 sec): 3 clusters Score: Raw -91241.929299 + Penalty 3176.993315 = -88064.935984 nChanged 11 SP:Iteration 3Q (31554.760000 sec): 3 clusters Score: Raw -91256.036635 + Penalty 3176.993315 = -88079.043319 nChanged 1 SP:Iteration 4Q (31554.940000 sec): 3 clusters Score: Raw -91257.059421 + Penalty 3176.993315 = -88080.066106 nChanged 1 SP:Iteration 5Q (31555.110000 sec): 3 clusters Score: Raw -91258.981332 + Penalty 3176.993315 = -88081.988017 nChanged 2 SP:Iteration 6Q (31555.270000 sec): 3 clusters Score: Raw -91260.748549 + Penalty 3176.993315 = -88083.755233 nChanged 1 SP:Iteration 7Q (31555.450000 sec): 3 clusters Score: Raw -91261.600126 + Penalty 3176.993315 = -88084.606811 nChanged 1 SP:Iteration 8Q (31555.620000 sec): 3 clusters Score: Raw -91263.571887 + Penalty 3176.993315 = -88086.578572 nChanged 1 SP:Iteration 9Q (31555.810000 sec): 3 clusters Score: Raw -91267.768508 + Penalty 3176.993315 = -88090.775193 nChanged 2 SP:Iteration 10Q (31555.980000 sec): 3 clusters Score: Raw -91272.184739 + Penalty 3176.993315 = -88095.191424 nChanged 2 SP:Iteration 11Q (31556.160000 sec): 3 clusters Score: Raw -91277.672596 + Penalty 3176.993315 = -88100.679280 nChanged 2 SP:Iteration 12Q (31556.340000 sec): 3 clusters Score: Raw -91285.151374 + Penalty 3176.993315 = -88108.158058 nChanged 3 SP:Iteration 13Q (31556.510000 sec): 3 clusters Score: Raw -91296.033298 + Penalty 3176.993315 = -88119.039983 nChanged 6 SP:Iteration 14Q (31556.680000 sec): 3 clusters Score: Raw -91309.838518 + Penalty 3176.993315 = -88132.845203 nChanged 4 SP:Iteration 15Q (31556.860000 sec): 3 clusters Score: Raw -91319.837667 + Penalty 3176.993315 = -88142.844352 nChanged 2 SP:Iteration 16Q (31557.060000 sec): 3 clusters Score: Raw -91326.569462 + Penalty 3176.993315 = -88149.576147 nChanged 3 SP:Iteration 17Q (31557.240000 sec): 3 clusters Score: Raw -91339.492853 + Penalty 3176.993315 = -88162.499537 nChanged 4 SP:Iteration 18Q (31557.390000 sec): 3 clusters Score: Raw -91354.096720 + Penalty 3176.993315 = -88177.103405 nChanged 5 SP:Iteration 19Q (31557.560000 sec): 3 clusters Score: Raw -91388.094316 + Penalty 3176.993315 = -88211.101001 nChanged 5 SP:Iteration 20F (31557.680000 sec): 3 clusters Score: Raw -91415.369826 + Penalty 3176.993315 = -88238.376511 nChanged 6 SP:Iteration 21Q (31557.880000 sec): 3 clusters Score: Raw -91423.440547 + Penalty 3176.993315 = -88246.447232 nChanged 2 SP:Iteration 22Q (31558.080000 sec): 3 clusters Score: Raw -91429.060105 + Penalty 3176.993315 = -88252.066790 nChanged 3 SP:Iteration 23Q (31558.240000 sec): 3 clusters Score: Raw -91438.774587 + Penalty 3176.993315 = -88261.781272 nChanged 1 SP:Iteration 24Q (31558.420000 sec): 3 clusters Score: Raw -91440.463053 + Penalty 3176.993315 = -88263.469738 nChanged 0 SP:Iteration 25F (31558.560000 sec): 3 clusters Score: Raw -91440.463053 + Penalty 3176.993315 = -88263.469738 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31558.620000 sec): 2 clusters Score: Raw -26206.586119 + Penalty 1294.648245 = -24911.937874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31558.780000 sec): 3 clusters Score: Raw -26427.422692 + Penalty 2589.296489 = -23838.126203 nChanged 7 SP:Iteration 1Q (31558.950000 sec): 3 clusters Score: Raw -26469.253735 + Penalty 2589.296489 = -23879.957246 nChanged 2 SP:Iteration 2Q (31559.130000 sec): 3 clusters Score: Raw -26485.229820 + Penalty 2589.296489 = -23895.933331 nChanged 2 SP:Iteration 3Q (31559.260000 sec): 3 clusters Score: Raw -26490.483070 + Penalty 2589.296489 = -23901.186581 nChanged 0 SP:Iteration 4F (31559.440000 sec): 3 clusters Score: Raw -26490.483070 + Penalty 2589.296489 = -23901.186581 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (202168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31560.480000 sec): 2 clusters Score: Raw -32138496.977765 + Penalty 3029.779870 = -32135467.197895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31561.740000 sec): 3 clusters Score: Raw -32006251.418896 + Penalty 6059.559740 = -32000191.859156 nChanged 96824 SP:Iteration 1F (31563.030000 sec): 3 clusters Score: Raw -32063135.527056 + Penalty 6059.559740 = -32057075.967316 nChanged 6624 SP:Iteration 2Q (31564.350000 sec): 3 clusters Score: Raw -32065114.754738 + Penalty 6059.559740 = -32059055.194998 nChanged 8234 SP:Iteration 3Q (31565.640000 sec): 3 clusters Score: Raw -32068381.037049 + Penalty 6059.559740 = -32062321.477309 nChanged 10733 SP:Iteration 4F (31566.880000 sec): 3 clusters Score: Raw -32074032.892925 + Penalty 6059.559740 = -32067973.333186 nChanged 13664 SP:Iteration 5F (31568.120000 sec): 3 clusters Score: Raw -32083258.007354 + Penalty 6059.559740 = -32077198.447614 nChanged 16046 SP:Iteration 6F (31569.420000 sec): 3 clusters Score: Raw -32096638.086077 + Penalty 6059.559740 = -32090578.526337 nChanged 15557 SP:Iteration 7F (31570.720000 sec): 3 clusters Score: Raw -32111588.978231 + Penalty 6059.559740 = -32105529.418492 nChanged 11380 SP:Iteration 8F (31572.080000 sec): 3 clusters Score: Raw -32123290.533383 + Penalty 6059.559740 = -32117230.973644 nChanged 6988 SP:Iteration 9Q (31573.330000 sec): 3 clusters Score: Raw -32129699.220264 + Penalty 6059.559740 = -32123639.660525 nChanged 4340 SP:Iteration 10Q (31574.530000 sec): 3 clusters Score: Raw -32132727.742549 + Penalty 6059.559740 = -32126668.182810 nChanged 2857 SP:Iteration 11Q (31575.600000 sec): 3 clusters Score: Raw -32134440.438208 + Penalty 6059.559740 = -32128380.878469 nChanged 2089 SP:Iteration 12Q (31576.660000 sec): 3 clusters Score: Raw -32135560.539767 + Penalty 6059.559740 = -32129500.980027 nChanged 1579 SP:Iteration 13Q (31577.740000 sec): 3 clusters Score: Raw -32136331.398355 + Penalty 6059.559740 = -32130271.838616 nChanged 1289 SP:Iteration 14Q (31578.870000 sec): 3 clusters Score: Raw -32136885.611600 + Penalty 6059.559740 = -32130826.051860 nChanged 1094 SP:Iteration 15Q (31580.060000 sec): 3 clusters Score: Raw -32137324.242049 + Penalty 6059.559740 = -32131264.682309 nChanged 923 SP:Iteration 16Q (31581.180000 sec): 3 clusters Score: Raw -32137676.864326 + Penalty 6059.559740 = -32131617.304586 nChanged 810 SP:Iteration 17Q (31582.250000 sec): 3 clusters Score: Raw -32137962.645044 + Penalty 6059.559740 = -32131903.085304 nChanged 699 SP:Iteration 18Q (31583.400000 sec): 3 clusters Score: Raw -32138203.638907 + Penalty 6059.559740 = -32132144.079167 nChanged 668 SP:Iteration 19Q (31584.440000 sec): 3 clusters Score: Raw -32138422.557365 + Penalty 6059.559740 = -32132362.997625 nChanged 605 SP:Iteration 20F (31585.610000 sec): 3 clusters Score: Raw -32138622.817662 + Penalty 6059.559740 = -32132563.257922 nChanged 521 SP:Iteration 21Q (31586.640000 sec): 3 clusters Score: Raw -32138787.921715 + Penalty 6059.559740 = -32132728.361975 nChanged 484 SP:Iteration 22Q (31587.690000 sec): 3 clusters Score: Raw -32138933.978330 + Penalty 6059.559740 = -32132874.418590 nChanged 392 SP:Iteration 23Q (31588.700000 sec): 3 clusters Score: Raw -32139045.413278 + Penalty 6059.559740 = -32132985.853539 nChanged 383 SP:Iteration 24Q (31589.690000 sec): 3 clusters Score: Raw -32139152.651328 + Penalty 6059.559740 = -32133093.091589 nChanged 340 SP:Iteration 25Q (31590.780000 sec): 3 clusters Score: Raw -32139237.018614 + Penalty 6059.559740 = -32133177.458874 nChanged 298 SP:Iteration 26Q (31591.830000 sec): 3 clusters Score: Raw -32139310.967185 + Penalty 6059.559740 = -32133251.407445 nChanged 285 SP:Iteration 27Q (31592.860000 sec): 3 clusters Score: Raw -32139383.590503 + Penalty 6059.559740 = -32133324.030763 nChanged 280 SP:Iteration 28Q (31593.890000 sec): 3 clusters Score: Raw -32139449.648604 + Penalty 6059.559740 = -32133390.088864 nChanged 274 SP:Iteration 29Q (31594.900000 sec): 3 clusters Score: Raw -32139506.883535 + Penalty 6059.559740 = -32133447.323795 nChanged 255 SP:Iteration 30Q (31595.860000 sec): 3 clusters Score: Raw -32139564.740266 + Penalty 6059.559740 = -32133505.180527 nChanged 207 SP:Iteration 31Q (31596.880000 sec): 3 clusters Score: Raw -32139609.733396 + Penalty 6059.559740 = -32133550.173656 nChanged 178 SP:Iteration 32Q (31597.990000 sec): 3 clusters Score: Raw -32139649.005268 + Penalty 6059.559740 = -32133589.445529 nChanged 168 SP:Iteration 33Q (31599.080000 sec): 3 clusters Score: Raw -32139681.424580 + Penalty 6059.559740 = -32133621.864841 nChanged 162 SP:Iteration 34Q (31600.170000 sec): 3 clusters Score: Raw -32139711.826706 + Penalty 6059.559740 = -32133652.266967 nChanged 137 SP:Iteration 35Q (31601.260000 sec): 3 clusters Score: Raw -32139735.937092 + Penalty 6059.559740 = -32133676.377352 nChanged 132 SP:Iteration 36Q (31602.390000 sec): 3 clusters Score: Raw -32139756.883341 + Penalty 6059.559740 = -32133697.323601 nChanged 117 SP:Iteration 37Q (31603.440000 sec): 3 clusters Score: Raw -32139774.164800 + Penalty 6059.559740 = -32133714.605061 nChanged 98 SP:Iteration 38Q (31604.390000 sec): 3 clusters Score: Raw -32139787.517256 + Penalty 6059.559740 = -32133727.957516 nChanged 88 SP:Iteration 39Q (31605.350000 sec): 3 clusters Score: Raw -32139799.905031 + Penalty 6059.559740 = -32133740.345291 nChanged 91 SP:Iteration 40F (31606.560000 sec): 3 clusters Score: Raw -32139812.486482 + Penalty 6059.559740 = -32133752.926743 nChanged 81 SP:Iteration 41Q (31607.630000 sec): 3 clusters Score: Raw -32139823.388636 + Penalty 6059.559740 = -32133763.828897 nChanged 74 SP:Iteration 42Q (31608.770000 sec): 3 clusters Score: Raw -32139831.820315 + Penalty 6059.559740 = -32133772.260575 nChanged 67 SP:Iteration 43Q (31609.940000 sec): 3 clusters Score: Raw -32139839.839545 + Penalty 6059.559740 = -32133780.279805 nChanged 52 SP:Iteration 44Q (31611.030000 sec): 3 clusters Score: Raw -32139845.743199 + Penalty 6059.559740 = -32133786.183459 nChanged 49 SP:Iteration 45Q (31612.030000 sec): 3 clusters Score: Raw -32139850.486108 + Penalty 6059.559740 = -32133790.926368 nChanged 41 SP:Iteration 46Q (31613.090000 sec): 3 clusters Score: Raw -32139854.017055 + Penalty 6059.559740 = -32133794.457316 nChanged 32 SP:Iteration 47Q (31614.100000 sec): 3 clusters Score: Raw -32139856.893301 + Penalty 6059.559740 = -32133797.333561 nChanged 28 SP:Iteration 48Q (31615.070000 sec): 3 clusters Score: Raw -32139859.570799 + Penalty 6059.559740 = -32133800.011060 nChanged 27 SP:Iteration 49Q (31616.180000 sec): 3 clusters Score: Raw -32139862.423728 + Penalty 6059.559740 = -32133802.863988 nChanged 37 SP:Iteration 50Q (31617.370000 sec): 3 clusters Score: Raw -32139865.785671 + Penalty 6059.559740 = -32133806.225931 nChanged 33 SP:Iteration 51Q (31618.540000 sec): 3 clusters Score: Raw -32139868.830053 + Penalty 6059.559740 = -32133809.270314 nChanged 25 SP:Iteration 52Q (31619.580000 sec): 3 clusters Score: Raw -32139871.228478 + Penalty 6059.559740 = -32133811.668738 nChanged 35 SP:Iteration 53Q (31620.580000 sec): 3 clusters Score: Raw -32139875.418674 + Penalty 6059.559740 = -32133815.858935 nChanged 29 SP:Iteration 54Q (31621.680000 sec): 3 clusters Score: Raw -32139877.582486 + Penalty 6059.559740 = -32133818.022746 nChanged 18 SP:Iteration 55Q (31622.660000 sec): 3 clusters Score: Raw -32139879.022219 + Penalty 6059.559740 = -32133819.462479 nChanged 22 SP:Iteration 56Q (31623.630000 sec): 3 clusters Score: Raw -32139880.613149 + Penalty 6059.559740 = -32133821.053409 nChanged 23 SP:Iteration 57Q (31624.650000 sec): 3 clusters Score: Raw -32139882.231825 + Penalty 6059.559740 = -32133822.672086 nChanged 16 SP:Iteration 58Q (31625.670000 sec): 3 clusters Score: Raw -32139883.545441 + Penalty 6059.559740 = -32133823.985702 nChanged 19 SP:Iteration 59Q (31626.660000 sec): 3 clusters Score: Raw -32139885.227550 + Penalty 6059.559740 = -32133825.667810 nChanged 23 SP:Iteration 60F (31627.830000 sec): 3 clusters Score: Raw -32139887.112362 + Penalty 6059.559740 = -32133827.552622 nChanged 15 SP:Iteration 61Q (31629.170000 sec): 3 clusters Score: Raw -32139888.084035 + Penalty 6059.559740 = -32133828.524295 nChanged 12 SP:Iteration 62Q (31630.260000 sec): 3 clusters Score: Raw -32139888.867922 + Penalty 6059.559740 = -32133829.308182 nChanged 14 SP:Iteration 63Q (31631.420000 sec): 3 clusters Score: Raw -32139889.819641 + Penalty 6059.559740 = -32133830.259901 nChanged 16 SP:Iteration 64Q (31632.590000 sec): 3 clusters Score: Raw -32139891.196480 + Penalty 6059.559740 = -32133831.636740 nChanged 19 SP:Iteration 65Q (31633.640000 sec): 3 clusters Score: Raw -32139892.447261 + Penalty 6059.559740 = -32133832.887522 nChanged 15 SP:Iteration 66Q (31634.750000 sec): 3 clusters Score: Raw -32139893.764518 + Penalty 6059.559740 = -32133834.204778 nChanged 12 SP:Iteration 67Q (31635.830000 sec): 3 clusters Score: Raw -32139894.550676 + Penalty 6059.559740 = -32133834.990936 nChanged 14 SP:Iteration 68Q (31636.820000 sec): 3 clusters Score: Raw -32139895.476607 + Penalty 6059.559740 = -32133835.916867 nChanged 6 SP:Iteration 69Q (31637.820000 sec): 3 clusters Score: Raw -32139895.923130 + Penalty 6059.559740 = -32133836.363390 nChanged 5 SP:Iteration 70Q (31638.860000 sec): 3 clusters Score: Raw -32139896.356287 + Penalty 6059.559740 = -32133836.796547 nChanged 6 SP:Iteration 71Q (31639.930000 sec): 3 clusters Score: Raw -32139896.741272 + Penalty 6059.559740 = -32133837.181532 nChanged 5 SP:Iteration 72Q (31640.800000 sec): 3 clusters Score: Raw -32139897.139381 + Penalty 6059.559740 = -32133837.579642 nChanged 7 SP:Iteration 73Q (31641.710000 sec): 3 clusters Score: Raw -32139897.531332 + Penalty 6059.559740 = -32133837.971592 nChanged 5 SP:Iteration 74Q (31642.660000 sec): 3 clusters Score: Raw -32139897.961348 + Penalty 6059.559740 = -32133838.401608 nChanged 7 SP:Iteration 75Q (31643.620000 sec): 3 clusters Score: Raw -32139898.398700 + Penalty 6059.559740 = -32133838.838961 nChanged 5 SP:Iteration 76Q (31644.570000 sec): 3 clusters Score: Raw -32139898.701823 + Penalty 6059.559740 = -32133839.142083 nChanged 9 SP:Iteration 77Q (31645.540000 sec): 3 clusters Score: Raw -32139899.271204 + Penalty 6059.559740 = -32133839.711465 nChanged 7 SP:Iteration 78Q (31646.490000 sec): 3 clusters Score: Raw -32139899.909176 + Penalty 6059.559740 = -32133840.349436 nChanged 6 SP:Iteration 79Q (31647.390000 sec): 3 clusters Score: Raw -32139900.311659 + Penalty 6059.559740 = -32133840.751919 nChanged 5 SP:Iteration 80F (31648.470000 sec): 3 clusters Score: Raw -32139900.670967 + Penalty 6059.559740 = -32133841.111228 nChanged 6 SP:Iteration 81Q (31649.490000 sec): 3 clusters Score: Raw -32139901.269196 + Penalty 6059.559740 = -32133841.709456 nChanged 5 SP:Iteration 82Q (31650.520000 sec): 3 clusters Score: Raw -32139901.705966 + Penalty 6059.559740 = -32133842.146226 nChanged 8 SP:Iteration 83Q (31651.600000 sec): 3 clusters Score: Raw -32139902.300818 + Penalty 6059.559740 = -32133842.741079 nChanged 13 SP:Iteration 84Q (31652.670000 sec): 3 clusters Score: Raw -32139903.113605 + Penalty 6059.559740 = -32133843.553865 nChanged 14 SP:Iteration 85Q (31653.670000 sec): 3 clusters Score: Raw -32139904.056814 + Penalty 6059.559740 = -32133844.497074 nChanged 14 SP:Iteration 86Q (31654.750000 sec): 3 clusters Score: Raw -32139905.263706 + Penalty 6059.559740 = -32133845.703967 nChanged 12 SP:Iteration 87Q (31655.740000 sec): 3 clusters Score: Raw -32139906.291985 + Penalty 6059.559740 = -32133846.732246 nChanged 17 SP:Iteration 88Q (31656.840000 sec): 3 clusters Score: Raw -32139907.690965 + Penalty 6059.559740 = -32133848.131225 nChanged 13 SP:Iteration 89Q (31657.880000 sec): 3 clusters Score: Raw -32139908.747174 + Penalty 6059.559740 = -32133849.187435 nChanged 12 SP:Iteration 90Q (31658.900000 sec): 3 clusters Score: Raw -32139909.711385 + Penalty 6059.559740 = -32133850.151645 nChanged 15 SP:Iteration 91Q (31659.900000 sec): 3 clusters Score: Raw -32139910.816211 + Penalty 6059.559740 = -32133851.256472 nChanged 9 SP:Iteration 92Q (31660.810000 sec): 3 clusters Score: Raw -32139911.516656 + Penalty 6059.559740 = -32133851.956916 nChanged 12 SP:Iteration 93Q (31661.810000 sec): 3 clusters Score: Raw -32139912.318825 + Penalty 6059.559740 = -32133852.759086 nChanged 10 SP:Iteration 94Q (31662.960000 sec): 3 clusters Score: Raw -32139912.982423 + Penalty 6059.559740 = -32133853.422683 nChanged 11 SP:Iteration 95Q (31663.970000 sec): 3 clusters Score: Raw -32139913.797418 + Penalty 6059.559740 = -32133854.237679 nChanged 10 SP:Iteration 96Q (31665.040000 sec): 3 clusters Score: Raw -32139914.623754 + Penalty 6059.559740 = -32133855.064014 nChanged 8 SP:Iteration 97Q (31666.070000 sec): 3 clusters Score: Raw -32139915.218917 + Penalty 6059.559740 = -32133855.659178 nChanged 8 SP:Iteration 98Q (31667.120000 sec): 3 clusters Score: Raw -32139915.690364 + Penalty 6059.559740 = -32133856.130625 nChanged 5 SP:Iteration 99Q (31668.120000 sec): 3 clusters Score: Raw -32139916.042956 + Penalty 6059.559740 = -32133856.483216 nChanged 6 SP:Iteration 100F (31669.210000 sec): 3 clusters Score: Raw -32139916.567194 + Penalty 6059.559740 = -32133857.007454 nChanged 10 SP:Iteration 101Q (31670.190000 sec): 3 clusters Score: Raw -32139917.188341 + Penalty 6059.559740 = -32133857.628601 nChanged 6 SP:Iteration 102Q (31671.140000 sec): 3 clusters Score: Raw -32139917.415629 + Penalty 6059.559740 = -32133857.855889 nChanged 3 SP:Iteration 103Q (31672.150000 sec): 3 clusters Score: Raw -32139917.547060 + Penalty 6059.559740 = -32133857.987320 nChanged 0 SP:Iteration 104F (31673.300000 sec): 3 clusters Score: Raw -32139917.547060 + Penalty 6059.559740 = -32133857.987320 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31673.480000 sec): 2 clusters Score: Raw -849442.118876 + Penalty 2142.090582 = -847300.028294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31673.720000 sec): 3 clusters Score: Raw -846729.417719 + Penalty 4284.181164 = -842445.236555 nChanged 2171 SP:Iteration 1F (31673.990000 sec): 3 clusters Score: Raw -848057.607511 + Penalty 4284.181164 = -843773.426348 nChanged 481 SP:Iteration 2F (31674.230000 sec): 3 clusters Score: Raw -848417.888560 + Penalty 4284.181164 = -844133.707396 nChanged 379 SP:Iteration 3F (31674.460000 sec): 3 clusters Score: Raw -848719.578697 + Penalty 4284.181164 = -844435.397533 nChanged 313 SP:Iteration 4F (31674.710000 sec): 3 clusters Score: Raw -848993.023890 + Penalty 4284.181164 = -844708.842726 nChanged 261 SP:Iteration 5Q (31674.940000 sec): 3 clusters Score: Raw -849194.234016 + Penalty 4284.181164 = -844910.052853 nChanged 229 SP:Iteration 6Q (31675.100000 sec): 3 clusters Score: Raw -849340.375502 + Penalty 4284.181164 = -845056.194338 nChanged 196 SP:Iteration 7Q (31675.290000 sec): 3 clusters Score: Raw -849477.149482 + Penalty 4284.181164 = -845192.968318 nChanged 181 SP:Iteration 8Q (31675.530000 sec): 3 clusters Score: Raw -849580.456698 + Penalty 4284.181164 = -845296.275535 nChanged 148 SP:Iteration 9Q (31675.740000 sec): 3 clusters Score: Raw -849653.004844 + Penalty 4284.181164 = -845368.823681 nChanged 103 SP:Iteration 10Q (31675.960000 sec): 3 clusters Score: Raw -849701.259258 + Penalty 4284.181164 = -845417.078094 nChanged 81 SP:Iteration 11Q (31676.220000 sec): 3 clusters Score: Raw -849737.341411 + Penalty 4284.181164 = -845453.160247 nChanged 87 SP:Iteration 12Q (31676.420000 sec): 3 clusters Score: Raw -849772.306909 + Penalty 4284.181164 = -845488.125745 nChanged 66 SP:Iteration 13Q (31676.630000 sec): 3 clusters Score: Raw -849805.039935 + Penalty 4284.181164 = -845520.858771 nChanged 66 SP:Iteration 14Q (31676.890000 sec): 3 clusters Score: Raw -849830.565401 + Penalty 4284.181164 = -845546.384237 nChanged 68 SP:Iteration 15Q (31677.080000 sec): 3 clusters Score: Raw -849857.322747 + Penalty 4284.181164 = -845573.141583 nChanged 63 SP:Iteration 16Q (31677.320000 sec): 3 clusters Score: Raw -849886.318306 + Penalty 4284.181164 = -845602.137143 nChanged 66 SP:Iteration 17Q (31677.550000 sec): 3 clusters Score: Raw -849923.885818 + Penalty 4284.181164 = -845639.704654 nChanged 76 SP:Iteration 18Q (31677.790000 sec): 3 clusters Score: Raw -849966.269166 + Penalty 4284.181164 = -845682.088002 nChanged 91 SP:Iteration 19Q (31678.030000 sec): 3 clusters Score: Raw -850011.969270 + Penalty 4284.181164 = -845727.788106 nChanged 74 SP:Iteration 20F (31678.290000 sec): 3 clusters Score: Raw -850046.456366 + Penalty 4284.181164 = -845762.275202 nChanged 62 SP:Iteration 21Q (31678.490000 sec): 3 clusters Score: Raw -850073.087071 + Penalty 4284.181164 = -845788.905907 nChanged 55 SP:Iteration 22Q (31678.700000 sec): 3 clusters Score: Raw -850104.172477 + Penalty 4284.181164 = -845819.991313 nChanged 70 SP:Iteration 23Q (31678.950000 sec): 3 clusters Score: Raw -850139.534385 + Penalty 4284.181164 = -845855.353221 nChanged 77 SP:Iteration 24Q (31679.150000 sec): 3 clusters Score: Raw -850178.537475 + Penalty 4284.181164 = -845894.356312 nChanged 59 SP:Iteration 25Q (31679.360000 sec): 3 clusters Score: Raw -850209.326370 + Penalty 4284.181164 = -845925.145206 nChanged 61 SP:Iteration 26Q (31679.560000 sec): 3 clusters Score: Raw -850239.547067 + Penalty 4284.181164 = -845955.365903 nChanged 54 SP:Iteration 27Q (31679.740000 sec): 3 clusters Score: Raw -850269.465485 + Penalty 4284.181164 = -845985.284321 nChanged 64 SP:Iteration 28Q (31679.930000 sec): 3 clusters Score: Raw -850314.547807 + Penalty 4284.181164 = -846030.366643 nChanged 72 SP:Iteration 29Q (31680.170000 sec): 3 clusters Score: Raw -850357.745462 + Penalty 4284.181164 = -846073.564298 nChanged 69 SP:Iteration 30Q (31680.400000 sec): 3 clusters Score: Raw -850401.621326 + Penalty 4284.181164 = -846117.440162 nChanged 60 SP:Iteration 31Q (31680.570000 sec): 3 clusters Score: Raw -850441.813240 + Penalty 4284.181164 = -846157.632076 nChanged 60 SP:Iteration 32Q (31680.790000 sec): 3 clusters Score: Raw -850478.490909 + Penalty 4284.181164 = -846194.309745 nChanged 48 SP:Iteration 33Q (31681.010000 sec): 3 clusters Score: Raw -850501.135474 + Penalty 4284.181164 = -846216.954310 nChanged 36 SP:Iteration 34Q (31681.230000 sec): 3 clusters Score: Raw -850515.715003 + Penalty 4284.181164 = -846231.533839 nChanged 28 SP:Iteration 35Q (31681.490000 sec): 3 clusters Score: Raw -850526.303212 + Penalty 4284.181164 = -846242.122048 nChanged 18 SP:Iteration 36Q (31681.680000 sec): 3 clusters Score: Raw -850532.885658 + Penalty 4284.181164 = -846248.704494 nChanged 16 SP:Iteration 37Q (31681.880000 sec): 3 clusters Score: Raw -850538.823676 + Penalty 4284.181164 = -846254.642512 nChanged 14 SP:Iteration 38Q (31682.110000 sec): 3 clusters Score: Raw -850542.871146 + Penalty 4284.181164 = -846258.689982 nChanged 7 SP:Iteration 39Q (31682.320000 sec): 3 clusters Score: Raw -850545.406425 + Penalty 4284.181164 = -846261.225261 nChanged 5 SP:Iteration 40F (31682.560000 sec): 3 clusters Score: Raw -850546.352783 + Penalty 4284.181164 = -846262.171619 nChanged 2 SP:Iteration 41Q (31682.770000 sec): 3 clusters Score: Raw -850546.754775 + Penalty 4284.181164 = -846262.573612 nChanged 1 SP:Iteration 42Q (31683.030000 sec): 3 clusters Score: Raw -850547.045432 + Penalty 4284.181164 = -846262.864268 nChanged 1 SP:Iteration 43Q (31683.240000 sec): 3 clusters Score: Raw -850547.451483 + Penalty 4284.181164 = -846263.270319 nChanged 2 SP:Iteration 44Q (31683.470000 sec): 3 clusters Score: Raw -850548.126586 + Penalty 4284.181164 = -846263.945422 nChanged 2 SP:Iteration 45Q (31683.640000 sec): 3 clusters Score: Raw -850548.724819 + Penalty 4284.181164 = -846264.543655 nChanged 0 SP:Iteration 46F (31683.920000 sec): 3 clusters Score: Raw -850548.724819 + Penalty 4284.181164 = -846264.543655 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31684.020000 sec): 2 clusters Score: Raw -1023438.315088 + Penalty 2184.438477 = -1021253.876611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31684.250000 sec): 3 clusters Score: Raw -1020036.857588 + Penalty 4368.876954 = -1015667.980634 nChanged 2666 SP:Iteration 1F (31684.500000 sec): 3 clusters Score: Raw -1021537.235797 + Penalty 4368.876954 = -1017168.358843 nChanged 464 SP:Iteration 2F (31684.760000 sec): 3 clusters Score: Raw -1021754.412499 + Penalty 4368.876954 = -1017385.535545 nChanged 334 SP:Iteration 3Q (31684.990000 sec): 3 clusters Score: Raw -1021893.183797 + Penalty 4368.876954 = -1017524.306843 nChanged 232 SP:Iteration 4Q (31685.220000 sec): 3 clusters Score: Raw -1021996.731708 + Penalty 4368.876954 = -1017627.854754 nChanged 181 SP:Iteration 5Q (31685.430000 sec): 3 clusters Score: Raw -1022081.649629 + Penalty 4368.876954 = -1017712.772675 nChanged 168 SP:Iteration 6Q (31685.640000 sec): 3 clusters Score: Raw -1022158.236630 + Penalty 4368.876954 = -1017789.359676 nChanged 151 SP:Iteration 7Q (31685.830000 sec): 3 clusters Score: Raw -1022225.830054 + Penalty 4368.876954 = -1017856.953100 nChanged 138 SP:Iteration 8Q (31686.100000 sec): 3 clusters Score: Raw -1022280.669260 + Penalty 4368.876954 = -1017911.792306 nChanged 116 SP:Iteration 9Q (31686.300000 sec): 3 clusters Score: Raw -1022325.287610 + Penalty 4368.876954 = -1017956.410656 nChanged 110 SP:Iteration 10Q (31686.550000 sec): 3 clusters Score: Raw -1022377.310365 + Penalty 4368.876954 = -1018008.433411 nChanged 131 SP:Iteration 11Q (31686.790000 sec): 3 clusters Score: Raw -1022443.948499 + Penalty 4368.876954 = -1018075.071545 nChanged 142 SP:Iteration 12Q (31687.010000 sec): 3 clusters Score: Raw -1022520.107195 + Penalty 4368.876954 = -1018151.230241 nChanged 152 SP:Iteration 13Q (31687.190000 sec): 3 clusters Score: Raw -1022613.472258 + Penalty 4368.876954 = -1018244.595304 nChanged 174 SP:Iteration 14Q (31687.400000 sec): 3 clusters Score: Raw -1022730.389279 + Penalty 4368.876954 = -1018361.512325 nChanged 217 SP:Iteration 15Q (31687.590000 sec): 3 clusters Score: Raw -1022889.294036 + Penalty 4368.876954 = -1018520.417082 nChanged 209 SP:Iteration 16Q (31687.800000 sec): 3 clusters Score: Raw -1023065.470999 + Penalty 4368.876954 = -1018696.594045 nChanged 243 SP:Iteration 17Q (31688.020000 sec): 3 clusters Score: Raw -1023250.499274 + Penalty 4368.876954 = -1018881.622320 nChanged 265 SP:Iteration 18Q (31688.230000 sec): 3 clusters Score: Raw -1023444.658424 + Penalty 4368.876954 = -1019075.781470 nChanged 230 SP:Iteration 19Q (31688.480000 sec): 3 clusters Score: Raw -1023592.470148 + Penalty 4368.876954 = -1019223.593194 nChanged 218 SP:Iteration 20F (31688.720000 sec): 3 clusters Score: Raw -1023707.016353 + Penalty 4368.876954 = -1019338.139399 nChanged 166 SP:Iteration 21Q (31688.900000 sec): 3 clusters Score: Raw -1023783.857481 + Penalty 4368.876954 = -1019414.980527 nChanged 115 SP:Iteration 22Q (31689.150000 sec): 3 clusters Score: Raw -1023833.823689 + Penalty 4368.876954 = -1019464.946735 nChanged 93 SP:Iteration 23Q (31689.380000 sec): 3 clusters Score: Raw -1023865.532710 + Penalty 4368.876954 = -1019496.655756 nChanged 78 SP:Iteration 24Q (31689.600000 sec): 3 clusters Score: Raw -1023896.096323 + Penalty 4368.876954 = -1019527.219369 nChanged 73 SP:Iteration 25Q (31689.830000 sec): 3 clusters Score: Raw -1023922.498816 + Penalty 4368.876954 = -1019553.621862 nChanged 66 SP:Iteration 26Q (31690.010000 sec): 3 clusters Score: Raw -1023945.168659 + Penalty 4368.876954 = -1019576.291705 nChanged 45 SP:Iteration 27Q (31690.230000 sec): 3 clusters Score: Raw -1023959.734198 + Penalty 4368.876954 = -1019590.857244 nChanged 50 SP:Iteration 28Q (31690.490000 sec): 3 clusters Score: Raw -1023977.834936 + Penalty 4368.876954 = -1019608.957982 nChanged 59 SP:Iteration 29Q (31690.700000 sec): 3 clusters Score: Raw -1023993.933961 + Penalty 4368.876954 = -1019625.057008 nChanged 52 SP:Iteration 30Q (31690.900000 sec): 3 clusters Score: Raw -1024010.598833 + Penalty 4368.876954 = -1019641.721879 nChanged 33 SP:Iteration 31Q (31691.090000 sec): 3 clusters Score: Raw -1024020.783484 + Penalty 4368.876954 = -1019651.906530 nChanged 35 SP:Iteration 32Q (31691.310000 sec): 3 clusters Score: Raw -1024030.638905 + Penalty 4368.876954 = -1019661.761951 nChanged 31 SP:Iteration 33Q (31691.500000 sec): 3 clusters Score: Raw -1024038.380832 + Penalty 4368.876954 = -1019669.503878 nChanged 20 SP:Iteration 34Q (31691.710000 sec): 3 clusters Score: Raw -1024044.067778 + Penalty 4368.876954 = -1019675.190824 nChanged 24 SP:Iteration 35Q (31691.940000 sec): 3 clusters Score: Raw -1024049.403207 + Penalty 4368.876954 = -1019680.526254 nChanged 21 SP:Iteration 36Q (31692.120000 sec): 3 clusters Score: Raw -1024053.697040 + Penalty 4368.876954 = -1019684.820087 nChanged 17 SP:Iteration 37Q (31692.370000 sec): 3 clusters Score: Raw -1024057.416038 + Penalty 4368.876954 = -1019688.539084 nChanged 12 SP:Iteration 38Q (31692.590000 sec): 3 clusters Score: Raw -1024059.937908 + Penalty 4368.876954 = -1019691.060954 nChanged 13 SP:Iteration 39Q (31692.780000 sec): 3 clusters Score: Raw -1024063.909451 + Penalty 4368.876954 = -1019695.032497 nChanged 14 SP:Iteration 40F (31693.010000 sec): 3 clusters Score: Raw -1024067.122462 + Penalty 4368.876954 = -1019698.245508 nChanged 22 SP:Iteration 41Q (31693.220000 sec): 3 clusters Score: Raw -1024072.174730 + Penalty 4368.876954 = -1019703.297776 nChanged 20 SP:Iteration 42Q (31693.460000 sec): 3 clusters Score: Raw -1024076.624820 + Penalty 4368.876954 = -1019707.747866 nChanged 18 SP:Iteration 43Q (31693.700000 sec): 3 clusters Score: Raw -1024081.711681 + Penalty 4368.876954 = -1019712.834727 nChanged 21 SP:Iteration 44Q (31693.960000 sec): 3 clusters Score: Raw -1024087.340613 + Penalty 4368.876954 = -1019718.463660 nChanged 18 SP:Iteration 45Q (31694.130000 sec): 3 clusters Score: Raw -1024092.142078 + Penalty 4368.876954 = -1019723.265124 nChanged 21 SP:Iteration 46Q (31694.390000 sec): 3 clusters Score: Raw -1024097.044118 + Penalty 4368.876954 = -1019728.167164 nChanged 24 SP:Iteration 47Q (31694.580000 sec): 3 clusters Score: Raw -1024101.029722 + Penalty 4368.876954 = -1019732.152768 nChanged 15 SP:Iteration 48Q (31694.790000 sec): 3 clusters Score: Raw -1024103.808462 + Penalty 4368.876954 = -1019734.931508 nChanged 10 SP:Iteration 49Q (31694.990000 sec): 3 clusters Score: Raw -1024105.396485 + Penalty 4368.876954 = -1019736.519531 nChanged 8 SP:Iteration 50Q (31695.210000 sec): 3 clusters Score: Raw -1024107.125989 + Penalty 4368.876954 = -1019738.249035 nChanged 6 SP:Iteration 51Q (31695.430000 sec): 3 clusters Score: Raw -1024108.563218 + Penalty 4368.876954 = -1019739.686264 nChanged 2 SP:Iteration 52Q (31695.630000 sec): 3 clusters Score: Raw -1024109.153763 + Penalty 4368.876954 = -1019740.276809 nChanged 4 SP:Iteration 53Q (31695.840000 sec): 3 clusters Score: Raw -1024109.849786 + Penalty 4368.876954 = -1019740.972832 nChanged 4 SP:Iteration 54Q (31696.040000 sec): 3 clusters Score: Raw -1024110.482335 + Penalty 4368.876954 = -1019741.605381 nChanged 4 SP:Iteration 55Q (31696.260000 sec): 3 clusters Score: Raw -1024111.190435 + Penalty 4368.876954 = -1019742.313481 nChanged 2 SP:Iteration 56Q (31696.450000 sec): 3 clusters Score: Raw -1024111.440651 + Penalty 4368.876954 = -1019742.563697 nChanged 3 SP:Iteration 57Q (31696.650000 sec): 3 clusters Score: Raw -1024111.907768 + Penalty 4368.876954 = -1019743.030815 nChanged 5 SP:Iteration 58Q (31696.830000 sec): 3 clusters Score: Raw -1024112.744274 + Penalty 4368.876954 = -1019743.867320 nChanged 4 SP:Iteration 59Q (31697.040000 sec): 3 clusters Score: Raw -1024113.754281 + Penalty 4368.876954 = -1019744.877328 nChanged 5 SP:Iteration 60F (31697.260000 sec): 3 clusters Score: Raw -1024114.541639 + Penalty 4368.876954 = -1019745.664685 nChanged 4 SP:Iteration 61Q (31697.460000 sec): 3 clusters Score: Raw -1024115.178910 + Penalty 4368.876954 = -1019746.301956 nChanged 6 SP:Iteration 62Q (31697.650000 sec): 3 clusters Score: Raw -1024116.326054 + Penalty 4368.876954 = -1019747.449100 nChanged 9 SP:Iteration 63Q (31697.910000 sec): 3 clusters Score: Raw -1024118.420036 + Penalty 4368.876954 = -1019749.543082 nChanged 13 SP:Iteration 64Q (31698.130000 sec): 3 clusters Score: Raw -1024120.687063 + Penalty 4368.876954 = -1019751.810109 nChanged 10 SP:Iteration 65Q (31698.350000 sec): 3 clusters Score: Raw -1024122.601879 + Penalty 4368.876954 = -1019753.724925 nChanged 2 SP:Iteration 66Q (31698.600000 sec): 3 clusters Score: Raw -1024122.869391 + Penalty 4368.876954 = -1019753.992437 nChanged 2 SP:Iteration 67Q (31698.840000 sec): 3 clusters Score: Raw -1024123.482409 + Penalty 4368.876954 = -1019754.605455 nChanged 3 SP:Iteration 68Q (31699.030000 sec): 3 clusters Score: Raw -1024124.029650 + Penalty 4368.876954 = -1019755.152696 nChanged 0 SP:Iteration 69F (31699.320000 sec): 3 clusters Score: Raw -1024124.029650 + Penalty 4368.876954 = -1019755.152696 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31699.420000 sec): 2 clusters Score: Raw -56366.466759 + Penalty 1493.815003 = -54872.651756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31699.600000 sec): 3 clusters Score: Raw -56483.585461 + Penalty 2987.630006 = -53495.955455 nChanged 71 SP:Iteration 1F (31699.750000 sec): 3 clusters Score: Raw -56649.453343 + Penalty 2987.630006 = -53661.823337 nChanged 23 SP:Iteration 2F (31699.960000 sec): 3 clusters Score: Raw -56707.690881 + Penalty 2987.630006 = -53720.060875 nChanged 7 SP:Iteration 3Q (31700.180000 sec): 3 clusters Score: Raw -56725.935253 + Penalty 2987.630006 = -53738.305247 nChanged 3 SP:Iteration 4Q (31700.370000 sec): 3 clusters Score: Raw -56731.915699 + Penalty 2987.630006 = -53744.285693 nChanged 2 SP:Iteration 5Q (31700.540000 sec): 3 clusters Score: Raw -56735.740085 + Penalty 2987.630006 = -53748.110079 nChanged 2 SP:Iteration 6Q (31700.700000 sec): 3 clusters Score: Raw -56739.541063 + Penalty 2987.630006 = -53751.911057 nChanged 0 SP:Iteration 7F (31700.900000 sec): 3 clusters Score: Raw -56739.541063 + Penalty 2987.630006 = -53751.911057 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31701.000000 sec): 2 clusters Score: Raw -20110.634303 + Penalty 1240.978684 = -18869.655620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31701.210000 sec): 3 clusters Score: Raw -20373.744522 + Penalty 2481.957368 = -17891.787154 nChanged 8 SP:Iteration 1F (31701.360000 sec): 3 clusters Score: Raw -20453.062361 + Penalty 2481.957368 = -17971.104993 nChanged 1 SP:Iteration 2Q (31701.560000 sec): 3 clusters Score: Raw -20455.744446 + Penalty 2481.957368 = -17973.787078 nChanged 1 SP:Iteration 3Q (31701.730000 sec): 3 clusters Score: Raw -20459.908176 + Penalty 2481.957368 = -17977.950808 nChanged 1 SP:Iteration 4Q (31701.910000 sec): 3 clusters Score: Raw -20464.854760 + Penalty 2481.957368 = -17982.897392 nChanged 1 SP:Iteration 5Q (31702.100000 sec): 3 clusters Score: Raw -20470.283828 + Penalty 2481.957368 = -17988.326460 nChanged 0 SP:Iteration 6F (31702.280000 sec): 3 clusters Score: Raw -20470.283828 + Penalty 2481.957368 = -17988.326460 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (6733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31702.400000 sec): 2 clusters Score: Raw -1064969.082495 + Penalty 2186.064470 = -1062783.018025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31702.590000 sec): 3 clusters Score: Raw -1061548.073038 + Penalty 4372.128940 = -1057175.944098 nChanged 2690 SP:Iteration 1F (31702.840000 sec): 3 clusters Score: Raw -1063040.651510 + Penalty 4372.128940 = -1058668.522570 nChanged 513 SP:Iteration 2F (31703.040000 sec): 3 clusters Score: Raw -1063334.161874 + Penalty 4372.128940 = -1058962.032934 nChanged 366 SP:Iteration 3F (31703.280000 sec): 3 clusters Score: Raw -1063523.479926 + Penalty 4372.128940 = -1059151.350986 nChanged 270 SP:Iteration 4Q (31703.450000 sec): 3 clusters Score: Raw -1063692.955704 + Penalty 4372.128940 = -1059320.826764 nChanged 257 SP:Iteration 5Q (31703.640000 sec): 3 clusters Score: Raw -1063842.701500 + Penalty 4372.128940 = -1059470.572560 nChanged 228 SP:Iteration 6Q (31703.900000 sec): 3 clusters Score: Raw -1063990.708047 + Penalty 4372.128940 = -1059618.579107 nChanged 197 SP:Iteration 7Q (31704.140000 sec): 3 clusters Score: Raw -1064114.372622 + Penalty 4372.128940 = -1059742.243682 nChanged 216 SP:Iteration 8Q (31704.350000 sec): 3 clusters Score: Raw -1064217.208393 + Penalty 4372.128940 = -1059845.079453 nChanged 190 SP:Iteration 9Q (31704.580000 sec): 3 clusters Score: Raw -1064309.308092 + Penalty 4372.128940 = -1059937.179152 nChanged 175 SP:Iteration 10Q (31704.780000 sec): 3 clusters Score: Raw -1064390.741789 + Penalty 4372.128940 = -1060018.612849 nChanged 160 SP:Iteration 11Q (31705.000000 sec): 3 clusters Score: Raw -1064457.738906 + Penalty 4372.128940 = -1060085.609966 nChanged 133 SP:Iteration 12Q (31705.200000 sec): 3 clusters Score: Raw -1064515.799670 + Penalty 4372.128940 = -1060143.670731 nChanged 128 SP:Iteration 13Q (31705.450000 sec): 3 clusters Score: Raw -1064574.875331 + Penalty 4372.128940 = -1060202.746391 nChanged 127 SP:Iteration 14Q (31705.650000 sec): 3 clusters Score: Raw -1064619.720772 + Penalty 4372.128940 = -1060247.591832 nChanged 99 SP:Iteration 15Q (31705.900000 sec): 3 clusters Score: Raw -1064654.575353 + Penalty 4372.128940 = -1060282.446413 nChanged 73 SP:Iteration 16Q (31706.100000 sec): 3 clusters Score: Raw -1064682.840915 + Penalty 4372.128940 = -1060310.711975 nChanged 67 SP:Iteration 17Q (31706.330000 sec): 3 clusters Score: Raw -1064704.994085 + Penalty 4372.128940 = -1060332.865145 nChanged 62 SP:Iteration 18Q (31706.560000 sec): 3 clusters Score: Raw -1064726.190429 + Penalty 4372.128940 = -1060354.061489 nChanged 60 SP:Iteration 19Q (31706.750000 sec): 3 clusters Score: Raw -1064747.000561 + Penalty 4372.128940 = -1060374.871621 nChanged 67 SP:Iteration 20F (31707.000000 sec): 3 clusters Score: Raw -1064768.297737 + Penalty 4372.128940 = -1060396.168797 nChanged 55 SP:Iteration 21Q (31707.190000 sec): 3 clusters Score: Raw -1064783.849519 + Penalty 4372.128940 = -1060411.720579 nChanged 50 SP:Iteration 22Q (31707.400000 sec): 3 clusters Score: Raw -1064796.689996 + Penalty 4372.128940 = -1060424.561056 nChanged 26 SP:Iteration 23Q (31707.610000 sec): 3 clusters Score: Raw -1064806.146868 + Penalty 4372.128940 = -1060434.017928 nChanged 33 SP:Iteration 24Q (31707.820000 sec): 3 clusters Score: Raw -1064814.997283 + Penalty 4372.128940 = -1060442.868343 nChanged 28 SP:Iteration 25Q (31708.040000 sec): 3 clusters Score: Raw -1064824.020834 + Penalty 4372.128940 = -1060451.891894 nChanged 31 SP:Iteration 26Q (31708.250000 sec): 3 clusters Score: Raw -1064832.112814 + Penalty 4372.128940 = -1060459.983875 nChanged 26 SP:Iteration 27Q (31708.500000 sec): 3 clusters Score: Raw -1064840.548093 + Penalty 4372.128940 = -1060468.419153 nChanged 28 SP:Iteration 28Q (31708.700000 sec): 3 clusters Score: Raw -1064848.214830 + Penalty 4372.128940 = -1060476.085891 nChanged 28 SP:Iteration 29Q (31708.930000 sec): 3 clusters Score: Raw -1064855.293458 + Penalty 4372.128940 = -1060483.164518 nChanged 25 SP:Iteration 30Q (31709.110000 sec): 3 clusters Score: Raw -1064860.947325 + Penalty 4372.128940 = -1060488.818385 nChanged 21 SP:Iteration 31Q (31709.350000 sec): 3 clusters Score: Raw -1064866.039244 + Penalty 4372.128940 = -1060493.910304 nChanged 21 SP:Iteration 32Q (31709.530000 sec): 3 clusters Score: Raw -1064871.313144 + Penalty 4372.128940 = -1060499.184204 nChanged 24 SP:Iteration 33Q (31709.740000 sec): 3 clusters Score: Raw -1064878.212509 + Penalty 4372.128940 = -1060506.083569 nChanged 26 SP:Iteration 34Q (31709.950000 sec): 3 clusters Score: Raw -1064884.785558 + Penalty 4372.128940 = -1060512.656618 nChanged 30 SP:Iteration 35Q (31710.130000 sec): 3 clusters Score: Raw -1064892.756761 + Penalty 4372.128940 = -1060520.627821 nChanged 38 SP:Iteration 36Q (31710.350000 sec): 3 clusters Score: Raw -1064902.772766 + Penalty 4372.128940 = -1060530.643826 nChanged 30 SP:Iteration 37Q (31710.590000 sec): 3 clusters Score: Raw -1064910.596980 + Penalty 4372.128940 = -1060538.468041 nChanged 30 SP:Iteration 38Q (31710.840000 sec): 3 clusters Score: Raw -1064918.581300 + Penalty 4372.128940 = -1060546.452360 nChanged 25 SP:Iteration 39Q (31711.010000 sec): 3 clusters Score: Raw -1064925.638371 + Penalty 4372.128940 = -1060553.509431 nChanged 25 SP:Iteration 40F (31711.250000 sec): 3 clusters Score: Raw -1064931.733051 + Penalty 4372.128940 = -1060559.604111 nChanged 19 SP:Iteration 41Q (31711.470000 sec): 3 clusters Score: Raw -1064936.345156 + Penalty 4372.128940 = -1060564.216216 nChanged 28 SP:Iteration 42Q (31711.650000 sec): 3 clusters Score: Raw -1064943.168355 + Penalty 4372.128940 = -1060571.039415 nChanged 29 SP:Iteration 43Q (31711.880000 sec): 3 clusters Score: Raw -1064951.649474 + Penalty 4372.128940 = -1060579.520534 nChanged 26 SP:Iteration 44Q (31712.050000 sec): 3 clusters Score: Raw -1064960.057708 + Penalty 4372.128940 = -1060587.928768 nChanged 42 SP:Iteration 45Q (31712.270000 sec): 3 clusters Score: Raw -1064975.623463 + Penalty 4372.128940 = -1060603.494523 nChanged 36 SP:Iteration 46Q (31712.460000 sec): 3 clusters Score: Raw -1064987.738751 + Penalty 4372.128940 = -1060615.609811 nChanged 34 SP:Iteration 47Q (31712.680000 sec): 3 clusters Score: Raw -1064997.833415 + Penalty 4372.128940 = -1060625.704475 nChanged 37 SP:Iteration 48Q (31712.890000 sec): 3 clusters Score: Raw -1065008.795488 + Penalty 4372.128940 = -1060636.666548 nChanged 36 SP:Iteration 49Q (31713.100000 sec): 3 clusters Score: Raw -1065019.686363 + Penalty 4372.128940 = -1060647.557423 nChanged 29 SP:Iteration 50Q (31713.300000 sec): 3 clusters Score: Raw -1065027.828256 + Penalty 4372.128940 = -1060655.699316 nChanged 27 SP:Iteration 51Q (31713.520000 sec): 3 clusters Score: Raw -1065035.722894 + Penalty 4372.128940 = -1060663.593954 nChanged 39 SP:Iteration 52Q (31713.730000 sec): 3 clusters Score: Raw -1065047.327624 + Penalty 4372.128940 = -1060675.198684 nChanged 39 SP:Iteration 53Q (31713.940000 sec): 3 clusters Score: Raw -1065058.246812 + Penalty 4372.128940 = -1060686.117872 nChanged 30 SP:Iteration 54Q (31714.170000 sec): 3 clusters Score: Raw -1065065.029902 + Penalty 4372.128940 = -1060692.900962 nChanged 25 SP:Iteration 55Q (31714.340000 sec): 3 clusters Score: Raw -1065070.385553 + Penalty 4372.128940 = -1060698.256613 nChanged 27 SP:Iteration 56Q (31714.590000 sec): 3 clusters Score: Raw -1065078.114066 + Penalty 4372.128940 = -1060705.985126 nChanged 30 SP:Iteration 57Q (31714.790000 sec): 3 clusters Score: Raw -1065086.248276 + Penalty 4372.128940 = -1060714.119336 nChanged 28 SP:Iteration 58Q (31714.990000 sec): 3 clusters Score: Raw -1065094.742229 + Penalty 4372.128940 = -1060722.613289 nChanged 39 SP:Iteration 59Q (31715.210000 sec): 3 clusters Score: Raw -1065106.043439 + Penalty 4372.128940 = -1060733.914500 nChanged 43 SP:Iteration 60F (31715.400000 sec): 3 clusters Score: Raw -1065118.788556 + Penalty 4372.128940 = -1060746.659616 nChanged 39 SP:Iteration 61Q (31715.590000 sec): 3 clusters Score: Raw -1065130.488164 + Penalty 4372.128940 = -1060758.359224 nChanged 40 SP:Iteration 62Q (31715.800000 sec): 3 clusters Score: Raw -1065143.556411 + Penalty 4372.128940 = -1060771.427471 nChanged 38 SP:Iteration 63Q (31716.030000 sec): 3 clusters Score: Raw -1065157.018285 + Penalty 4372.128940 = -1060784.889345 nChanged 43 SP:Iteration 64Q (31716.230000 sec): 3 clusters Score: Raw -1065174.091281 + Penalty 4372.128940 = -1060801.962341 nChanged 53 SP:Iteration 65Q (31716.460000 sec): 3 clusters Score: Raw -1065194.974180 + Penalty 4372.128940 = -1060822.845240 nChanged 68 SP:Iteration 66Q (31716.700000 sec): 3 clusters Score: Raw -1065224.000725 + Penalty 4372.128940 = -1060851.871785 nChanged 73 SP:Iteration 67Q (31716.880000 sec): 3 clusters Score: Raw -1065261.170849 + Penalty 4372.128940 = -1060889.041909 nChanged 86 SP:Iteration 68Q (31717.080000 sec): 3 clusters Score: Raw -1065302.069409 + Penalty 4372.128940 = -1060929.940469 nChanged 91 SP:Iteration 69Q (31717.350000 sec): 3 clusters Score: Raw -1065348.706607 + Penalty 4372.128940 = -1060976.577667 nChanged 79 SP:Iteration 70Q (31717.590000 sec): 3 clusters Score: Raw -1065390.224555 + Penalty 4372.128940 = -1061018.095615 nChanged 54 SP:Iteration 71Q (31717.740000 sec): 3 clusters Score: Raw -1065415.923847 + Penalty 4372.128940 = -1061043.794907 nChanged 50 SP:Iteration 72Q (31717.970000 sec): 3 clusters Score: Raw -1065437.870078 + Penalty 4372.128940 = -1061065.741138 nChanged 48 SP:Iteration 73Q (31718.190000 sec): 3 clusters Score: Raw -1065461.469162 + Penalty 4372.128940 = -1061089.340222 nChanged 49 SP:Iteration 74Q (31718.380000 sec): 3 clusters Score: Raw -1065489.345089 + Penalty 4372.128940 = -1061117.216150 nChanged 45 SP:Iteration 75Q (31718.600000 sec): 3 clusters Score: Raw -1065513.559366 + Penalty 4372.128940 = -1061141.430426 nChanged 42 SP:Iteration 76Q (31718.820000 sec): 3 clusters Score: Raw -1065537.556483 + Penalty 4372.128940 = -1061165.427543 nChanged 31 SP:Iteration 77Q (31719.070000 sec): 3 clusters Score: Raw -1065557.077641 + Penalty 4372.128940 = -1061184.948701 nChanged 33 SP:Iteration 78Q (31719.310000 sec): 3 clusters Score: Raw -1065576.222787 + Penalty 4372.128940 = -1061204.093847 nChanged 23 SP:Iteration 79Q (31719.570000 sec): 3 clusters Score: Raw -1065588.871831 + Penalty 4372.128940 = -1061216.742892 nChanged 15 SP:Iteration 80F (31719.790000 sec): 3 clusters Score: Raw -1065596.210241 + Penalty 4372.128940 = -1061224.081301 nChanged 10 SP:Iteration 81Q (31720.030000 sec): 3 clusters Score: Raw -1065601.664113 + Penalty 4372.128940 = -1061229.535173 nChanged 8 SP:Iteration 82Q (31720.250000 sec): 3 clusters Score: Raw -1065605.283612 + Penalty 4372.128940 = -1061233.154672 nChanged 4 SP:Iteration 83Q (31720.470000 sec): 3 clusters Score: Raw -1065606.161422 + Penalty 4372.128940 = -1061234.032482 nChanged 3 SP:Iteration 84Q (31720.680000 sec): 3 clusters Score: Raw -1065607.429926 + Penalty 4372.128940 = -1061235.300986 nChanged 0 SP:Iteration 85F (31720.910000 sec): 3 clusters Score: Raw -1065607.429926 + Penalty 4372.128940 = -1061235.300986 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31721.000000 sec): 2 clusters Score: Raw -72871.491847 + Penalty 1506.115044 = -71365.376803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31721.230000 sec): 3 clusters Score: Raw -72929.612328 + Penalty 3012.230089 = -69917.382239 nChanged 77 SP:Iteration 1F (31721.410000 sec): 3 clusters Score: Raw -73086.138547 + Penalty 3012.230089 = -70073.908458 nChanged 18 SP:Iteration 2Q (31721.610000 sec): 3 clusters Score: Raw -73126.531889 + Penalty 3012.230089 = -70114.301800 nChanged 5 SP:Iteration 3Q (31721.790000 sec): 3 clusters Score: Raw -73136.382898 + Penalty 3012.230089 = -70124.152809 nChanged 0 SP:Iteration 4F (31721.970000 sec): 3 clusters Score: Raw -73136.382898 + Penalty 3012.230089 = -70124.152809 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (249436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31723.170000 sec): 2 clusters Score: Raw -39396294.741846 + Penalty 3081.885497 = -39393212.856350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31724.670000 sec): 3 clusters Score: Raw -39232088.849452 + Penalty 6163.770994 = -39225925.078459 nChanged 120336 SP:Iteration 1F (31726.040000 sec): 3 clusters Score: Raw -39302083.450984 + Penalty 6163.770994 = -39295919.679991 nChanged 5991 SP:Iteration 2Q (31727.580000 sec): 3 clusters Score: Raw -39303115.988166 + Penalty 6163.770994 = -39296952.217173 nChanged 6242 SP:Iteration 3Q (31729.160000 sec): 3 clusters Score: Raw -39304301.494501 + Penalty 6163.770994 = -39298137.723507 nChanged 6794 SP:Iteration 4Q (31730.800000 sec): 3 clusters Score: Raw -39305812.200769 + Penalty 6163.770994 = -39299648.429775 nChanged 7534 SP:Iteration 5Q (31732.410000 sec): 3 clusters Score: Raw -39307787.313716 + Penalty 6163.770994 = -39301623.542723 nChanged 8455 SP:Iteration 6Q (31733.930000 sec): 3 clusters Score: Raw -39310367.633132 + Penalty 6163.770994 = -39304203.862138 nChanged 9478 SP:Iteration 7Q (31735.300000 sec): 3 clusters Score: Raw -39313801.678531 + Penalty 6163.770994 = -39307637.907537 nChanged 10568 SP:Iteration 8Q (31736.680000 sec): 3 clusters Score: Raw -39318192.106588 + Penalty 6163.770994 = -39312028.335595 nChanged 11374 SP:Iteration 9Q (31738.160000 sec): 3 clusters Score: Raw -39323241.466418 + Penalty 6163.770994 = -39317077.695424 nChanged 11701 SP:Iteration 10Q (31739.660000 sec): 3 clusters Score: Raw -39328529.561570 + Penalty 6163.770994 = -39322365.790576 nChanged 11879 SP:Iteration 11Q (31741.230000 sec): 3 clusters Score: Raw -39333996.795241 + Penalty 6163.770994 = -39327833.024247 nChanged 11771 SP:Iteration 12Q (31742.700000 sec): 3 clusters Score: Raw -39339602.410703 + Penalty 6163.770994 = -39333438.639709 nChanged 11657 SP:Iteration 13Q (31744.200000 sec): 3 clusters Score: Raw -39345431.778905 + Penalty 6163.770994 = -39339268.007912 nChanged 11043 SP:Iteration 14Q (31745.770000 sec): 3 clusters Score: Raw -39351107.491184 + Penalty 6163.770994 = -39344943.720191 nChanged 10283 SP:Iteration 15Q (31747.320000 sec): 3 clusters Score: Raw -39356244.733525 + Penalty 6163.770994 = -39350080.962531 nChanged 8823 SP:Iteration 16Q (31748.910000 sec): 3 clusters Score: Raw -39360300.280782 + Penalty 6163.770994 = -39354136.509789 nChanged 7326 SP:Iteration 17Q (31750.390000 sec): 3 clusters Score: Raw -39363339.190503 + Penalty 6163.770994 = -39357175.419510 nChanged 6019 SP:Iteration 18Q (31751.910000 sec): 3 clusters Score: Raw -39365762.402332 + Penalty 6163.770994 = -39359598.631339 nChanged 5212 SP:Iteration 19Q (31753.330000 sec): 3 clusters Score: Raw -39368007.501510 + Penalty 6163.770994 = -39361843.730516 nChanged 4922 SP:Iteration 20F (31754.800000 sec): 3 clusters Score: Raw -39370449.616821 + Penalty 6163.770994 = -39364285.845827 nChanged 4915 SP:Iteration 21Q (31756.220000 sec): 3 clusters Score: Raw -39373213.262308 + Penalty 6163.770994 = -39367049.491315 nChanged 4835 SP:Iteration 22Q (31757.600000 sec): 3 clusters Score: Raw -39376250.741693 + Penalty 6163.770994 = -39370086.970699 nChanged 4735 SP:Iteration 23Q (31758.980000 sec): 3 clusters Score: Raw -39379481.523784 + Penalty 6163.770994 = -39373317.752790 nChanged 4393 SP:Iteration 24Q (31760.320000 sec): 3 clusters Score: Raw -39382489.329206 + Penalty 6163.770994 = -39376325.558212 nChanged 3823 SP:Iteration 25Q (31761.710000 sec): 3 clusters Score: Raw -39384812.459860 + Penalty 6163.770994 = -39378648.688866 nChanged 3265 SP:Iteration 26Q (31763.130000 sec): 3 clusters Score: Raw -39386572.286017 + Penalty 6163.770994 = -39380408.515023 nChanged 2714 SP:Iteration 27Q (31764.570000 sec): 3 clusters Score: Raw -39387848.752910 + Penalty 6163.770994 = -39381684.981917 nChanged 2279 SP:Iteration 28Q (31765.960000 sec): 3 clusters Score: Raw -39388816.347634 + Penalty 6163.770994 = -39382652.576641 nChanged 2009 SP:Iteration 29Q (31767.260000 sec): 3 clusters Score: Raw -39389580.231546 + Penalty 6163.770994 = -39383416.460553 nChanged 1811 SP:Iteration 30Q (31768.600000 sec): 3 clusters Score: Raw -39390233.149552 + Penalty 6163.770994 = -39384069.378559 nChanged 1621 SP:Iteration 31Q (31769.990000 sec): 3 clusters Score: Raw -39390776.886480 + Penalty 6163.770994 = -39384613.115487 nChanged 1463 SP:Iteration 32Q (31771.270000 sec): 3 clusters Score: Raw -39391244.866489 + Penalty 6163.770994 = -39385081.095495 nChanged 1341 SP:Iteration 33Q (31772.570000 sec): 3 clusters Score: Raw -39391670.647406 + Penalty 6163.770994 = -39385506.876412 nChanged 1294 SP:Iteration 34Q (31773.850000 sec): 3 clusters Score: Raw -39392085.355678 + Penalty 6163.770994 = -39385921.584684 nChanged 1198 SP:Iteration 35Q (31774.930000 sec): 3 clusters Score: Raw -39392446.130791 + Penalty 6163.770994 = -39386282.359797 nChanged 1113 SP:Iteration 36Q (31776.030000 sec): 3 clusters Score: Raw -39392782.007877 + Penalty 6163.770994 = -39386618.236883 nChanged 1014 SP:Iteration 37Q (31777.350000 sec): 3 clusters Score: Raw -39393077.710553 + Penalty 6163.770994 = -39386913.939559 nChanged 948 SP:Iteration 38Q (31778.690000 sec): 3 clusters Score: Raw -39393356.538241 + Penalty 6163.770994 = -39387192.767247 nChanged 892 SP:Iteration 39Q (31780.100000 sec): 3 clusters Score: Raw -39393616.795389 + Penalty 6163.770994 = -39387453.024395 nChanged 829 SP:Iteration 40F (31781.700000 sec): 3 clusters Score: Raw -39393845.281120 + Penalty 6163.770994 = -39387681.510127 nChanged 732 SP:Iteration 41Q (31782.950000 sec): 3 clusters Score: Raw -39394041.249229 + Penalty 6163.770994 = -39387877.478235 nChanged 673 SP:Iteration 42Q (31784.170000 sec): 3 clusters Score: Raw -39394220.835428 + Penalty 6163.770994 = -39388057.064434 nChanged 659 SP:Iteration 43Q (31785.460000 sec): 3 clusters Score: Raw -39394400.452853 + Penalty 6163.770994 = -39388236.681859 nChanged 625 SP:Iteration 44Q (31786.520000 sec): 3 clusters Score: Raw -39394577.909576 + Penalty 6163.770994 = -39388414.138583 nChanged 632 SP:Iteration 45Q (31787.590000 sec): 3 clusters Score: Raw -39394761.106531 + Penalty 6163.770994 = -39388597.335537 nChanged 586 SP:Iteration 46Q (31788.780000 sec): 3 clusters Score: Raw -39394936.983268 + Penalty 6163.770994 = -39388773.212274 nChanged 517 SP:Iteration 47Q (31790.030000 sec): 3 clusters Score: Raw -39395082.325389 + Penalty 6163.770994 = -39388918.554395 nChanged 481 SP:Iteration 48Q (31791.450000 sec): 3 clusters Score: Raw -39395211.971581 + Penalty 6163.770994 = -39389048.200588 nChanged 422 SP:Iteration 49Q (31792.780000 sec): 3 clusters Score: Raw -39395322.706851 + Penalty 6163.770994 = -39389158.935857 nChanged 385 SP:Iteration 50Q (31793.970000 sec): 3 clusters Score: Raw -39395418.109172 + Penalty 6163.770994 = -39389254.338178 nChanged 354 SP:Iteration 51Q (31795.230000 sec): 3 clusters Score: Raw -39395506.370242 + Penalty 6163.770994 = -39389342.599249 nChanged 335 SP:Iteration 52Q (31796.530000 sec): 3 clusters Score: Raw -39395591.642748 + Penalty 6163.770994 = -39389427.871755 nChanged 319 SP:Iteration 53Q (31797.780000 sec): 3 clusters Score: Raw -39395670.715424 + Penalty 6163.770994 = -39389506.944430 nChanged 299 SP:Iteration 54Q (31799.080000 sec): 3 clusters Score: Raw -39395747.915496 + Penalty 6163.770994 = -39389584.144502 nChanged 278 SP:Iteration 55Q (31800.240000 sec): 3 clusters Score: Raw -39395816.042183 + Penalty 6163.770994 = -39389652.271190 nChanged 243 SP:Iteration 56Q (31801.570000 sec): 3 clusters Score: Raw -39395878.431829 + Penalty 6163.770994 = -39389714.660835 nChanged 252 SP:Iteration 57Q (31802.930000 sec): 3 clusters Score: Raw -39395941.452028 + Penalty 6163.770994 = -39389777.681035 nChanged 237 SP:Iteration 58Q (31804.090000 sec): 3 clusters Score: Raw -39395998.199827 + Penalty 6163.770994 = -39389834.428834 nChanged 199 SP:Iteration 59Q (31805.390000 sec): 3 clusters Score: Raw -39396046.384186 + Penalty 6163.770994 = -39389882.613192 nChanged 185 SP:Iteration 60F (31806.760000 sec): 3 clusters Score: Raw -39396094.543698 + Penalty 6163.770994 = -39389930.772704 nChanged 174 SP:Iteration 61Q (31807.860000 sec): 3 clusters Score: Raw -39396139.094803 + Penalty 6163.770994 = -39389975.323809 nChanged 171 SP:Iteration 62Q (31808.910000 sec): 3 clusters Score: Raw -39396185.520358 + Penalty 6163.770994 = -39390021.749365 nChanged 150 SP:Iteration 63Q (31810.090000 sec): 3 clusters Score: Raw -39396222.655809 + Penalty 6163.770994 = -39390058.884816 nChanged 133 SP:Iteration 64Q (31811.170000 sec): 3 clusters Score: Raw -39396256.415912 + Penalty 6163.770994 = -39390092.644918 nChanged 128 SP:Iteration 65Q (31812.270000 sec): 3 clusters Score: Raw -39396288.492301 + Penalty 6163.770994 = -39390124.721308 nChanged 124 SP:Iteration 66Q (31813.390000 sec): 3 clusters Score: Raw -39396321.829014 + Penalty 6163.770994 = -39390158.058021 nChanged 113 SP:Iteration 67Q (31814.740000 sec): 3 clusters Score: Raw -39396348.263974 + Penalty 6163.770994 = -39390184.492981 nChanged 104 SP:Iteration 68Q (31816.020000 sec): 3 clusters Score: Raw -39396373.996303 + Penalty 6163.770994 = -39390210.225310 nChanged 95 SP:Iteration 69Q (31817.320000 sec): 3 clusters Score: Raw -39396399.537447 + Penalty 6163.770994 = -39390235.766454 nChanged 96 SP:Iteration 70Q (31818.540000 sec): 3 clusters Score: Raw -39396423.035690 + Penalty 6163.770994 = -39390259.264696 nChanged 74 SP:Iteration 71Q (31819.690000 sec): 3 clusters Score: Raw -39396440.429800 + Penalty 6163.770994 = -39390276.658807 nChanged 76 SP:Iteration 72Q (31820.870000 sec): 3 clusters Score: Raw -39396458.273164 + Penalty 6163.770994 = -39390294.502171 nChanged 58 SP:Iteration 73Q (31822.070000 sec): 3 clusters Score: Raw -39396472.473055 + Penalty 6163.770994 = -39390308.702061 nChanged 58 SP:Iteration 74Q (31823.390000 sec): 3 clusters Score: Raw -39396484.523774 + Penalty 6163.770994 = -39390320.752781 nChanged 44 SP:Iteration 75Q (31824.550000 sec): 3 clusters Score: Raw -39396494.062805 + Penalty 6163.770994 = -39390330.291812 nChanged 42 SP:Iteration 76Q (31825.850000 sec): 3 clusters Score: Raw -39396503.028400 + Penalty 6163.770994 = -39390339.257407 nChanged 49 SP:Iteration 77Q (31827.160000 sec): 3 clusters Score: Raw -39396514.051403 + Penalty 6163.770994 = -39390350.280410 nChanged 33 SP:Iteration 78Q (31828.400000 sec): 3 clusters Score: Raw -39396520.459585 + Penalty 6163.770994 = -39390356.688592 nChanged 21 SP:Iteration 79Q (31829.580000 sec): 3 clusters Score: Raw -39396524.094136 + Penalty 6163.770994 = -39390360.323142 nChanged 19 SP:Iteration 80F (31830.970000 sec): 3 clusters Score: Raw -39396527.534571 + Penalty 6163.770994 = -39390363.763577 nChanged 18 SP:Iteration 81Q (31832.220000 sec): 3 clusters Score: Raw -39396530.534201 + Penalty 6163.770994 = -39390366.763207 nChanged 21 SP:Iteration 82Q (31833.480000 sec): 3 clusters Score: Raw -39396534.333688 + Penalty 6163.770994 = -39390370.562695 nChanged 20 SP:Iteration 83Q (31834.680000 sec): 3 clusters Score: Raw -39396538.379497 + Penalty 6163.770994 = -39390374.608503 nChanged 25 SP:Iteration 84Q (31835.890000 sec): 3 clusters Score: Raw -39396543.503718 + Penalty 6163.770994 = -39390379.732725 nChanged 21 SP:Iteration 85Q (31837.040000 sec): 3 clusters Score: Raw -39396548.256936 + Penalty 6163.770994 = -39390384.485943 nChanged 22 SP:Iteration 86Q (31838.200000 sec): 3 clusters Score: Raw -39396553.159500 + Penalty 6163.770994 = -39390389.388506 nChanged 18 SP:Iteration 87Q (31839.340000 sec): 3 clusters Score: Raw -39396556.357756 + Penalty 6163.770994 = -39390392.586763 nChanged 15 SP:Iteration 88Q (31840.630000 sec): 3 clusters Score: Raw -39396559.439211 + Penalty 6163.770994 = -39390395.668218 nChanged 18 SP:Iteration 89Q (31841.880000 sec): 3 clusters Score: Raw -39396562.631716 + Penalty 6163.770994 = -39390398.860722 nChanged 16 SP:Iteration 90Q (31843.030000 sec): 3 clusters Score: Raw -39396565.593841 + Penalty 6163.770994 = -39390401.822848 nChanged 10 SP:Iteration 91Q (31844.250000 sec): 3 clusters Score: Raw -39396567.536873 + Penalty 6163.770994 = -39390403.765879 nChanged 9 SP:Iteration 92Q (31845.460000 sec): 3 clusters Score: Raw -39396569.788962 + Penalty 6163.770994 = -39390406.017968 nChanged 16 SP:Iteration 93Q (31846.580000 sec): 3 clusters Score: Raw -39396573.376446 + Penalty 6163.770994 = -39390409.605453 nChanged 15 SP:Iteration 94Q (31847.810000 sec): 3 clusters Score: Raw -39396577.018715 + Penalty 6163.770994 = -39390413.247721 nChanged 20 SP:Iteration 95Q (31849.110000 sec): 3 clusters Score: Raw -39396581.422232 + Penalty 6163.770994 = -39390417.651238 nChanged 21 SP:Iteration 96Q (31850.320000 sec): 3 clusters Score: Raw -39396587.233053 + Penalty 6163.770994 = -39390423.462059 nChanged 26 SP:Iteration 97Q (31851.530000 sec): 3 clusters Score: Raw -39396594.506386 + Penalty 6163.770994 = -39390430.735392 nChanged 33 SP:Iteration 98Q (31852.730000 sec): 3 clusters Score: Raw -39396603.189986 + Penalty 6163.770994 = -39390439.418993 nChanged 36 SP:Iteration 99Q (31853.960000 sec): 3 clusters Score: Raw -39396611.975680 + Penalty 6163.770994 = -39390448.204687 nChanged 29 SP:Iteration 100F (31855.320000 sec): 3 clusters Score: Raw -39396619.184269 + Penalty 6163.770994 = -39390455.413275 nChanged 18 SP:Iteration 101Q (31856.550000 sec): 3 clusters Score: Raw -39396625.051692 + Penalty 6163.770994 = -39390461.280698 nChanged 20 SP:Iteration 102Q (31857.910000 sec): 3 clusters Score: Raw -39396630.595788 + Penalty 6163.770994 = -39390466.824794 nChanged 26 SP:Iteration 103Q (31859.220000 sec): 3 clusters Score: Raw -39396638.246359 + Penalty 6163.770994 = -39390474.475365 nChanged 21 SP:Iteration 104Q (31860.370000 sec): 3 clusters Score: Raw -39396643.261376 + Penalty 6163.770994 = -39390479.490383 nChanged 19 SP:Iteration 105Q (31861.670000 sec): 3 clusters Score: Raw -39396648.172301 + Penalty 6163.770994 = -39390484.401308 nChanged 22 SP:Iteration 106Q (31862.910000 sec): 3 clusters Score: Raw -39396653.936499 + Penalty 6163.770994 = -39390490.165506 nChanged 22 SP:Iteration 107Q (31864.070000 sec): 3 clusters Score: Raw -39396659.590916 + Penalty 6163.770994 = -39390495.819923 nChanged 21 SP:Iteration 108Q (31865.350000 sec): 3 clusters Score: Raw -39396665.422702 + Penalty 6163.770994 = -39390501.651708 nChanged 16 SP:Iteration 109Q (31866.710000 sec): 3 clusters Score: Raw -39396669.157013 + Penalty 6163.770994 = -39390505.386020 nChanged 13 SP:Iteration 110Q (31867.970000 sec): 3 clusters Score: Raw -39396671.534933 + Penalty 6163.770994 = -39390507.763940 nChanged 13 SP:Iteration 111Q (31869.340000 sec): 3 clusters Score: Raw -39396673.946034 + Penalty 6163.770994 = -39390510.175040 nChanged 4 SP:Iteration 112Q (31870.500000 sec): 3 clusters Score: Raw -39396674.938471 + Penalty 6163.770994 = -39390511.167477 nChanged 4 SP:Iteration 113Q (31871.740000 sec): 3 clusters Score: Raw -39396675.846254 + Penalty 6163.770994 = -39390512.075261 nChanged 6 SP:Iteration 114Q (31872.970000 sec): 3 clusters Score: Raw -39396677.536244 + Penalty 6163.770994 = -39390513.765251 nChanged 9 SP:Iteration 115Q (31874.420000 sec): 3 clusters Score: Raw -39396679.445914 + Penalty 6163.770994 = -39390515.674921 nChanged 8 SP:Iteration 116Q (31875.740000 sec): 3 clusters Score: Raw -39396682.157051 + Penalty 6163.770994 = -39390518.386058 nChanged 12 SP:Iteration 117Q (31877.180000 sec): 3 clusters Score: Raw -39396684.636683 + Penalty 6163.770994 = -39390520.865690 nChanged 6 SP:Iteration 118Q (31878.360000 sec): 3 clusters Score: Raw -39396686.463287 + Penalty 6163.770994 = -39390522.692294 nChanged 11 SP:Iteration 119Q (31879.530000 sec): 3 clusters Score: Raw -39396688.919136 + Penalty 6163.770994 = -39390525.148143 nChanged 12 SP:Iteration 120F (31881.030000 sec): 3 clusters Score: Raw -39396692.486624 + Penalty 6163.770994 = -39390528.715631 nChanged 8 SP:Iteration 121Q (31882.380000 sec): 3 clusters Score: Raw -39396695.247941 + Penalty 6163.770994 = -39390531.476948 nChanged 9 SP:Iteration 122Q (31883.620000 sec): 3 clusters Score: Raw -39396697.132816 + Penalty 6163.770994 = -39390533.361822 nChanged 4 SP:Iteration 123Q (31884.690000 sec): 3 clusters Score: Raw -39396698.249693 + Penalty 6163.770994 = -39390534.478699 nChanged 4 SP:Iteration 124Q (31885.890000 sec): 3 clusters Score: Raw -39396699.368998 + Penalty 6163.770994 = -39390535.598004 nChanged 5 SP:Iteration 125Q (31887.200000 sec): 3 clusters Score: Raw -39396700.687188 + Penalty 6163.770994 = -39390536.916194 nChanged 3 SP:Iteration 126Q (31888.450000 sec): 3 clusters Score: Raw -39396701.377272 + Penalty 6163.770994 = -39390537.606279 nChanged 0 SP:Iteration 127F (31889.930000 sec): 3 clusters Score: Raw -39396701.377272 + Penalty 6163.770994 = -39390537.606279 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (6949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31890.110000 sec): 2 clusters Score: Raw -1101952.622495 + Penalty 2193.895555 = -1099758.726941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31890.380000 sec): 3 clusters Score: Raw -1098312.499365 + Penalty 4387.791109 = -1093924.708256 nChanged 2778 SP:Iteration 1F (31890.530000 sec): 3 clusters Score: Raw -1099765.601723 + Penalty 4387.791109 = -1095377.810613 nChanged 477 SP:Iteration 2F (31890.740000 sec): 3 clusters Score: Raw -1100021.812290 + Penalty 4387.791109 = -1095634.021180 nChanged 337 SP:Iteration 3Q (31891.000000 sec): 3 clusters Score: Raw -1100195.987774 + Penalty 4387.791109 = -1095808.196665 nChanged 304 SP:Iteration 4Q (31891.190000 sec): 3 clusters Score: Raw -1100329.703598 + Penalty 4387.791109 = -1095941.912489 nChanged 245 SP:Iteration 5Q (31891.390000 sec): 3 clusters Score: Raw -1100436.251978 + Penalty 4387.791109 = -1096048.460868 nChanged 220 SP:Iteration 6Q (31891.660000 sec): 3 clusters Score: Raw -1100532.758899 + Penalty 4387.791109 = -1096144.967789 nChanged 192 SP:Iteration 7Q (31891.910000 sec): 3 clusters Score: Raw -1100626.268847 + Penalty 4387.791109 = -1096238.477738 nChanged 210 SP:Iteration 8Q (31892.140000 sec): 3 clusters Score: Raw -1100728.630641 + Penalty 4387.791109 = -1096340.839532 nChanged 219 SP:Iteration 9Q (31892.370000 sec): 3 clusters Score: Raw -1100842.708822 + Penalty 4387.791109 = -1096454.917713 nChanged 239 SP:Iteration 10Q (31892.600000 sec): 3 clusters Score: Raw -1100979.642591 + Penalty 4387.791109 = -1096591.851481 nChanged 264 SP:Iteration 11Q (31892.790000 sec): 3 clusters Score: Raw -1101143.466861 + Penalty 4387.791109 = -1096755.675752 nChanged 253 SP:Iteration 12Q (31893.010000 sec): 3 clusters Score: Raw -1101311.142181 + Penalty 4387.791109 = -1096923.351071 nChanged 260 SP:Iteration 13Q (31893.210000 sec): 3 clusters Score: Raw -1101498.175311 + Penalty 4387.791109 = -1097110.384202 nChanged 224 SP:Iteration 14Q (31893.420000 sec): 3 clusters Score: Raw -1101675.620388 + Penalty 4387.791109 = -1097287.829278 nChanged 188 SP:Iteration 15Q (31893.620000 sec): 3 clusters Score: Raw -1101823.091141 + Penalty 4387.791109 = -1097435.300032 nChanged 176 SP:Iteration 16Q (31893.840000 sec): 3 clusters Score: Raw -1101970.982752 + Penalty 4387.791109 = -1097583.191643 nChanged 121 SP:Iteration 17Q (31894.060000 sec): 3 clusters Score: Raw -1102064.590441 + Penalty 4387.791109 = -1097676.799332 nChanged 78 SP:Iteration 18Q (31894.270000 sec): 3 clusters Score: Raw -1102124.811545 + Penalty 4387.791109 = -1097737.020435 nChanged 44 SP:Iteration 19Q (31894.460000 sec): 3 clusters Score: Raw -1102162.139906 + Penalty 4387.791109 = -1097774.348797 nChanged 39 SP:Iteration 20F (31894.760000 sec): 3 clusters Score: Raw -1102194.161109 + Penalty 4387.791109 = -1097806.370000 nChanged 39 SP:Iteration 21Q (31895.000000 sec): 3 clusters Score: Raw -1102230.673106 + Penalty 4387.791109 = -1097842.881997 nChanged 29 SP:Iteration 22Q (31895.210000 sec): 3 clusters Score: Raw -1102258.464845 + Penalty 4387.791109 = -1097870.673735 nChanged 20 SP:Iteration 23Q (31895.460000 sec): 3 clusters Score: Raw -1102273.085484 + Penalty 4387.791109 = -1097885.294375 nChanged 15 SP:Iteration 24Q (31895.720000 sec): 3 clusters Score: Raw -1102287.437918 + Penalty 4387.791109 = -1097899.646809 nChanged 11 SP:Iteration 25Q (31895.950000 sec): 3 clusters Score: Raw -1102299.760632 + Penalty 4387.791109 = -1097911.969523 nChanged 13 SP:Iteration 26Q (31896.140000 sec): 3 clusters Score: Raw -1102312.715914 + Penalty 4387.791109 = -1097924.924804 nChanged 11 SP:Iteration 27Q (31896.350000 sec): 3 clusters Score: Raw -1102321.496710 + Penalty 4387.791109 = -1097933.705600 nChanged 11 SP:Iteration 28Q (31896.590000 sec): 3 clusters Score: Raw -1102331.557581 + Penalty 4387.791109 = -1097943.766471 nChanged 8 SP:Iteration 29Q (31896.820000 sec): 3 clusters Score: Raw -1102339.497691 + Penalty 4387.791109 = -1097951.706581 nChanged 7 SP:Iteration 30Q (31897.050000 sec): 3 clusters Score: Raw -1102347.174339 + Penalty 4387.791109 = -1097959.383230 nChanged 9 SP:Iteration 31Q (31897.250000 sec): 3 clusters Score: Raw -1102358.480249 + Penalty 4387.791109 = -1097970.689139 nChanged 10 SP:Iteration 32Q (31897.460000 sec): 3 clusters Score: Raw -1102368.369216 + Penalty 4387.791109 = -1097980.578106 nChanged 6 SP:Iteration 33Q (31897.680000 sec): 3 clusters Score: Raw -1102373.905559 + Penalty 4387.791109 = -1097986.114450 nChanged 4 SP:Iteration 34Q (31897.870000 sec): 3 clusters Score: Raw -1102377.553060 + Penalty 4387.791109 = -1097989.761951 nChanged 4 SP:Iteration 35Q (31898.080000 sec): 3 clusters Score: Raw -1102380.583186 + Penalty 4387.791109 = -1097992.792077 nChanged 1 SP:Iteration 36Q (31898.290000 sec): 3 clusters Score: Raw -1102380.943307 + Penalty 4387.791109 = -1097993.152197 nChanged 1 SP:Iteration 37Q (31898.540000 sec): 3 clusters Score: Raw -1102383.505466 + Penalty 4387.791109 = -1097995.714357 nChanged 0 SP:Iteration 38F (31898.720000 sec): 3 clusters Score: Raw -1102383.505466 + Penalty 4387.791109 = -1097995.714357 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (26523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31898.950000 sec): 2 clusters Score: Raw -4198608.563743 + Penalty 2526.070355 = -4196082.493388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31899.350000 sec): 3 clusters Score: Raw -4182929.282711 + Penalty 5052.140710 = -4177877.142001 nChanged 11990 SP:Iteration 1F (31899.650000 sec): 3 clusters Score: Raw -4189500.486138 + Penalty 5052.140710 = -4184448.345429 nChanged 1647 SP:Iteration 2F (31899.930000 sec): 3 clusters Score: Raw -4190346.654983 + Penalty 5052.140710 = -4185294.514273 nChanged 1723 SP:Iteration 3F (31900.250000 sec): 3 clusters Score: Raw -4191345.252050 + Penalty 5052.140710 = -4186293.111340 nChanged 1738 SP:Iteration 4F (31900.620000 sec): 3 clusters Score: Raw -4192402.680466 + Penalty 5052.140710 = -4187350.539756 nChanged 1709 SP:Iteration 5F (31900.960000 sec): 3 clusters Score: Raw -4193463.382064 + Penalty 5052.140710 = -4188411.241354 nChanged 1535 SP:Iteration 6F (31901.310000 sec): 3 clusters Score: Raw -4194335.363243 + Penalty 5052.140710 = -4189283.222534 nChanged 1324 SP:Iteration 7Q (31901.660000 sec): 3 clusters Score: Raw -4194982.689768 + Penalty 5052.140710 = -4189930.549058 nChanged 1097 SP:Iteration 8Q (31901.950000 sec): 3 clusters Score: Raw -4195457.445345 + Penalty 5052.140710 = -4190405.304635 nChanged 865 SP:Iteration 9Q (31902.330000 sec): 3 clusters Score: Raw -4195751.497673 + Penalty 5052.140710 = -4190699.356963 nChanged 651 SP:Iteration 10Q (31902.690000 sec): 3 clusters Score: Raw -4195935.910589 + Penalty 5052.140710 = -4190883.769880 nChanged 473 SP:Iteration 11Q (31903.090000 sec): 3 clusters Score: Raw -4196051.309039 + Penalty 5052.140710 = -4190999.168329 nChanged 375 SP:Iteration 12Q (31903.430000 sec): 3 clusters Score: Raw -4196124.511993 + Penalty 5052.140710 = -4191072.371283 nChanged 281 SP:Iteration 13Q (31903.760000 sec): 3 clusters Score: Raw -4196171.512615 + Penalty 5052.140710 = -4191119.371906 nChanged 228 SP:Iteration 14Q (31904.130000 sec): 3 clusters Score: Raw -4196210.331751 + Penalty 5052.140710 = -4191158.191042 nChanged 200 SP:Iteration 15Q (31904.490000 sec): 3 clusters Score: Raw -4196246.631200 + Penalty 5052.140710 = -4191194.490490 nChanged 204 SP:Iteration 16Q (31904.870000 sec): 3 clusters Score: Raw -4196281.656630 + Penalty 5052.140710 = -4191229.515921 nChanged 192 SP:Iteration 17Q (31905.190000 sec): 3 clusters Score: Raw -4196311.246947 + Penalty 5052.140710 = -4191259.106238 nChanged 194 SP:Iteration 18Q (31905.540000 sec): 3 clusters Score: Raw -4196337.537081 + Penalty 5052.140710 = -4191285.396371 nChanged 142 SP:Iteration 19Q (31905.890000 sec): 3 clusters Score: Raw -4196360.391103 + Penalty 5052.140710 = -4191308.250393 nChanged 151 SP:Iteration 20F (31906.190000 sec): 3 clusters Score: Raw -4196392.634890 + Penalty 5052.140710 = -4191340.494181 nChanged 171 SP:Iteration 21Q (31906.580000 sec): 3 clusters Score: Raw -4196422.006964 + Penalty 5052.140710 = -4191369.866254 nChanged 147 SP:Iteration 22Q (31906.890000 sec): 3 clusters Score: Raw -4196447.071249 + Penalty 5052.140710 = -4191394.930539 nChanged 140 SP:Iteration 23Q (31907.250000 sec): 3 clusters Score: Raw -4196470.189661 + Penalty 5052.140710 = -4191418.048952 nChanged 138 SP:Iteration 24Q (31907.630000 sec): 3 clusters Score: Raw -4196492.956786 + Penalty 5052.140710 = -4191440.816076 nChanged 153 SP:Iteration 25Q (31908.000000 sec): 3 clusters Score: Raw -4196520.170831 + Penalty 5052.140710 = -4191468.030121 nChanged 137 SP:Iteration 26Q (31908.380000 sec): 3 clusters Score: Raw -4196543.155752 + Penalty 5052.140710 = -4191491.015043 nChanged 139 SP:Iteration 27Q (31908.760000 sec): 3 clusters Score: Raw -4196565.732544 + Penalty 5052.140710 = -4191513.591834 nChanged 138 SP:Iteration 28Q (31909.090000 sec): 3 clusters Score: Raw -4196589.850778 + Penalty 5052.140710 = -4191537.710069 nChanged 151 SP:Iteration 29Q (31909.470000 sec): 3 clusters Score: Raw -4196618.873409 + Penalty 5052.140710 = -4191566.732699 nChanged 145 SP:Iteration 30Q (31909.780000 sec): 3 clusters Score: Raw -4196642.674891 + Penalty 5052.140710 = -4191590.534181 nChanged 133 SP:Iteration 31Q (31910.100000 sec): 3 clusters Score: Raw -4196664.476835 + Penalty 5052.140710 = -4191612.336126 nChanged 131 SP:Iteration 32Q (31910.500000 sec): 3 clusters Score: Raw -4196688.080155 + Penalty 5052.140710 = -4191635.939445 nChanged 136 SP:Iteration 33Q (31910.820000 sec): 3 clusters Score: Raw -4196710.484050 + Penalty 5052.140710 = -4191658.343340 nChanged 145 SP:Iteration 34Q (31911.200000 sec): 3 clusters Score: Raw -4196733.631048 + Penalty 5052.140710 = -4191681.490338 nChanged 133 SP:Iteration 35Q (31911.500000 sec): 3 clusters Score: Raw -4196754.537257 + Penalty 5052.140710 = -4191702.396547 nChanged 112 SP:Iteration 36Q (31911.880000 sec): 3 clusters Score: Raw -4196770.651471 + Penalty 5052.140710 = -4191718.510762 nChanged 108 SP:Iteration 37Q (31912.230000 sec): 3 clusters Score: Raw -4196787.748987 + Penalty 5052.140710 = -4191735.608277 nChanged 112 SP:Iteration 38Q (31912.570000 sec): 3 clusters Score: Raw -4196804.091241 + Penalty 5052.140710 = -4191751.950532 nChanged 104 SP:Iteration 39Q (31912.900000 sec): 3 clusters Score: Raw -4196821.265829 + Penalty 5052.140710 = -4191769.125120 nChanged 111 SP:Iteration 40F (31913.240000 sec): 3 clusters Score: Raw -4196838.615619 + Penalty 5052.140710 = -4191786.474909 nChanged 118 SP:Iteration 41Q (31913.600000 sec): 3 clusters Score: Raw -4196861.542978 + Penalty 5052.140710 = -4191809.402268 nChanged 138 SP:Iteration 42Q (31913.940000 sec): 3 clusters Score: Raw -4196885.420586 + Penalty 5052.140710 = -4191833.279877 nChanged 137 SP:Iteration 43Q (31914.260000 sec): 3 clusters Score: Raw -4196911.606022 + Penalty 5052.140710 = -4191859.465312 nChanged 145 SP:Iteration 44Q (31914.610000 sec): 3 clusters Score: Raw -4196941.175682 + Penalty 5052.140710 = -4191889.034972 nChanged 179 SP:Iteration 45Q (31914.980000 sec): 3 clusters Score: Raw -4196985.795581 + Penalty 5052.140710 = -4191933.654871 nChanged 214 SP:Iteration 46Q (31915.340000 sec): 3 clusters Score: Raw -4197050.181075 + Penalty 5052.140710 = -4191998.040365 nChanged 248 SP:Iteration 47Q (31915.700000 sec): 3 clusters Score: Raw -4197121.356048 + Penalty 5052.140710 = -4192069.215338 nChanged 264 SP:Iteration 48Q (31916.030000 sec): 3 clusters Score: Raw -4197205.154382 + Penalty 5052.140710 = -4192153.013672 nChanged 294 SP:Iteration 49Q (31916.320000 sec): 3 clusters Score: Raw -4197305.579163 + Penalty 5052.140710 = -4192253.438453 nChanged 304 SP:Iteration 50Q (31916.660000 sec): 3 clusters Score: Raw -4197403.634054 + Penalty 5052.140710 = -4192351.493344 nChanged 309 SP:Iteration 51Q (31917.030000 sec): 3 clusters Score: Raw -4197507.455274 + Penalty 5052.140710 = -4192455.314564 nChanged 287 SP:Iteration 52Q (31917.350000 sec): 3 clusters Score: Raw -4197618.992274 + Penalty 5052.140710 = -4192566.851564 nChanged 283 SP:Iteration 53Q (31917.650000 sec): 3 clusters Score: Raw -4197726.065242 + Penalty 5052.140710 = -4192673.924532 nChanged 276 SP:Iteration 54Q (31918.020000 sec): 3 clusters Score: Raw -4197828.070870 + Penalty 5052.140710 = -4192775.930161 nChanged 251 SP:Iteration 55Q (31918.390000 sec): 3 clusters Score: Raw -4197922.284742 + Penalty 5052.140710 = -4192870.144032 nChanged 225 SP:Iteration 56Q (31918.710000 sec): 3 clusters Score: Raw -4198003.741400 + Penalty 5052.140710 = -4192951.600691 nChanged 213 SP:Iteration 57Q (31919.090000 sec): 3 clusters Score: Raw -4198089.760406 + Penalty 5052.140710 = -4193037.619697 nChanged 220 SP:Iteration 58Q (31919.420000 sec): 3 clusters Score: Raw -4198173.817614 + Penalty 5052.140710 = -4193121.676904 nChanged 198 SP:Iteration 59Q (31919.740000 sec): 3 clusters Score: Raw -4198247.518516 + Penalty 5052.140710 = -4193195.377806 nChanged 167 SP:Iteration 60F (31920.070000 sec): 3 clusters Score: Raw -4198307.887958 + Penalty 5052.140710 = -4193255.747248 nChanged 149 SP:Iteration 61Q (31920.360000 sec): 3 clusters Score: Raw -4198358.848106 + Penalty 5052.140710 = -4193306.707396 nChanged 131 SP:Iteration 62Q (31920.740000 sec): 3 clusters Score: Raw -4198400.146725 + Penalty 5052.140710 = -4193348.006015 nChanged 128 SP:Iteration 63Q (31921.110000 sec): 3 clusters Score: Raw -4198441.805262 + Penalty 5052.140710 = -4193389.664552 nChanged 131 SP:Iteration 64Q (31921.400000 sec): 3 clusters Score: Raw -4198488.969815 + Penalty 5052.140710 = -4193436.829105 nChanged 107 SP:Iteration 65Q (31921.700000 sec): 3 clusters Score: Raw -4198531.225452 + Penalty 5052.140710 = -4193479.084742 nChanged 109 SP:Iteration 66Q (31922.010000 sec): 3 clusters Score: Raw -4198575.113217 + Penalty 5052.140710 = -4193522.972507 nChanged 95 SP:Iteration 67Q (31922.350000 sec): 3 clusters Score: Raw -4198614.348537 + Penalty 5052.140710 = -4193562.207827 nChanged 90 SP:Iteration 68Q (31922.690000 sec): 3 clusters Score: Raw -4198645.270917 + Penalty 5052.140710 = -4193593.130208 nChanged 77 SP:Iteration 69Q (31922.980000 sec): 3 clusters Score: Raw -4198674.560365 + Penalty 5052.140710 = -4193622.419655 nChanged 71 SP:Iteration 70Q (31923.330000 sec): 3 clusters Score: Raw -4198702.584832 + Penalty 5052.140710 = -4193650.444122 nChanged 71 SP:Iteration 71Q (31923.650000 sec): 3 clusters Score: Raw -4198729.923581 + Penalty 5052.140710 = -4193677.782871 nChanged 63 SP:Iteration 72Q (31923.960000 sec): 3 clusters Score: Raw -4198752.025445 + Penalty 5052.140710 = -4193699.884735 nChanged 57 SP:Iteration 73Q (31924.300000 sec): 3 clusters Score: Raw -4198770.435674 + Penalty 5052.140710 = -4193718.294965 nChanged 49 SP:Iteration 74Q (31924.590000 sec): 3 clusters Score: Raw -4198788.429002 + Penalty 5052.140710 = -4193736.288293 nChanged 41 SP:Iteration 75Q (31924.950000 sec): 3 clusters Score: Raw -4198801.846023 + Penalty 5052.140710 = -4193749.705313 nChanged 40 SP:Iteration 76Q (31925.290000 sec): 3 clusters Score: Raw -4198816.690280 + Penalty 5052.140710 = -4193764.549570 nChanged 46 SP:Iteration 77Q (31925.610000 sec): 3 clusters Score: Raw -4198836.926129 + Penalty 5052.140710 = -4193784.785419 nChanged 44 SP:Iteration 78Q (31925.890000 sec): 3 clusters Score: Raw -4198853.497088 + Penalty 5052.140710 = -4193801.356378 nChanged 25 SP:Iteration 79Q (31926.200000 sec): 3 clusters Score: Raw -4198864.387240 + Penalty 5052.140710 = -4193812.246530 nChanged 25 SP:Iteration 80F (31926.550000 sec): 3 clusters Score: Raw -4198873.126343 + Penalty 5052.140710 = -4193820.985633 nChanged 22 SP:Iteration 81Q (31926.850000 sec): 3 clusters Score: Raw -4198880.379567 + Penalty 5052.140710 = -4193828.238857 nChanged 24 SP:Iteration 82Q (31927.170000 sec): 3 clusters Score: Raw -4198889.353327 + Penalty 5052.140710 = -4193837.212618 nChanged 19 SP:Iteration 83Q (31927.520000 sec): 3 clusters Score: Raw -4198896.297032 + Penalty 5052.140710 = -4193844.156322 nChanged 19 SP:Iteration 84Q (31927.830000 sec): 3 clusters Score: Raw -4198903.625088 + Penalty 5052.140710 = -4193851.484378 nChanged 13 SP:Iteration 85Q (31928.150000 sec): 3 clusters Score: Raw -4198907.967735 + Penalty 5052.140710 = -4193855.827025 nChanged 12 SP:Iteration 86Q (31928.450000 sec): 3 clusters Score: Raw -4198912.741289 + Penalty 5052.140710 = -4193860.600579 nChanged 11 SP:Iteration 87Q (31928.740000 sec): 3 clusters Score: Raw -4198915.824787 + Penalty 5052.140710 = -4193863.684078 nChanged 5 SP:Iteration 88Q (31929.060000 sec): 3 clusters Score: Raw -4198917.517669 + Penalty 5052.140710 = -4193865.376959 nChanged 11 SP:Iteration 89Q (31929.410000 sec): 3 clusters Score: Raw -4198921.364007 + Penalty 5052.140710 = -4193869.223297 nChanged 5 SP:Iteration 90Q (31929.740000 sec): 3 clusters Score: Raw -4198922.869318 + Penalty 5052.140710 = -4193870.728608 nChanged 2 SP:Iteration 91Q (31930.020000 sec): 3 clusters Score: Raw -4198923.238494 + Penalty 5052.140710 = -4193871.097784 nChanged 2 SP:Iteration 92Q (31930.360000 sec): 3 clusters Score: Raw -4198923.613736 + Penalty 5052.140710 = -4193871.473026 nChanged 3 SP:Iteration 93Q (31930.670000 sec): 3 clusters Score: Raw -4198924.468010 + Penalty 5052.140710 = -4193872.327300 nChanged 8 SP:Iteration 94Q (31930.970000 sec): 3 clusters Score: Raw -4198926.605575 + Penalty 5052.140710 = -4193874.464865 nChanged 2 SP:Iteration 95Q (31931.290000 sec): 3 clusters Score: Raw -4198926.992901 + Penalty 5052.140710 = -4193874.852192 nChanged 3 SP:Iteration 96Q (31931.650000 sec): 3 clusters Score: Raw -4198927.629902 + Penalty 5052.140710 = -4193875.489192 nChanged 1 SP:Iteration 97Q (31931.970000 sec): 3 clusters Score: Raw -4198928.028241 + Penalty 5052.140710 = -4193875.887531 nChanged 1 SP:Iteration 98Q (31932.270000 sec): 3 clusters Score: Raw -4198928.348562 + Penalty 5052.140710 = -4193876.207852 nChanged 0 SP:Iteration 99F (31932.630000 sec): 3 clusters Score: Raw -4198928.348562 + Penalty 5052.140710 = -4193876.207852 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31932.760000 sec): 2 clusters Score: Raw -41526.908755 + Penalty 1425.849461 = -40101.059295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31932.930000 sec): 3 clusters Score: Raw -41680.879562 + Penalty 2851.698921 = -38829.180641 nChanged 46 SP:Iteration 1F (31933.130000 sec): 3 clusters Score: Raw -41873.588884 + Penalty 2851.698921 = -39021.889963 nChanged 16 SP:Iteration 2F (31933.290000 sec): 3 clusters Score: Raw -41944.992505 + Penalty 2851.698921 = -39093.293584 nChanged 7 SP:Iteration 3Q (31933.440000 sec): 3 clusters Score: Raw -41972.741786 + Penalty 2851.698921 = -39121.042865 nChanged 2 SP:Iteration 4Q (31933.610000 sec): 3 clusters Score: Raw -41986.213519 + Penalty 2851.698921 = -39134.514598 nChanged 4 SP:Iteration 5Q (31933.820000 sec): 3 clusters Score: Raw -41997.621734 + Penalty 2851.698921 = -39145.922813 nChanged 4 SP:Iteration 6Q (31934.030000 sec): 3 clusters Score: Raw -42011.457755 + Penalty 2851.698921 = -39159.758834 nChanged 3 SP:Iteration 7Q (31934.210000 sec): 3 clusters Score: Raw -42045.872832 + Penalty 2851.698921 = -39194.173911 nChanged 5 SP:Iteration 8Q (31934.360000 sec): 3 clusters Score: Raw -42080.188197 + Penalty 2851.698921 = -39228.489276 nChanged 2 SP:Iteration 9Q (31934.570000 sec): 3 clusters Score: Raw -42092.564733 + Penalty 2851.698921 = -39240.865812 nChanged 1 SP:Iteration 10Q (31934.780000 sec): 3 clusters Score: Raw -42102.026422 + Penalty 2851.698921 = -39250.327501 nChanged 3 SP:Iteration 11Q (31934.970000 sec): 3 clusters Score: Raw -42115.382058 + Penalty 2851.698921 = -39263.683137 nChanged 2 SP:Iteration 12Q (31935.190000 sec): 3 clusters Score: Raw -42123.366521 + Penalty 2851.698921 = -39271.667600 nChanged 0 SP:Iteration 13F (31935.370000 sec): 3 clusters Score: Raw -42123.366521 + Penalty 2851.698921 = -39271.667600 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (74884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31935.800000 sec): 2 clusters Score: Raw -12138726.175667 + Penalty 2783.476491 = -12135942.699176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31936.440000 sec): 3 clusters Score: Raw -12091369.561985 + Penalty 5566.952982 = -12085802.609003 nChanged 35045 SP:Iteration 1F (31937.090000 sec): 3 clusters Score: Raw -12111180.637292 + Penalty 5566.952982 = -12105613.684310 nChanged 2954 SP:Iteration 2Q (31937.780000 sec): 3 clusters Score: Raw -12112073.417275 + Penalty 5566.952982 = -12106506.464293 nChanged 3107 SP:Iteration 3Q (31938.380000 sec): 3 clusters Score: Raw -12113229.080398 + Penalty 5566.952982 = -12107662.127416 nChanged 3420 SP:Iteration 4Q (31938.950000 sec): 3 clusters Score: Raw -12114750.379715 + Penalty 5566.952982 = -12109183.426733 nChanged 3808 SP:Iteration 5F (31939.520000 sec): 3 clusters Score: Raw -12116674.219640 + Penalty 5566.952982 = -12111107.266658 nChanged 4426 SP:Iteration 6F (31940.070000 sec): 3 clusters Score: Raw -12119325.523119 + Penalty 5566.952982 = -12113758.570136 nChanged 5208 SP:Iteration 7F (31940.690000 sec): 3 clusters Score: Raw -12122976.617818 + Penalty 5566.952982 = -12117409.664836 nChanged 5538 SP:Iteration 8F (31941.320000 sec): 3 clusters Score: Raw -12127438.647738 + Penalty 5566.952982 = -12121871.694756 nChanged 5250 SP:Iteration 9F (31941.860000 sec): 3 clusters Score: Raw -12132089.977530 + Penalty 5566.952982 = -12126523.024548 nChanged 3898 SP:Iteration 10F (31942.420000 sec): 3 clusters Score: Raw -12135661.997559 + Penalty 5566.952982 = -12130095.044577 nChanged 2193 SP:Iteration 11Q (31943.000000 sec): 3 clusters Score: Raw -12137592.581483 + Penalty 5566.952982 = -12132025.628500 nChanged 1004 SP:Iteration 12Q (31943.610000 sec): 3 clusters Score: Raw -12138431.610147 + Penalty 5566.952982 = -12132864.657165 nChanged 420 SP:Iteration 13Q (31944.170000 sec): 3 clusters Score: Raw -12138783.679391 + Penalty 5566.952982 = -12133216.726409 nChanged 174 SP:Iteration 14Q (31944.740000 sec): 3 clusters Score: Raw -12138928.432754 + Penalty 5566.952982 = -12133361.479772 nChanged 81 SP:Iteration 15Q (31945.320000 sec): 3 clusters Score: Raw -12139002.393161 + Penalty 5566.952982 = -12133435.440179 nChanged 58 SP:Iteration 16Q (31945.820000 sec): 3 clusters Score: Raw -12139055.780353 + Penalty 5566.952982 = -12133488.827371 nChanged 31 SP:Iteration 17Q (31946.320000 sec): 3 clusters Score: Raw -12139086.831274 + Penalty 5566.952982 = -12133519.878292 nChanged 25 SP:Iteration 18Q (31946.810000 sec): 3 clusters Score: Raw -12139112.443688 + Penalty 5566.952982 = -12133545.490706 nChanged 19 SP:Iteration 19Q (31947.260000 sec): 3 clusters Score: Raw -12139126.797160 + Penalty 5566.952982 = -12133559.844178 nChanged 9 SP:Iteration 20F (31947.780000 sec): 3 clusters Score: Raw -12139134.471595 + Penalty 5566.952982 = -12133567.518613 nChanged 5 SP:Iteration 21Q (31948.230000 sec): 3 clusters Score: Raw -12139139.819315 + Penalty 5566.952982 = -12133572.866333 nChanged 5 SP:Iteration 22Q (31948.700000 sec): 3 clusters Score: Raw -12139144.209006 + Penalty 5566.952982 = -12133577.256024 nChanged 5 SP:Iteration 23Q (31949.160000 sec): 3 clusters Score: Raw -12139148.815019 + Penalty 5566.952982 = -12133581.862037 nChanged 4 SP:Iteration 24Q (31949.590000 sec): 3 clusters Score: Raw -12139152.043776 + Penalty 5566.952982 = -12133585.090794 nChanged 3 SP:Iteration 25Q (31950.090000 sec): 3 clusters Score: Raw -12139153.790838 + Penalty 5566.952982 = -12133586.837856 nChanged 1 SP:Iteration 26Q (31950.620000 sec): 3 clusters Score: Raw -12139155.165213 + Penalty 5566.952982 = -12133588.212231 nChanged 3 SP:Iteration 27Q (31951.130000 sec): 3 clusters Score: Raw -12139157.853554 + Penalty 5566.952982 = -12133590.900572 nChanged 2 SP:Iteration 28Q (31951.700000 sec): 3 clusters Score: Raw -12139160.892727 + Penalty 5566.952982 = -12133593.939745 nChanged 0 SP:Iteration 29F (31952.260000 sec): 3 clusters Score: Raw -12139160.892727 + Penalty 5566.952982 = -12133593.939745 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31952.390000 sec): 2 clusters Score: Raw -45250.476245 + Penalty 1429.767393 = -43820.708851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31952.570000 sec): 3 clusters Score: Raw -45381.387620 + Penalty 2859.534787 = -42521.852833 nChanged 33 SP:Iteration 1F (31952.770000 sec): 3 clusters Score: Raw -45481.105625 + Penalty 2859.534787 = -42621.570838 nChanged 13 SP:Iteration 2Q (31952.920000 sec): 3 clusters Score: Raw -45523.687681 + Penalty 2859.534787 = -42664.152894 nChanged 9 SP:Iteration 3Q (31953.130000 sec): 3 clusters Score: Raw -45560.529083 + Penalty 2859.534787 = -42700.994296 nChanged 6 SP:Iteration 4Q (31953.290000 sec): 3 clusters Score: Raw -45588.751738 + Penalty 2859.534787 = -42729.216951 nChanged 6 SP:Iteration 5Q (31953.520000 sec): 3 clusters Score: Raw -45639.291424 + Penalty 2859.534787 = -42779.756637 nChanged 4 SP:Iteration 6Q (31953.650000 sec): 3 clusters Score: Raw -45671.194469 + Penalty 2859.534787 = -42811.659683 nChanged 3 SP:Iteration 7Q (31953.830000 sec): 3 clusters Score: Raw -45684.921657 + Penalty 2859.534787 = -42825.386870 nChanged 4 SP:Iteration 8Q (31953.990000 sec): 3 clusters Score: Raw -45740.607802 + Penalty 2859.534787 = -42881.073015 nChanged 6 SP:Iteration 9Q (31954.210000 sec): 3 clusters Score: Raw -45799.889280 + Penalty 2859.534787 = -42940.354493 nChanged 7 SP:Iteration 10Q (31954.390000 sec): 3 clusters Score: Raw -45838.528460 + Penalty 2859.534787 = -42978.993673 nChanged 2 SP:Iteration 11Q (31954.560000 sec): 3 clusters Score: Raw -45848.743397 + Penalty 2859.534787 = -42989.208610 nChanged 2 SP:Iteration 12Q (31954.770000 sec): 3 clusters Score: Raw -45856.633810 + Penalty 2859.534787 = -42997.099023 nChanged 3 SP:Iteration 13Q (31954.920000 sec): 3 clusters Score: Raw -45880.873385 + Penalty 2859.534787 = -43021.338598 nChanged 4 SP:Iteration 14Q (31955.150000 sec): 3 clusters Score: Raw -45891.454558 + Penalty 2859.534787 = -43031.919771 nChanged 2 SP:Iteration 15Q (31955.300000 sec): 3 clusters Score: Raw -45904.547670 + Penalty 2859.534787 = -43045.012883 nChanged 3 SP:Iteration 16Q (31955.490000 sec): 3 clusters Score: Raw -45920.393446 + Penalty 2859.534787 = -43060.858659 nChanged 1 SP:Iteration 17Q (31955.690000 sec): 3 clusters Score: Raw -45924.123383 + Penalty 2859.534787 = -43064.588596 nChanged 2 SP:Iteration 18Q (31955.860000 sec): 3 clusters Score: Raw -45941.341263 + Penalty 2859.534787 = -43081.806476 nChanged 1 SP:Iteration 19Q (31956.040000 sec): 3 clusters Score: Raw -45949.026921 + Penalty 2859.534787 = -43089.492134 nChanged 3 SP:Iteration 20F (31956.200000 sec): 3 clusters Score: Raw -45960.198097 + Penalty 2859.534787 = -43100.663310 nChanged 2 SP:Iteration 21Q (31956.400000 sec): 3 clusters Score: Raw -45965.577013 + Penalty 2859.534787 = -43106.042226 nChanged 1 SP:Iteration 22Q (31956.630000 sec): 3 clusters Score: Raw -45973.704206 + Penalty 2859.534787 = -43114.169419 nChanged 0 SP:Iteration 23F (31956.790000 sec): 3 clusters Score: Raw -45973.704206 + Penalty 2859.534787 = -43114.169419 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31956.910000 sec): 2 clusters Score: Raw -268430.455350 + Penalty 1855.984059 = -266574.471291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31957.130000 sec): 3 clusters Score: Raw -267837.627102 + Penalty 3711.968117 = -264125.658985 nChanged 553 SP:Iteration 1F (31957.330000 sec): 3 clusters Score: Raw -268334.330156 + Penalty 3711.968117 = -264622.362039 nChanged 135 SP:Iteration 2F (31957.470000 sec): 3 clusters Score: Raw -268489.647961 + Penalty 3711.968117 = -264777.679844 nChanged 79 SP:Iteration 3Q (31957.700000 sec): 3 clusters Score: Raw -268569.382873 + Penalty 3711.968117 = -264857.414756 nChanged 46 SP:Iteration 4Q (31957.880000 sec): 3 clusters Score: Raw -268622.384284 + Penalty 3711.968117 = -264910.416167 nChanged 43 SP:Iteration 5Q (31958.060000 sec): 3 clusters Score: Raw -268667.521625 + Penalty 3711.968117 = -264955.553508 nChanged 33 SP:Iteration 6Q (31958.270000 sec): 3 clusters Score: Raw -268704.372648 + Penalty 3711.968117 = -264992.404531 nChanged 30 SP:Iteration 7Q (31958.430000 sec): 3 clusters Score: Raw -268737.992744 + Penalty 3711.968117 = -265026.024627 nChanged 32 SP:Iteration 8Q (31958.660000 sec): 3 clusters Score: Raw -268775.193152 + Penalty 3711.968117 = -265063.225035 nChanged 37 SP:Iteration 9Q (31958.830000 sec): 3 clusters Score: Raw -268813.502114 + Penalty 3711.968117 = -265101.533997 nChanged 34 SP:Iteration 10Q (31958.990000 sec): 3 clusters Score: Raw -268848.715501 + Penalty 3711.968117 = -265136.747384 nChanged 32 SP:Iteration 11Q (31959.190000 sec): 3 clusters Score: Raw -268885.666526 + Penalty 3711.968117 = -265173.698408 nChanged 32 SP:Iteration 12Q (31959.380000 sec): 3 clusters Score: Raw -268924.077722 + Penalty 3711.968117 = -265212.109605 nChanged 32 SP:Iteration 13Q (31959.550000 sec): 3 clusters Score: Raw -268972.399104 + Penalty 3711.968117 = -265260.430987 nChanged 38 SP:Iteration 14Q (31959.810000 sec): 3 clusters Score: Raw -269042.198449 + Penalty 3711.968117 = -265330.230332 nChanged 44 SP:Iteration 15Q (31960.000000 sec): 3 clusters Score: Raw -269120.781695 + Penalty 3711.968117 = -265408.813578 nChanged 53 SP:Iteration 16Q (31960.190000 sec): 3 clusters Score: Raw -269188.748163 + Penalty 3711.968117 = -265476.780046 nChanged 37 SP:Iteration 17Q (31960.370000 sec): 3 clusters Score: Raw -269230.735198 + Penalty 3711.968117 = -265518.767081 nChanged 29 SP:Iteration 18Q (31960.570000 sec): 3 clusters Score: Raw -269260.223448 + Penalty 3711.968117 = -265548.255331 nChanged 29 SP:Iteration 19Q (31960.740000 sec): 3 clusters Score: Raw -269285.065365 + Penalty 3711.968117 = -265573.097248 nChanged 21 SP:Iteration 20F (31960.940000 sec): 3 clusters Score: Raw -269308.957674 + Penalty 3711.968117 = -265596.989557 nChanged 31 SP:Iteration 21Q (31961.110000 sec): 3 clusters Score: Raw -269354.987959 + Penalty 3711.968117 = -265643.019842 nChanged 31 SP:Iteration 22Q (31961.290000 sec): 3 clusters Score: Raw -269389.869369 + Penalty 3711.968117 = -265677.901252 nChanged 22 SP:Iteration 23Q (31961.510000 sec): 3 clusters Score: Raw -269410.326919 + Penalty 3711.968117 = -265698.358802 nChanged 17 SP:Iteration 24Q (31961.650000 sec): 3 clusters Score: Raw -269429.945054 + Penalty 3711.968117 = -265717.976937 nChanged 13 SP:Iteration 25Q (31961.850000 sec): 3 clusters Score: Raw -269444.658631 + Penalty 3711.968117 = -265732.690514 nChanged 15 SP:Iteration 26Q (31962.050000 sec): 3 clusters Score: Raw -269464.048472 + Penalty 3711.968117 = -265752.080355 nChanged 9 SP:Iteration 27Q (31962.200000 sec): 3 clusters Score: Raw -269473.292912 + Penalty 3711.968117 = -265761.324795 nChanged 4 SP:Iteration 28Q (31962.350000 sec): 3 clusters Score: Raw -269476.400308 + Penalty 3711.968117 = -265764.432191 nChanged 3 SP:Iteration 29Q (31962.550000 sec): 3 clusters Score: Raw -269477.845948 + Penalty 3711.968117 = -265765.877831 nChanged 3 SP:Iteration 30Q (31962.790000 sec): 3 clusters Score: Raw -269479.781258 + Penalty 3711.968117 = -265767.813141 nChanged 0 SP:Iteration 31F (31962.970000 sec): 3 clusters Score: Raw -269479.781258 + Penalty 3711.968117 = -265767.813141 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31963.070000 sec): 2 clusters Score: Raw -768593.550517 + Penalty 2116.249316 = -766477.301201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31963.260000 sec): 3 clusters Score: Raw -766123.602981 + Penalty 4232.498632 = -761891.104349 nChanged 1921 SP:Iteration 1F (31963.460000 sec): 3 clusters Score: Raw -767320.009088 + Penalty 4232.498632 = -763087.510456 nChanged 430 SP:Iteration 2F (31963.640000 sec): 3 clusters Score: Raw -767629.719032 + Penalty 4232.498632 = -763397.220400 nChanged 277 SP:Iteration 3F (31963.830000 sec): 3 clusters Score: Raw -767796.127083 + Penalty 4232.498632 = -763563.628451 nChanged 219 SP:Iteration 4Q (31964.090000 sec): 3 clusters Score: Raw -767928.819008 + Penalty 4232.498632 = -763696.320375 nChanged 209 SP:Iteration 5Q (31964.290000 sec): 3 clusters Score: Raw -768080.249063 + Penalty 4232.498632 = -763847.750431 nChanged 190 SP:Iteration 6Q (31964.510000 sec): 3 clusters Score: Raw -768241.520147 + Penalty 4232.498632 = -764009.021515 nChanged 200 SP:Iteration 7Q (31964.740000 sec): 3 clusters Score: Raw -768386.388065 + Penalty 4232.498632 = -764153.889433 nChanged 159 SP:Iteration 8Q (31964.990000 sec): 3 clusters Score: Raw -768486.062178 + Penalty 4232.498632 = -764253.563546 nChanged 128 SP:Iteration 9Q (31965.170000 sec): 3 clusters Score: Raw -768554.454691 + Penalty 4232.498632 = -764321.956059 nChanged 94 SP:Iteration 10Q (31965.410000 sec): 3 clusters Score: Raw -768609.623064 + Penalty 4232.498632 = -764377.124432 nChanged 87 SP:Iteration 11Q (31965.640000 sec): 3 clusters Score: Raw -768654.767023 + Penalty 4232.498632 = -764422.268390 nChanged 81 SP:Iteration 12Q (31965.820000 sec): 3 clusters Score: Raw -768697.307569 + Penalty 4232.498632 = -764464.808936 nChanged 77 SP:Iteration 13Q (31966.030000 sec): 3 clusters Score: Raw -768738.417199 + Penalty 4232.498632 = -764505.918567 nChanged 75 SP:Iteration 14Q (31966.250000 sec): 3 clusters Score: Raw -768780.878362 + Penalty 4232.498632 = -764548.379730 nChanged 61 SP:Iteration 15Q (31966.440000 sec): 3 clusters Score: Raw -768815.724752 + Penalty 4232.498632 = -764583.226120 nChanged 54 SP:Iteration 16Q (31966.610000 sec): 3 clusters Score: Raw -768848.609673 + Penalty 4232.498632 = -764616.111041 nChanged 55 SP:Iteration 17Q (31966.810000 sec): 3 clusters Score: Raw -768887.892926 + Penalty 4232.498632 = -764655.394293 nChanged 66 SP:Iteration 18Q (31966.980000 sec): 3 clusters Score: Raw -768922.027556 + Penalty 4232.498632 = -764689.528924 nChanged 39 SP:Iteration 19Q (31967.200000 sec): 3 clusters Score: Raw -768943.226987 + Penalty 4232.498632 = -764710.728355 nChanged 39 SP:Iteration 20F (31967.420000 sec): 3 clusters Score: Raw -768966.995117 + Penalty 4232.498632 = -764734.496485 nChanged 43 SP:Iteration 21Q (31967.610000 sec): 3 clusters Score: Raw -768989.672018 + Penalty 4232.498632 = -764757.173385 nChanged 34 SP:Iteration 22Q (31967.850000 sec): 3 clusters Score: Raw -769010.436836 + Penalty 4232.498632 = -764777.938203 nChanged 39 SP:Iteration 23Q (31968.060000 sec): 3 clusters Score: Raw -769031.631512 + Penalty 4232.498632 = -764799.132879 nChanged 29 SP:Iteration 24Q (31968.240000 sec): 3 clusters Score: Raw -769046.922619 + Penalty 4232.498632 = -764814.423987 nChanged 24 SP:Iteration 25Q (31968.430000 sec): 3 clusters Score: Raw -769056.873843 + Penalty 4232.498632 = -764824.375210 nChanged 20 SP:Iteration 26Q (31968.650000 sec): 3 clusters Score: Raw -769065.956929 + Penalty 4232.498632 = -764833.458297 nChanged 13 SP:Iteration 27Q (31968.870000 sec): 3 clusters Score: Raw -769073.809367 + Penalty 4232.498632 = -764841.310735 nChanged 13 SP:Iteration 28Q (31969.110000 sec): 3 clusters Score: Raw -769078.243208 + Penalty 4232.498632 = -764845.744576 nChanged 9 SP:Iteration 29Q (31969.280000 sec): 3 clusters Score: Raw -769083.142539 + Penalty 4232.498632 = -764850.643906 nChanged 10 SP:Iteration 30Q (31969.540000 sec): 3 clusters Score: Raw -769089.326026 + Penalty 4232.498632 = -764856.827394 nChanged 11 SP:Iteration 31Q (31969.710000 sec): 3 clusters Score: Raw -769096.801281 + Penalty 4232.498632 = -764864.302649 nChanged 15 SP:Iteration 32Q (31969.900000 sec): 3 clusters Score: Raw -769102.761803 + Penalty 4232.498632 = -764870.263170 nChanged 9 SP:Iteration 33Q (31970.090000 sec): 3 clusters Score: Raw -769106.163765 + Penalty 4232.498632 = -764873.665132 nChanged 10 SP:Iteration 34Q (31970.250000 sec): 3 clusters Score: Raw -769110.302642 + Penalty 4232.498632 = -764877.804010 nChanged 11 SP:Iteration 35Q (31970.470000 sec): 3 clusters Score: Raw -769113.877733 + Penalty 4232.498632 = -764881.379100 nChanged 9 SP:Iteration 36Q (31970.640000 sec): 3 clusters Score: Raw -769117.193758 + Penalty 4232.498632 = -764884.695125 nChanged 3 SP:Iteration 37Q (31970.840000 sec): 3 clusters Score: Raw -769118.955287 + Penalty 4232.498632 = -764886.456654 nChanged 0 SP:Iteration 38F (31971.070000 sec): 3 clusters Score: Raw -769118.955287 + Penalty 4232.498632 = -764886.456654 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31971.190000 sec): 2 clusters Score: Raw -23421.940970 + Penalty 1358.162961 = -22063.778009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31971.370000 sec): 3 clusters Score: Raw -23757.814206 + Penalty 2716.325922 = -21041.488285 nChanged 63 SP:Iteration 1F (31971.530000 sec): 3 clusters Score: Raw -24462.402776 + Penalty 2716.325922 = -21746.076854 nChanged 33 SP:Iteration 2F (31971.670000 sec): 3 clusters Score: Raw -25003.296284 + Penalty 2716.325922 = -22286.970362 nChanged 8 SP:Iteration 3Q (31971.900000 sec): 3 clusters Score: Raw -25160.830382 + Penalty 2716.325922 = -22444.504461 nChanged 2 SP:Iteration 4Q (31972.090000 sec): 3 clusters Score: Raw -25264.996938 + Penalty 2716.325922 = -22548.671016 nChanged 0 SP:Iteration 5F (31972.260000 sec): 3 clusters Score: Raw -25264.996938 + Penalty 2716.325922 = -22548.671016 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31972.390000 sec): 2 clusters Score: Raw -43038.793713 + Penalty 1361.256556 = -41677.537157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31972.570000 sec): 3 clusters Score: Raw -43216.376809 + Penalty 2722.513112 = -40493.863697 nChanged 28 SP:Iteration 1F (31972.740000 sec): 3 clusters Score: Raw -43337.568402 + Penalty 2722.513112 = -40615.055289 nChanged 3 SP:Iteration 2Q (31972.940000 sec): 3 clusters Score: Raw -43351.895560 + Penalty 2722.513112 = -40629.382448 nChanged 2 SP:Iteration 3Q (31973.130000 sec): 3 clusters Score: Raw -43363.383717 + Penalty 2722.513112 = -40640.870605 nChanged 0 SP:Iteration 4F (31973.300000 sec): 3 clusters Score: Raw -43363.383717 + Penalty 2722.513112 = -40640.870605 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (34251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31973.590000 sec): 2 clusters Score: Raw -5444686.435829 + Penalty 2589.484818 = -5442096.951011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31974.000000 sec): 3 clusters Score: Raw -5423972.429828 + Penalty 5178.969636 = -5418793.460192 nChanged 15506 SP:Iteration 1F (31974.420000 sec): 3 clusters Score: Raw -5432362.509652 + Penalty 5178.969636 = -5427183.540016 nChanged 1533 SP:Iteration 2Q (31974.790000 sec): 3 clusters Score: Raw -5432852.811047 + Penalty 5178.969636 = -5427673.841411 nChanged 1451 SP:Iteration 3Q (31975.160000 sec): 3 clusters Score: Raw -5433306.285719 + Penalty 5178.969636 = -5428127.316083 nChanged 1312 SP:Iteration 4Q (31975.560000 sec): 3 clusters Score: Raw -5433712.181696 + Penalty 5178.969636 = -5428533.212060 nChanged 1240 SP:Iteration 5Q (31975.970000 sec): 3 clusters Score: Raw -5434141.321052 + Penalty 5178.969636 = -5428962.351416 nChanged 1255 SP:Iteration 6Q (31976.360000 sec): 3 clusters Score: Raw -5434672.834916 + Penalty 5178.969636 = -5429493.865280 nChanged 1386 SP:Iteration 7Q (31976.780000 sec): 3 clusters Score: Raw -5435358.781827 + Penalty 5178.969636 = -5430179.812191 nChanged 1620 SP:Iteration 8Q (31977.180000 sec): 3 clusters Score: Raw -5436261.134852 + Penalty 5178.969636 = -5431082.165216 nChanged 1878 SP:Iteration 9F (31977.510000 sec): 3 clusters Score: Raw -5437446.971714 + Penalty 5178.969636 = -5432268.002078 nChanged 2113 SP:Iteration 10F (31977.840000 sec): 3 clusters Score: Raw -5438941.543301 + Penalty 5178.969636 = -5433762.573665 nChanged 2135 SP:Iteration 11F (31978.260000 sec): 3 clusters Score: Raw -5440549.318872 + Penalty 5178.969636 = -5435370.349236 nChanged 1925 SP:Iteration 12F (31978.620000 sec): 3 clusters Score: Raw -5442020.684862 + Penalty 5178.969636 = -5436841.715226 nChanged 1497 SP:Iteration 13Q (31978.970000 sec): 3 clusters Score: Raw -5443065.188523 + Penalty 5178.969636 = -5437886.218887 nChanged 1011 SP:Iteration 14Q (31979.380000 sec): 3 clusters Score: Raw -5443722.914700 + Penalty 5178.969636 = -5438543.945064 nChanged 745 SP:Iteration 15Q (31979.740000 sec): 3 clusters Score: Raw -5444210.339061 + Penalty 5178.969636 = -5439031.369425 nChanged 598 SP:Iteration 16Q (31980.140000 sec): 3 clusters Score: Raw -5444551.074366 + Penalty 5178.969636 = -5439372.104730 nChanged 474 SP:Iteration 17Q (31980.530000 sec): 3 clusters Score: Raw -5444795.766247 + Penalty 5178.969636 = -5439616.796611 nChanged 424 SP:Iteration 18Q (31980.840000 sec): 3 clusters Score: Raw -5444999.551541 + Penalty 5178.969636 = -5439820.581905 nChanged 347 SP:Iteration 19Q (31981.250000 sec): 3 clusters Score: Raw -5445127.925232 + Penalty 5178.969636 = -5439948.955596 nChanged 291 SP:Iteration 20F (31981.710000 sec): 3 clusters Score: Raw -5445218.439110 + Penalty 5178.969636 = -5440039.469474 nChanged 265 SP:Iteration 21Q (31982.080000 sec): 3 clusters Score: Raw -5445286.955422 + Penalty 5178.969636 = -5440107.985786 nChanged 201 SP:Iteration 22Q (31982.430000 sec): 3 clusters Score: Raw -5445331.137581 + Penalty 5178.969636 = -5440152.167945 nChanged 153 SP:Iteration 23Q (31982.730000 sec): 3 clusters Score: Raw -5445360.900098 + Penalty 5178.969636 = -5440181.930462 nChanged 141 SP:Iteration 24Q (31983.160000 sec): 3 clusters Score: Raw -5445389.997601 + Penalty 5178.969636 = -5440211.027965 nChanged 148 SP:Iteration 25Q (31983.590000 sec): 3 clusters Score: Raw -5445418.282487 + Penalty 5178.969636 = -5440239.312851 nChanged 140 SP:Iteration 26Q (31983.950000 sec): 3 clusters Score: Raw -5445444.889026 + Penalty 5178.969636 = -5440265.919390 nChanged 135 SP:Iteration 27Q (31984.380000 sec): 3 clusters Score: Raw -5445470.773292 + Penalty 5178.969636 = -5440291.803656 nChanged 128 SP:Iteration 28Q (31984.700000 sec): 3 clusters Score: Raw -5445493.338098 + Penalty 5178.969636 = -5440314.368462 nChanged 129 SP:Iteration 29Q (31985.060000 sec): 3 clusters Score: Raw -5445513.555811 + Penalty 5178.969636 = -5440334.586175 nChanged 114 SP:Iteration 30Q (31985.390000 sec): 3 clusters Score: Raw -5445531.044074 + Penalty 5178.969636 = -5440352.074438 nChanged 106 SP:Iteration 31Q (31985.740000 sec): 3 clusters Score: Raw -5445548.955161 + Penalty 5178.969636 = -5440369.985525 nChanged 107 SP:Iteration 32Q (31986.100000 sec): 3 clusters Score: Raw -5445567.583439 + Penalty 5178.969636 = -5440388.613803 nChanged 96 SP:Iteration 33Q (31986.450000 sec): 3 clusters Score: Raw -5445581.110786 + Penalty 5178.969636 = -5440402.141150 nChanged 75 SP:Iteration 34Q (31986.900000 sec): 3 clusters Score: Raw -5445591.369594 + Penalty 5178.969636 = -5440412.399958 nChanged 76 SP:Iteration 35Q (31987.290000 sec): 3 clusters Score: Raw -5445602.005473 + Penalty 5178.969636 = -5440423.035837 nChanged 73 SP:Iteration 36Q (31987.600000 sec): 3 clusters Score: Raw -5445613.769164 + Penalty 5178.969636 = -5440434.799528 nChanged 73 SP:Iteration 37Q (31987.980000 sec): 3 clusters Score: Raw -5445625.502036 + Penalty 5178.969636 = -5440446.532400 nChanged 82 SP:Iteration 38Q (31988.370000 sec): 3 clusters Score: Raw -5445639.278037 + Penalty 5178.969636 = -5440460.308401 nChanged 87 SP:Iteration 39Q (31988.770000 sec): 3 clusters Score: Raw -5445653.847962 + Penalty 5178.969636 = -5440474.878326 nChanged 73 SP:Iteration 40F (31989.170000 sec): 3 clusters Score: Raw -5445663.106050 + Penalty 5178.969636 = -5440484.136414 nChanged 60 SP:Iteration 41Q (31989.550000 sec): 3 clusters Score: Raw -5445670.163050 + Penalty 5178.969636 = -5440491.193414 nChanged 52 SP:Iteration 42Q (31989.860000 sec): 3 clusters Score: Raw -5445677.083158 + Penalty 5178.969636 = -5440498.113522 nChanged 54 SP:Iteration 43Q (31990.220000 sec): 3 clusters Score: Raw -5445683.873903 + Penalty 5178.969636 = -5440504.904267 nChanged 54 SP:Iteration 44Q (31990.590000 sec): 3 clusters Score: Raw -5445690.006608 + Penalty 5178.969636 = -5440511.036972 nChanged 39 SP:Iteration 45Q (31990.990000 sec): 3 clusters Score: Raw -5445694.382880 + Penalty 5178.969636 = -5440515.413244 nChanged 29 SP:Iteration 46Q (31991.310000 sec): 3 clusters Score: Raw -5445697.266955 + Penalty 5178.969636 = -5440518.297319 nChanged 28 SP:Iteration 47Q (31991.680000 sec): 3 clusters Score: Raw -5445699.888543 + Penalty 5178.969636 = -5440520.918907 nChanged 16 SP:Iteration 48Q (31992.040000 sec): 3 clusters Score: Raw -5445701.582504 + Penalty 5178.969636 = -5440522.612868 nChanged 17 SP:Iteration 49Q (31992.380000 sec): 3 clusters Score: Raw -5445703.404469 + Penalty 5178.969636 = -5440524.434833 nChanged 22 SP:Iteration 50Q (31992.730000 sec): 3 clusters Score: Raw -5445706.192264 + Penalty 5178.969636 = -5440527.222628 nChanged 25 SP:Iteration 51Q (31993.020000 sec): 3 clusters Score: Raw -5445709.244790 + Penalty 5178.969636 = -5440530.275154 nChanged 28 SP:Iteration 52Q (31993.360000 sec): 3 clusters Score: Raw -5445712.096106 + Penalty 5178.969636 = -5440533.126470 nChanged 28 SP:Iteration 53Q (31993.720000 sec): 3 clusters Score: Raw -5445714.880854 + Penalty 5178.969636 = -5440535.911218 nChanged 23 SP:Iteration 54Q (31994.140000 sec): 3 clusters Score: Raw -5445717.065467 + Penalty 5178.969636 = -5440538.095831 nChanged 26 SP:Iteration 55Q (31994.490000 sec): 3 clusters Score: Raw -5445719.399891 + Penalty 5178.969636 = -5440540.430255 nChanged 30 SP:Iteration 56Q (31994.830000 sec): 3 clusters Score: Raw -5445722.704014 + Penalty 5178.969636 = -5440543.734378 nChanged 34 SP:Iteration 57Q (31995.220000 sec): 3 clusters Score: Raw -5445726.514327 + Penalty 5178.969636 = -5440547.544691 nChanged 34 SP:Iteration 58Q (31995.570000 sec): 3 clusters Score: Raw -5445730.887415 + Penalty 5178.969636 = -5440551.917779 nChanged 31 SP:Iteration 59Q (31995.930000 sec): 3 clusters Score: Raw -5445733.521608 + Penalty 5178.969636 = -5440554.551972 nChanged 25 SP:Iteration 60F (31996.310000 sec): 3 clusters Score: Raw -5445735.823933 + Penalty 5178.969636 = -5440556.854297 nChanged 24 SP:Iteration 61Q (31996.650000 sec): 3 clusters Score: Raw -5445738.132267 + Penalty 5178.969636 = -5440559.162631 nChanged 28 SP:Iteration 62Q (31997.040000 sec): 3 clusters Score: Raw -5445740.974730 + Penalty 5178.969636 = -5440562.005094 nChanged 21 SP:Iteration 63Q (31997.420000 sec): 3 clusters Score: Raw -5445742.582695 + Penalty 5178.969636 = -5440563.613059 nChanged 12 SP:Iteration 64Q (31997.780000 sec): 3 clusters Score: Raw -5445743.591555 + Penalty 5178.969636 = -5440564.621919 nChanged 17 SP:Iteration 65Q (31998.150000 sec): 3 clusters Score: Raw -5445745.291480 + Penalty 5178.969636 = -5440566.321844 nChanged 15 SP:Iteration 66Q (31998.500000 sec): 3 clusters Score: Raw -5445746.890093 + Penalty 5178.969636 = -5440567.920457 nChanged 18 SP:Iteration 67Q (31998.890000 sec): 3 clusters Score: Raw -5445748.719089 + Penalty 5178.969636 = -5440569.749453 nChanged 18 SP:Iteration 68Q (31999.310000 sec): 3 clusters Score: Raw -5445750.644660 + Penalty 5178.969636 = -5440571.675024 nChanged 19 SP:Iteration 69Q (31999.630000 sec): 3 clusters Score: Raw -5445752.691978 + Penalty 5178.969636 = -5440573.722342 nChanged 16 SP:Iteration 70Q (32000.010000 sec): 3 clusters Score: Raw -5445754.172775 + Penalty 5178.969636 = -5440575.203139 nChanged 10 SP:Iteration 71Q (32000.390000 sec): 3 clusters Score: Raw -5445754.846799 + Penalty 5178.969636 = -5440575.877163 nChanged 11 SP:Iteration 72Q (32000.760000 sec): 3 clusters Score: Raw -5445755.756184 + Penalty 5178.969636 = -5440576.786548 nChanged 11 SP:Iteration 73Q (32001.150000 sec): 3 clusters Score: Raw -5445756.723665 + Penalty 5178.969636 = -5440577.754029 nChanged 7 SP:Iteration 74Q (32001.540000 sec): 3 clusters Score: Raw -5445757.243553 + Penalty 5178.969636 = -5440578.273917 nChanged 8 SP:Iteration 75Q (32001.890000 sec): 3 clusters Score: Raw -5445757.894833 + Penalty 5178.969636 = -5440578.925197 nChanged 13 SP:Iteration 76Q (32002.270000 sec): 3 clusters Score: Raw -5445759.036028 + Penalty 5178.969636 = -5440580.066392 nChanged 11 SP:Iteration 77Q (32002.630000 sec): 3 clusters Score: Raw -5445759.839490 + Penalty 5178.969636 = -5440580.869854 nChanged 11 SP:Iteration 78Q (32003.020000 sec): 3 clusters Score: Raw -5445761.023742 + Penalty 5178.969636 = -5440582.054106 nChanged 13 SP:Iteration 79Q (32003.380000 sec): 3 clusters Score: Raw -5445762.292526 + Penalty 5178.969636 = -5440583.322890 nChanged 16 SP:Iteration 80F (32003.740000 sec): 3 clusters Score: Raw -5445763.838468 + Penalty 5178.969636 = -5440584.868832 nChanged 16 SP:Iteration 81Q (32004.070000 sec): 3 clusters Score: Raw -5445765.806456 + Penalty 5178.969636 = -5440586.836820 nChanged 13 SP:Iteration 82Q (32004.390000 sec): 3 clusters Score: Raw -5445767.548338 + Penalty 5178.969636 = -5440588.578702 nChanged 16 SP:Iteration 83Q (32004.740000 sec): 3 clusters Score: Raw -5445769.457989 + Penalty 5178.969636 = -5440590.488353 nChanged 16 SP:Iteration 84Q (32005.150000 sec): 3 clusters Score: Raw -5445771.080386 + Penalty 5178.969636 = -5440592.110750 nChanged 19 SP:Iteration 85Q (32005.500000 sec): 3 clusters Score: Raw -5445773.624851 + Penalty 5178.969636 = -5440594.655215 nChanged 20 SP:Iteration 86Q (32005.880000 sec): 3 clusters Score: Raw -5445775.641829 + Penalty 5178.969636 = -5440596.672193 nChanged 20 SP:Iteration 87Q (32006.270000 sec): 3 clusters Score: Raw -5445777.648290 + Penalty 5178.969636 = -5440598.678654 nChanged 17 SP:Iteration 88Q (32006.620000 sec): 3 clusters Score: Raw -5445779.604491 + Penalty 5178.969636 = -5440600.634855 nChanged 16 SP:Iteration 89Q (32006.950000 sec): 3 clusters Score: Raw -5445781.380793 + Penalty 5178.969636 = -5440602.411157 nChanged 20 SP:Iteration 90Q (32007.300000 sec): 3 clusters Score: Raw -5445783.352903 + Penalty 5178.969636 = -5440604.383267 nChanged 21 SP:Iteration 91Q (32007.600000 sec): 3 clusters Score: Raw -5445786.174699 + Penalty 5178.969636 = -5440607.205063 nChanged 24 SP:Iteration 92Q (32007.970000 sec): 3 clusters Score: Raw -5445788.726762 + Penalty 5178.969636 = -5440609.757126 nChanged 25 SP:Iteration 93Q (32008.310000 sec): 3 clusters Score: Raw -5445791.882183 + Penalty 5178.969636 = -5440612.912547 nChanged 18 SP:Iteration 94Q (32008.670000 sec): 3 clusters Score: Raw -5445793.995639 + Penalty 5178.969636 = -5440615.026003 nChanged 19 SP:Iteration 95Q (32009.060000 sec): 3 clusters Score: Raw -5445796.130123 + Penalty 5178.969636 = -5440617.160487 nChanged 26 SP:Iteration 96Q (32009.390000 sec): 3 clusters Score: Raw -5445798.453845 + Penalty 5178.969636 = -5440619.484209 nChanged 15 SP:Iteration 97Q (32009.720000 sec): 3 clusters Score: Raw -5445800.091374 + Penalty 5178.969636 = -5440621.121738 nChanged 17 SP:Iteration 98Q (32010.100000 sec): 3 clusters Score: Raw -5445801.889728 + Penalty 5178.969636 = -5440622.920092 nChanged 12 SP:Iteration 99Q (32010.440000 sec): 3 clusters Score: Raw -5445803.473195 + Penalty 5178.969636 = -5440624.503559 nChanged 13 SP:Iteration 100F (32010.820000 sec): 3 clusters Score: Raw -5445804.916822 + Penalty 5178.969636 = -5440625.947186 nChanged 12 SP:Iteration 101Q (32011.180000 sec): 3 clusters Score: Raw -5445806.635528 + Penalty 5178.969636 = -5440627.665892 nChanged 9 SP:Iteration 102Q (32011.530000 sec): 3 clusters Score: Raw -5445807.629817 + Penalty 5178.969636 = -5440628.660181 nChanged 10 SP:Iteration 103Q (32011.870000 sec): 3 clusters Score: Raw -5445808.670215 + Penalty 5178.969636 = -5440629.700579 nChanged 5 SP:Iteration 104Q (32012.250000 sec): 3 clusters Score: Raw -5445809.071463 + Penalty 5178.969636 = -5440630.101827 nChanged 7 SP:Iteration 105Q (32012.560000 sec): 3 clusters Score: Raw -5445809.795083 + Penalty 5178.969636 = -5440630.825447 nChanged 9 SP:Iteration 106Q (32012.900000 sec): 3 clusters Score: Raw -5445810.694518 + Penalty 5178.969636 = -5440631.724882 nChanged 9 SP:Iteration 107Q (32013.260000 sec): 3 clusters Score: Raw -5445811.668934 + Penalty 5178.969636 = -5440632.699298 nChanged 8 SP:Iteration 108Q (32013.620000 sec): 3 clusters Score: Raw -5445812.582993 + Penalty 5178.969636 = -5440633.613357 nChanged 15 SP:Iteration 109Q (32013.990000 sec): 3 clusters Score: Raw -5445814.281596 + Penalty 5178.969636 = -5440635.311960 nChanged 14 SP:Iteration 110Q (32014.280000 sec): 3 clusters Score: Raw -5445815.406956 + Penalty 5178.969636 = -5440636.437320 nChanged 9 SP:Iteration 111Q (32014.640000 sec): 3 clusters Score: Raw -5445816.414991 + Penalty 5178.969636 = -5440637.445354 nChanged 11 SP:Iteration 112Q (32014.920000 sec): 3 clusters Score: Raw -5445817.887425 + Penalty 5178.969636 = -5440638.917789 nChanged 12 SP:Iteration 113Q (32015.290000 sec): 3 clusters Score: Raw -5445819.283169 + Penalty 5178.969636 = -5440640.313533 nChanged 10 SP:Iteration 114Q (32015.640000 sec): 3 clusters Score: Raw -5445820.153189 + Penalty 5178.969636 = -5440641.183553 nChanged 8 SP:Iteration 115Q (32015.960000 sec): 3 clusters Score: Raw -5445820.894254 + Penalty 5178.969636 = -5440641.924618 nChanged 2 SP:Iteration 116Q (32016.300000 sec): 3 clusters Score: Raw -5445821.009283 + Penalty 5178.969636 = -5440642.039647 nChanged 1 SP:Iteration 117Q (32016.660000 sec): 3 clusters Score: Raw -5445821.076075 + Penalty 5178.969636 = -5440642.106439 nChanged 0 SP:Iteration 118F (32017.020000 sec): 3 clusters Score: Raw -5445821.076075 + Penalty 5178.969636 = -5440642.106439 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32017.140000 sec): 2 clusters Score: Raw -1117747.542633 + Penalty 2201.175198 = -1115546.367435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32017.390000 sec): 3 clusters Score: Raw -1114058.438408 + Penalty 4402.350397 = -1109656.088012 nChanged 2835 SP:Iteration 1F (32017.590000 sec): 3 clusters Score: Raw -1115584.626110 + Penalty 4402.350397 = -1111182.275714 nChanged 562 SP:Iteration 2F (32017.780000 sec): 3 clusters Score: Raw -1115968.176333 + Penalty 4402.350397 = -1111565.825937 nChanged 455 SP:Iteration 3F (32018.020000 sec): 3 clusters Score: Raw -1116305.683687 + Penalty 4402.350397 = -1111903.333291 nChanged 365 SP:Iteration 4F (32018.240000 sec): 3 clusters Score: Raw -1116610.285812 + Penalty 4402.350397 = -1112207.935416 nChanged 352 SP:Iteration 5Q (32018.480000 sec): 3 clusters Score: Raw -1116933.412221 + Penalty 4402.350397 = -1112531.061825 nChanged 316 SP:Iteration 6Q (32018.730000 sec): 3 clusters Score: Raw -1117186.953641 + Penalty 4402.350397 = -1112784.603244 nChanged 272 SP:Iteration 7Q (32018.960000 sec): 3 clusters Score: Raw -1117347.750791 + Penalty 4402.350397 = -1112945.400394 nChanged 204 SP:Iteration 8Q (32019.190000 sec): 3 clusters Score: Raw -1117452.307761 + Penalty 4402.350397 = -1113049.957364 nChanged 165 SP:Iteration 9Q (32019.420000 sec): 3 clusters Score: Raw -1117524.592068 + Penalty 4402.350397 = -1113122.241671 nChanged 142 SP:Iteration 10Q (32019.590000 sec): 3 clusters Score: Raw -1117585.864333 + Penalty 4402.350397 = -1113183.513936 nChanged 130 SP:Iteration 11Q (32019.830000 sec): 3 clusters Score: Raw -1117627.544740 + Penalty 4402.350397 = -1113225.194343 nChanged 98 SP:Iteration 12Q (32020.030000 sec): 3 clusters Score: Raw -1117663.175497 + Penalty 4402.350397 = -1113260.825100 nChanged 116 SP:Iteration 13Q (32020.240000 sec): 3 clusters Score: Raw -1117704.562535 + Penalty 4402.350397 = -1113302.212139 nChanged 105 SP:Iteration 14Q (32020.480000 sec): 3 clusters Score: Raw -1117736.645924 + Penalty 4402.350397 = -1113334.295527 nChanged 81 SP:Iteration 15Q (32020.690000 sec): 3 clusters Score: Raw -1117759.238753 + Penalty 4402.350397 = -1113356.888357 nChanged 62 SP:Iteration 16Q (32020.920000 sec): 3 clusters Score: Raw -1117780.050639 + Penalty 4402.350397 = -1113377.700243 nChanged 71 SP:Iteration 17Q (32021.160000 sec): 3 clusters Score: Raw -1117801.170152 + Penalty 4402.350397 = -1113398.819756 nChanged 62 SP:Iteration 18Q (32021.360000 sec): 3 clusters Score: Raw -1117819.201591 + Penalty 4402.350397 = -1113416.851194 nChanged 53 SP:Iteration 19Q (32021.540000 sec): 3 clusters Score: Raw -1117832.435260 + Penalty 4402.350397 = -1113430.084863 nChanged 44 SP:Iteration 20F (32021.750000 sec): 3 clusters Score: Raw -1117844.076430 + Penalty 4402.350397 = -1113441.726033 nChanged 43 SP:Iteration 21Q (32021.990000 sec): 3 clusters Score: Raw -1117854.878692 + Penalty 4402.350397 = -1113452.528295 nChanged 46 SP:Iteration 22Q (32022.170000 sec): 3 clusters Score: Raw -1117866.764513 + Penalty 4402.350397 = -1113464.414116 nChanged 48 SP:Iteration 23Q (32022.390000 sec): 3 clusters Score: Raw -1117878.578260 + Penalty 4402.350397 = -1113476.227864 nChanged 48 SP:Iteration 24Q (32022.660000 sec): 3 clusters Score: Raw -1117890.773667 + Penalty 4402.350397 = -1113488.423271 nChanged 46 SP:Iteration 25Q (32022.840000 sec): 3 clusters Score: Raw -1117901.124333 + Penalty 4402.350397 = -1113498.773936 nChanged 42 SP:Iteration 26Q (32023.100000 sec): 3 clusters Score: Raw -1117913.508417 + Penalty 4402.350397 = -1113511.158020 nChanged 58 SP:Iteration 27Q (32023.280000 sec): 3 clusters Score: Raw -1117930.254136 + Penalty 4402.350397 = -1113527.903740 nChanged 59 SP:Iteration 28Q (32023.510000 sec): 3 clusters Score: Raw -1117947.225028 + Penalty 4402.350397 = -1113544.874632 nChanged 55 SP:Iteration 29Q (32023.700000 sec): 3 clusters Score: Raw -1117961.899913 + Penalty 4402.350397 = -1113559.549516 nChanged 47 SP:Iteration 30Q (32023.930000 sec): 3 clusters Score: Raw -1117974.371441 + Penalty 4402.350397 = -1113572.021044 nChanged 40 SP:Iteration 31Q (32024.150000 sec): 3 clusters Score: Raw -1117986.137652 + Penalty 4402.350397 = -1113583.787255 nChanged 48 SP:Iteration 32Q (32024.350000 sec): 3 clusters Score: Raw -1117997.390720 + Penalty 4402.350397 = -1113595.040324 nChanged 47 SP:Iteration 33Q (32024.630000 sec): 3 clusters Score: Raw -1118012.364227 + Penalty 4402.350397 = -1113610.013830 nChanged 54 SP:Iteration 34Q (32024.840000 sec): 3 clusters Score: Raw -1118028.068577 + Penalty 4402.350397 = -1113625.718180 nChanged 61 SP:Iteration 35Q (32025.030000 sec): 3 clusters Score: Raw -1118044.465227 + Penalty 4402.350397 = -1113642.114831 nChanged 67 SP:Iteration 36Q (32025.300000 sec): 3 clusters Score: Raw -1118062.761661 + Penalty 4402.350397 = -1113660.411264 nChanged 54 SP:Iteration 37Q (32025.460000 sec): 3 clusters Score: Raw -1118079.915242 + Penalty 4402.350397 = -1113677.564846 nChanged 75 SP:Iteration 38Q (32025.710000 sec): 3 clusters Score: Raw -1118110.586544 + Penalty 4402.350397 = -1113708.236147 nChanged 94 SP:Iteration 39Q (32025.980000 sec): 3 clusters Score: Raw -1118144.068791 + Penalty 4402.350397 = -1113741.718395 nChanged 90 SP:Iteration 40F (32026.160000 sec): 3 clusters Score: Raw -1118181.143916 + Penalty 4402.350397 = -1113778.793519 nChanged 108 SP:Iteration 41Q (32026.350000 sec): 3 clusters Score: Raw -1118228.463625 + Penalty 4402.350397 = -1113826.113229 nChanged 127 SP:Iteration 42Q (32026.560000 sec): 3 clusters Score: Raw -1118289.584099 + Penalty 4402.350397 = -1113887.233702 nChanged 128 SP:Iteration 43Q (32026.790000 sec): 3 clusters Score: Raw -1118354.095192 + Penalty 4402.350397 = -1113951.744795 nChanged 134 SP:Iteration 44Q (32027.030000 sec): 3 clusters Score: Raw -1118431.775756 + Penalty 4402.350397 = -1114029.425360 nChanged 157 SP:Iteration 45Q (32027.270000 sec): 3 clusters Score: Raw -1118520.532721 + Penalty 4402.350397 = -1114118.182324 nChanged 162 SP:Iteration 46Q (32027.520000 sec): 3 clusters Score: Raw -1118610.469164 + Penalty 4402.350397 = -1114208.118767 nChanged 158 SP:Iteration 47Q (32027.760000 sec): 3 clusters Score: Raw -1118707.706706 + Penalty 4402.350397 = -1114305.356310 nChanged 136 SP:Iteration 48Q (32027.950000 sec): 3 clusters Score: Raw -1118786.410016 + Penalty 4402.350397 = -1114384.059620 nChanged 120 SP:Iteration 49Q (32028.170000 sec): 3 clusters Score: Raw -1118862.679825 + Penalty 4402.350397 = -1114460.329428 nChanged 109 SP:Iteration 50Q (32028.410000 sec): 3 clusters Score: Raw -1118931.623898 + Penalty 4402.350397 = -1114529.273502 nChanged 94 SP:Iteration 51Q (32028.570000 sec): 3 clusters Score: Raw -1118993.510197 + Penalty 4402.350397 = -1114591.159800 nChanged 94 SP:Iteration 52Q (32028.770000 sec): 3 clusters Score: Raw -1119055.804306 + Penalty 4402.350397 = -1114653.453909 nChanged 72 SP:Iteration 53Q (32028.970000 sec): 3 clusters Score: Raw -1119092.349018 + Penalty 4402.350397 = -1114689.998622 nChanged 63 SP:Iteration 54Q (32029.170000 sec): 3 clusters Score: Raw -1119120.869367 + Penalty 4402.350397 = -1114718.518970 nChanged 56 SP:Iteration 55Q (32029.370000 sec): 3 clusters Score: Raw -1119141.050415 + Penalty 4402.350397 = -1114738.700019 nChanged 46 SP:Iteration 56Q (32029.620000 sec): 3 clusters Score: Raw -1119158.786243 + Penalty 4402.350397 = -1114756.435847 nChanged 34 SP:Iteration 57Q (32029.830000 sec): 3 clusters Score: Raw -1119173.975564 + Penalty 4402.350397 = -1114771.625167 nChanged 34 SP:Iteration 58Q (32030.030000 sec): 3 clusters Score: Raw -1119189.765049 + Penalty 4402.350397 = -1114787.414652 nChanged 37 SP:Iteration 59Q (32030.240000 sec): 3 clusters Score: Raw -1119203.936175 + Penalty 4402.350397 = -1114801.585778 nChanged 27 SP:Iteration 60F (32030.460000 sec): 3 clusters Score: Raw -1119213.304239 + Penalty 4402.350397 = -1114810.953843 nChanged 22 SP:Iteration 61Q (32030.680000 sec): 3 clusters Score: Raw -1119221.757899 + Penalty 4402.350397 = -1114819.407503 nChanged 29 SP:Iteration 62Q (32030.850000 sec): 3 clusters Score: Raw -1119232.882169 + Penalty 4402.350397 = -1114830.531772 nChanged 32 SP:Iteration 63Q (32031.050000 sec): 3 clusters Score: Raw -1119244.672684 + Penalty 4402.350397 = -1114842.322288 nChanged 20 SP:Iteration 64Q (32031.240000 sec): 3 clusters Score: Raw -1119251.500865 + Penalty 4402.350397 = -1114849.150468 nChanged 19 SP:Iteration 65Q (32031.510000 sec): 3 clusters Score: Raw -1119257.840641 + Penalty 4402.350397 = -1114855.490245 nChanged 21 SP:Iteration 66Q (32031.740000 sec): 3 clusters Score: Raw -1119263.767642 + Penalty 4402.350397 = -1114861.417245 nChanged 20 SP:Iteration 67Q (32031.930000 sec): 3 clusters Score: Raw -1119270.402372 + Penalty 4402.350397 = -1114868.051976 nChanged 30 SP:Iteration 68Q (32032.130000 sec): 3 clusters Score: Raw -1119281.072741 + Penalty 4402.350397 = -1114878.722344 nChanged 18 SP:Iteration 69Q (32032.380000 sec): 3 clusters Score: Raw -1119287.202935 + Penalty 4402.350397 = -1114884.852538 nChanged 14 SP:Iteration 70Q (32032.640000 sec): 3 clusters Score: Raw -1119291.052579 + Penalty 4402.350397 = -1114888.702183 nChanged 20 SP:Iteration 71Q (32032.850000 sec): 3 clusters Score: Raw -1119296.734244 + Penalty 4402.350397 = -1114894.383848 nChanged 13 SP:Iteration 72Q (32033.110000 sec): 3 clusters Score: Raw -1119300.639189 + Penalty 4402.350397 = -1114898.288793 nChanged 15 SP:Iteration 73Q (32033.310000 sec): 3 clusters Score: Raw -1119306.107082 + Penalty 4402.350397 = -1114903.756685 nChanged 11 SP:Iteration 74Q (32033.550000 sec): 3 clusters Score: Raw -1119310.152949 + Penalty 4402.350397 = -1114907.802553 nChanged 5 SP:Iteration 75Q (32033.760000 sec): 3 clusters Score: Raw -1119311.655850 + Penalty 4402.350397 = -1114909.305453 nChanged 3 SP:Iteration 76Q (32034.010000 sec): 3 clusters Score: Raw -1119312.339391 + Penalty 4402.350397 = -1114909.988995 nChanged 3 SP:Iteration 77Q (32034.190000 sec): 3 clusters Score: Raw -1119313.742154 + Penalty 4402.350397 = -1114911.391758 nChanged 3 SP:Iteration 78Q (32034.410000 sec): 3 clusters Score: Raw -1119314.873256 + Penalty 4402.350397 = -1114912.522860 nChanged 3 SP:Iteration 79Q (32034.640000 sec): 3 clusters Score: Raw -1119315.699364 + Penalty 4402.350397 = -1114913.348968 nChanged 5 SP:Iteration 80F (32034.880000 sec): 3 clusters Score: Raw -1119317.903906 + Penalty 4402.350397 = -1114915.553509 nChanged 4 SP:Iteration 81Q (32035.080000 sec): 3 clusters Score: Raw -1119319.877721 + Penalty 4402.350397 = -1114917.527324 nChanged 5 SP:Iteration 82Q (32035.340000 sec): 3 clusters Score: Raw -1119320.948187 + Penalty 4402.350397 = -1114918.597790 nChanged 6 SP:Iteration 83Q (32035.520000 sec): 3 clusters Score: Raw -1119323.318760 + Penalty 4402.350397 = -1114920.968364 nChanged 7 SP:Iteration 84Q (32035.710000 sec): 3 clusters Score: Raw -1119325.217122 + Penalty 4402.350397 = -1114922.866725 nChanged 5 SP:Iteration 85Q (32035.920000 sec): 3 clusters Score: Raw -1119326.104024 + Penalty 4402.350397 = -1114923.753628 nChanged 3 SP:Iteration 86Q (32036.150000 sec): 3 clusters Score: Raw -1119327.159418 + Penalty 4402.350397 = -1114924.809022 nChanged 2 SP:Iteration 87Q (32036.410000 sec): 3 clusters Score: Raw -1119327.914112 + Penalty 4402.350397 = -1114925.563715 nChanged 2 SP:Iteration 88Q (32036.610000 sec): 3 clusters Score: Raw -1119328.635088 + Penalty 4402.350397 = -1114926.284692 nChanged 2 SP:Iteration 89Q (32036.770000 sec): 3 clusters Score: Raw -1119329.131210 + Penalty 4402.350397 = -1114926.780813 nChanged 1 SP:Iteration 90Q (32037.000000 sec): 3 clusters Score: Raw -1119329.724380 + Penalty 4402.350397 = -1114927.373983 nChanged 1 SP:Iteration 91Q (32037.280000 sec): 3 clusters Score: Raw -1119329.850390 + Penalty 4402.350397 = -1114927.499994 nChanged 0 SP:Iteration 92F (32037.450000 sec): 3 clusters Score: Raw -1119329.850390 + Penalty 4402.350397 = -1114927.499994 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32037.730000 sec): 2 clusters Score: Raw -5143225.920109 + Penalty 2579.715502 = -5140646.204607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32038.060000 sec): 3 clusters Score: Raw -5123213.502750 + Penalty 5159.431005 = -5118054.071745 nChanged 14906 SP:Iteration 1F (32038.340000 sec): 3 clusters Score: Raw -5131308.866035 + Penalty 5159.431005 = -5126149.435030 nChanged 1500 SP:Iteration 2Q (32038.720000 sec): 3 clusters Score: Raw -5131818.844164 + Penalty 5159.431005 = -5126659.413160 nChanged 1480 SP:Iteration 3Q (32039.060000 sec): 3 clusters Score: Raw -5132388.215666 + Penalty 5159.431005 = -5127228.784661 nChanged 1531 SP:Iteration 4Q (32039.420000 sec): 3 clusters Score: Raw -5133106.349538 + Penalty 5159.431005 = -5127946.918533 nChanged 1814 SP:Iteration 5F (32039.750000 sec): 3 clusters Score: Raw -5134143.987189 + Penalty 5159.431005 = -5128984.556184 nChanged 2074 SP:Iteration 6F (32040.100000 sec): 3 clusters Score: Raw -5135559.644647 + Penalty 5159.431005 = -5130400.213642 nChanged 2299 SP:Iteration 7F (32040.430000 sec): 3 clusters Score: Raw -5137293.873946 + Penalty 5159.431005 = -5132134.442941 nChanged 2146 SP:Iteration 8F (32040.810000 sec): 3 clusters Score: Raw -5138986.745221 + Penalty 5159.431005 = -5133827.314216 nChanged 1779 SP:Iteration 9F (32041.180000 sec): 3 clusters Score: Raw -5140363.647906 + Penalty 5159.431005 = -5135204.216902 nChanged 1268 SP:Iteration 10Q (32041.490000 sec): 3 clusters Score: Raw -5141326.131922 + Penalty 5159.431005 = -5136166.700917 nChanged 900 SP:Iteration 11Q (32041.850000 sec): 3 clusters Score: Raw -5141980.315224 + Penalty 5159.431005 = -5136820.884219 nChanged 632 SP:Iteration 12Q (32042.190000 sec): 3 clusters Score: Raw -5142412.079346 + Penalty 5159.431005 = -5137252.648341 nChanged 436 SP:Iteration 13Q (32042.500000 sec): 3 clusters Score: Raw -5142691.232960 + Penalty 5159.431005 = -5137531.801955 nChanged 339 SP:Iteration 14Q (32042.850000 sec): 3 clusters Score: Raw -5142908.047813 + Penalty 5159.431005 = -5137748.616808 nChanged 238 SP:Iteration 15Q (32043.170000 sec): 3 clusters Score: Raw -5143085.635384 + Penalty 5159.431005 = -5137926.204379 nChanged 195 SP:Iteration 16Q (32043.510000 sec): 3 clusters Score: Raw -5143273.440699 + Penalty 5159.431005 = -5138114.009694 nChanged 165 SP:Iteration 17Q (32043.850000 sec): 3 clusters Score: Raw -5143464.558736 + Penalty 5159.431005 = -5138305.127731 nChanged 131 SP:Iteration 18Q (32044.180000 sec): 3 clusters Score: Raw -5143615.177534 + Penalty 5159.431005 = -5138455.746529 nChanged 115 SP:Iteration 19Q (32044.520000 sec): 3 clusters Score: Raw -5143715.591714 + Penalty 5159.431005 = -5138556.160709 nChanged 71 SP:Iteration 20F (32044.870000 sec): 3 clusters Score: Raw -5143764.555385 + Penalty 5159.431005 = -5138605.124381 nChanged 70 SP:Iteration 21Q (32045.220000 sec): 3 clusters Score: Raw -5143806.912771 + Penalty 5159.431005 = -5138647.481767 nChanged 65 SP:Iteration 22Q (32045.570000 sec): 3 clusters Score: Raw -5143840.671524 + Penalty 5159.431005 = -5138681.240519 nChanged 52 SP:Iteration 23Q (32045.900000 sec): 3 clusters Score: Raw -5143871.517384 + Penalty 5159.431005 = -5138712.086379 nChanged 54 SP:Iteration 24Q (32046.190000 sec): 3 clusters Score: Raw -5143896.288279 + Penalty 5159.431005 = -5138736.857275 nChanged 45 SP:Iteration 25Q (32046.540000 sec): 3 clusters Score: Raw -5143911.317470 + Penalty 5159.431005 = -5138751.886466 nChanged 30 SP:Iteration 26Q (32046.870000 sec): 3 clusters Score: Raw -5143924.630012 + Penalty 5159.431005 = -5138765.199007 nChanged 28 SP:Iteration 27Q (32047.200000 sec): 3 clusters Score: Raw -5143935.690919 + Penalty 5159.431005 = -5138776.259914 nChanged 26 SP:Iteration 28Q (32047.530000 sec): 3 clusters Score: Raw -5143944.582483 + Penalty 5159.431005 = -5138785.151478 nChanged 15 SP:Iteration 29Q (32047.850000 sec): 3 clusters Score: Raw -5143949.463110 + Penalty 5159.431005 = -5138790.032105 nChanged 9 SP:Iteration 30Q (32048.150000 sec): 3 clusters Score: Raw -5143952.187261 + Penalty 5159.431005 = -5138792.756256 nChanged 11 SP:Iteration 31Q (32048.460000 sec): 3 clusters Score: Raw -5143955.936173 + Penalty 5159.431005 = -5138796.505168 nChanged 13 SP:Iteration 32Q (32048.820000 sec): 3 clusters Score: Raw -5143959.170659 + Penalty 5159.431005 = -5138799.739655 nChanged 10 SP:Iteration 33Q (32049.130000 sec): 3 clusters Score: Raw -5143961.551666 + Penalty 5159.431005 = -5138802.120661 nChanged 7 SP:Iteration 34Q (32049.460000 sec): 3 clusters Score: Raw -5143963.926936 + Penalty 5159.431005 = -5138804.495931 nChanged 10 SP:Iteration 35Q (32049.790000 sec): 3 clusters Score: Raw -5143966.377861 + Penalty 5159.431005 = -5138806.946857 nChanged 7 SP:Iteration 36Q (32050.100000 sec): 3 clusters Score: Raw -5143967.731738 + Penalty 5159.431005 = -5138808.300733 nChanged 4 SP:Iteration 37Q (32050.430000 sec): 3 clusters Score: Raw -5143968.858068 + Penalty 5159.431005 = -5138809.427063 nChanged 3 SP:Iteration 38Q (32050.780000 sec): 3 clusters Score: Raw -5143969.439052 + Penalty 5159.431005 = -5138810.008047 nChanged 1 SP:Iteration 39Q (32051.090000 sec): 3 clusters Score: Raw -5143969.601436 + Penalty 5159.431005 = -5138810.170431 nChanged 0 SP:Iteration 40F (32051.470000 sec): 3 clusters Score: Raw -5143969.601436 + Penalty 5159.431005 = -5138810.170431 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32051.620000 sec): 2 clusters Score: Raw -28542.177458 + Penalty 1330.762052 = -27211.415406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32051.770000 sec): 3 clusters Score: Raw -28800.744024 + Penalty 2661.524103 = -26139.219920 nChanged 26 SP:Iteration 1F (32051.950000 sec): 3 clusters Score: Raw -28939.092533 + Penalty 2661.524103 = -26277.568430 nChanged 12 SP:Iteration 2F (32052.130000 sec): 3 clusters Score: Raw -29011.615868 + Penalty 2661.524103 = -26350.091765 nChanged 5 SP:Iteration 3Q (32052.330000 sec): 3 clusters Score: Raw -29052.190823 + Penalty 2661.524103 = -26390.666720 nChanged 5 SP:Iteration 4Q (32052.470000 sec): 3 clusters Score: Raw -29086.479230 + Penalty 2661.524103 = -26424.955126 nChanged 4 SP:Iteration 5Q (32052.670000 sec): 3 clusters Score: Raw -29119.610997 + Penalty 2661.524103 = -26458.086893 nChanged 2 SP:Iteration 6Q (32052.890000 sec): 3 clusters Score: Raw -29136.140103 + Penalty 2661.524103 = -26474.615999 nChanged 1 SP:Iteration 7Q (32053.050000 sec): 3 clusters Score: Raw -29145.964960 + Penalty 2661.524103 = -26484.440856 nChanged 0 SP:Iteration 8F (32053.240000 sec): 3 clusters Score: Raw -29145.964960 + Penalty 2661.524103 = -26484.440856 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32053.290000 sec): 2 clusters Score: Raw -50723.337237 + Penalty 1479.604391 = -49243.732845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32053.470000 sec): 3 clusters Score: Raw -51074.643376 + Penalty 2959.208783 = -48115.434594 nChanged 94 SP:Iteration 1F (32053.640000 sec): 3 clusters Score: Raw -51274.081797 + Penalty 2959.208783 = -48314.873015 nChanged 31 SP:Iteration 2F (32053.870000 sec): 3 clusters Score: Raw -51355.717623 + Penalty 2959.208783 = -48396.508840 nChanged 25 SP:Iteration 3F (32054.060000 sec): 3 clusters Score: Raw -51468.815382 + Penalty 2959.208783 = -48509.606599 nChanged 23 SP:Iteration 4F (32054.270000 sec): 3 clusters Score: Raw -51564.186100 + Penalty 2959.208783 = -48604.977317 nChanged 23 SP:Iteration 5F (32054.450000 sec): 3 clusters Score: Raw -51668.790248 + Penalty 2959.208783 = -48709.581465 nChanged 15 SP:Iteration 6Q (32054.670000 sec): 3 clusters Score: Raw -51706.837887 + Penalty 2959.208783 = -48747.629104 nChanged 8 SP:Iteration 7Q (32054.820000 sec): 3 clusters Score: Raw -51738.654987 + Penalty 2959.208783 = -48779.446205 nChanged 1 SP:Iteration 8Q (32055.010000 sec): 3 clusters Score: Raw -51743.332894 + Penalty 2959.208783 = -48784.124112 nChanged 1 SP:Iteration 9Q (32055.150000 sec): 3 clusters Score: Raw -51747.982703 + Penalty 2959.208783 = -48788.773921 nChanged 1 SP:Iteration 10Q (32055.290000 sec): 3 clusters Score: Raw -51748.753121 + Penalty 2959.208783 = -48789.544339 nChanged 0 SP:Iteration 11F (32055.500000 sec): 3 clusters Score: Raw -51748.753121 + Penalty 2959.208783 = -48789.544339 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (9465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32055.620000 sec): 2 clusters Score: Raw -1447654.495381 + Penalty 2270.528304 = -1445383.967077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32055.850000 sec): 3 clusters Score: Raw -1442638.260075 + Penalty 4541.056608 = -1438097.203467 nChanged 3860 SP:Iteration 1F (32056.070000 sec): 3 clusters Score: Raw -1444762.641067 + Penalty 4541.056608 = -1440221.584460 nChanged 591 SP:Iteration 2F (32056.320000 sec): 3 clusters Score: Raw -1445079.300244 + Penalty 4541.056608 = -1440538.243637 nChanged 536 SP:Iteration 3F (32056.550000 sec): 3 clusters Score: Raw -1445408.154463 + Penalty 4541.056608 = -1440867.097855 nChanged 518 SP:Iteration 4F (32056.800000 sec): 3 clusters Score: Raw -1445757.815848 + Penalty 4541.056608 = -1441216.759240 nChanged 552 SP:Iteration 5F (32057.010000 sec): 3 clusters Score: Raw -1446135.820269 + Penalty 4541.056608 = -1441594.763662 nChanged 486 SP:Iteration 6F (32057.240000 sec): 3 clusters Score: Raw -1446474.838490 + Penalty 4541.056608 = -1441933.781882 nChanged 457 SP:Iteration 7Q (32057.490000 sec): 3 clusters Score: Raw -1446826.070700 + Penalty 4541.056608 = -1442285.014093 nChanged 449 SP:Iteration 8Q (32057.750000 sec): 3 clusters Score: Raw -1447180.153539 + Penalty 4541.056608 = -1442639.096931 nChanged 383 SP:Iteration 9Q (32058.010000 sec): 3 clusters Score: Raw -1447469.391185 + Penalty 4541.056608 = -1442928.334577 nChanged 334 SP:Iteration 10Q (32058.250000 sec): 3 clusters Score: Raw -1447722.738362 + Penalty 4541.056608 = -1443181.681755 nChanged 286 SP:Iteration 11Q (32058.480000 sec): 3 clusters Score: Raw -1447917.544779 + Penalty 4541.056608 = -1443376.488172 nChanged 222 SP:Iteration 12Q (32058.710000 sec): 3 clusters Score: Raw -1448066.565136 + Penalty 4541.056608 = -1443525.508529 nChanged 163 SP:Iteration 13Q (32058.930000 sec): 3 clusters Score: Raw -1448180.256351 + Penalty 4541.056608 = -1443639.199743 nChanged 129 SP:Iteration 14Q (32059.150000 sec): 3 clusters Score: Raw -1448264.069541 + Penalty 4541.056608 = -1443723.012933 nChanged 94 SP:Iteration 15Q (32059.390000 sec): 3 clusters Score: Raw -1448325.793692 + Penalty 4541.056608 = -1443784.737085 nChanged 71 SP:Iteration 16Q (32059.630000 sec): 3 clusters Score: Raw -1448363.188360 + Penalty 4541.056608 = -1443822.131753 nChanged 53 SP:Iteration 17Q (32059.870000 sec): 3 clusters Score: Raw -1448394.796499 + Penalty 4541.056608 = -1443853.739891 nChanged 46 SP:Iteration 18Q (32060.100000 sec): 3 clusters Score: Raw -1448420.797922 + Penalty 4541.056608 = -1443879.741314 nChanged 34 SP:Iteration 19Q (32060.320000 sec): 3 clusters Score: Raw -1448436.575366 + Penalty 4541.056608 = -1443895.518759 nChanged 18 SP:Iteration 20F (32060.520000 sec): 3 clusters Score: Raw -1448445.103441 + Penalty 4541.056608 = -1443904.046833 nChanged 9 SP:Iteration 21Q (32060.770000 sec): 3 clusters Score: Raw -1448452.421829 + Penalty 4541.056608 = -1443911.365221 nChanged 18 SP:Iteration 22Q (32060.960000 sec): 3 clusters Score: Raw -1448464.825093 + Penalty 4541.056608 = -1443923.768486 nChanged 21 SP:Iteration 23Q (32061.190000 sec): 3 clusters Score: Raw -1448476.471097 + Penalty 4541.056608 = -1443935.414489 nChanged 19 SP:Iteration 24Q (32061.440000 sec): 3 clusters Score: Raw -1448486.417907 + Penalty 4541.056608 = -1443945.361300 nChanged 15 SP:Iteration 25Q (32061.670000 sec): 3 clusters Score: Raw -1448492.841422 + Penalty 4541.056608 = -1443951.784814 nChanged 11 SP:Iteration 26Q (32061.920000 sec): 3 clusters Score: Raw -1448499.399398 + Penalty 4541.056608 = -1443958.342791 nChanged 11 SP:Iteration 27Q (32062.150000 sec): 3 clusters Score: Raw -1448503.782576 + Penalty 4541.056608 = -1443962.725968 nChanged 6 SP:Iteration 28Q (32062.430000 sec): 3 clusters Score: Raw -1448506.278708 + Penalty 4541.056608 = -1443965.222101 nChanged 6 SP:Iteration 29Q (32062.640000 sec): 3 clusters Score: Raw -1448509.669231 + Penalty 4541.056608 = -1443968.612624 nChanged 3 SP:Iteration 30Q (32062.830000 sec): 3 clusters Score: Raw -1448511.461354 + Penalty 4541.056608 = -1443970.404747 nChanged 5 SP:Iteration 31Q (32063.050000 sec): 3 clusters Score: Raw -1448514.168028 + Penalty 4541.056608 = -1443973.111420 nChanged 7 SP:Iteration 32Q (32063.250000 sec): 3 clusters Score: Raw -1448518.732164 + Penalty 4541.056608 = -1443977.675556 nChanged 7 SP:Iteration 33Q (32063.500000 sec): 3 clusters Score: Raw -1448523.718207 + Penalty 4541.056608 = -1443982.661599 nChanged 5 SP:Iteration 34Q (32063.700000 sec): 3 clusters Score: Raw -1448525.708656 + Penalty 4541.056608 = -1443984.652048 nChanged 2 SP:Iteration 35Q (32063.940000 sec): 3 clusters Score: Raw -1448526.365431 + Penalty 4541.056608 = -1443985.308824 nChanged 1 SP:Iteration 36Q (32064.160000 sec): 3 clusters Score: Raw -1448526.618559 + Penalty 4541.056608 = -1443985.561952 nChanged 0 SP:Iteration 37F (32064.460000 sec): 3 clusters Score: Raw -1448526.618559 + Penalty 4541.056608 = -1443985.561952 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (43995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32064.720000 sec): 2 clusters Score: Raw -6989243.927699 + Penalty 2651.574155 = -6986592.353544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32065.170000 sec): 3 clusters Score: Raw -6962116.222569 + Penalty 5303.148310 = -6956813.074259 nChanged 20164 SP:Iteration 1F (32065.560000 sec): 3 clusters Score: Raw -6973144.030001 + Penalty 5303.148310 = -6967840.881691 nChanged 1998 SP:Iteration 2Q (32066.020000 sec): 3 clusters Score: Raw -6973814.864392 + Penalty 5303.148310 = -6968511.716082 nChanged 2064 SP:Iteration 3Q (32066.430000 sec): 3 clusters Score: Raw -6974620.379527 + Penalty 5303.148310 = -6969317.231218 nChanged 2279 SP:Iteration 4F (32066.820000 sec): 3 clusters Score: Raw -6975699.219649 + Penalty 5303.148310 = -6970396.071339 nChanged 2547 SP:Iteration 5F (32067.210000 sec): 3 clusters Score: Raw -6977202.741141 + Penalty 5303.148310 = -6971899.592831 nChanged 2893 SP:Iteration 6F (32067.640000 sec): 3 clusters Score: Raw -6979197.283294 + Penalty 5303.148310 = -6973894.134985 nChanged 3011 SP:Iteration 7F (32068.020000 sec): 3 clusters Score: Raw -6981506.052079 + Penalty 5303.148310 = -6976202.903769 nChanged 2722 SP:Iteration 8F (32068.460000 sec): 3 clusters Score: Raw -6983670.830475 + Penalty 5303.148310 = -6978367.682165 nChanged 2330 SP:Iteration 9F (32068.850000 sec): 3 clusters Score: Raw -6985596.677763 + Penalty 5303.148310 = -6980293.529453 nChanged 1730 SP:Iteration 10Q (32069.300000 sec): 3 clusters Score: Raw -6987094.097199 + Penalty 5303.148310 = -6981790.948889 nChanged 1138 SP:Iteration 11Q (32069.710000 sec): 3 clusters Score: Raw -6988208.836448 + Penalty 5303.148310 = -6982905.688138 nChanged 711 SP:Iteration 12Q (32070.160000 sec): 3 clusters Score: Raw -6988974.384832 + Penalty 5303.148310 = -6983671.236522 nChanged 442 SP:Iteration 13Q (32070.540000 sec): 3 clusters Score: Raw -6989444.612881 + Penalty 5303.148310 = -6984141.464571 nChanged 316 SP:Iteration 14Q (32070.900000 sec): 3 clusters Score: Raw -6989664.582102 + Penalty 5303.148310 = -6984361.433792 nChanged 218 SP:Iteration 15Q (32071.350000 sec): 3 clusters Score: Raw -6989784.996861 + Penalty 5303.148310 = -6984481.848551 nChanged 159 SP:Iteration 16Q (32071.720000 sec): 3 clusters Score: Raw -6989856.800837 + Penalty 5303.148310 = -6984553.652527 nChanged 111 SP:Iteration 17Q (32072.090000 sec): 3 clusters Score: Raw -6989897.575316 + Penalty 5303.148310 = -6984594.427006 nChanged 75 SP:Iteration 18Q (32072.430000 sec): 3 clusters Score: Raw -6989929.440096 + Penalty 5303.148310 = -6984626.291786 nChanged 61 SP:Iteration 19Q (32072.770000 sec): 3 clusters Score: Raw -6989953.084982 + Penalty 5303.148310 = -6984649.936672 nChanged 51 SP:Iteration 20F (32073.150000 sec): 3 clusters Score: Raw -6989969.027743 + Penalty 5303.148310 = -6984665.879433 nChanged 42 SP:Iteration 21Q (32073.510000 sec): 3 clusters Score: Raw -6989981.423753 + Penalty 5303.148310 = -6984678.275443 nChanged 26 SP:Iteration 22Q (32073.930000 sec): 3 clusters Score: Raw -6989986.513716 + Penalty 5303.148310 = -6984683.365406 nChanged 23 SP:Iteration 23Q (32074.270000 sec): 3 clusters Score: Raw -6989992.203094 + Penalty 5303.148310 = -6984689.054784 nChanged 17 SP:Iteration 24Q (32074.680000 sec): 3 clusters Score: Raw -6989998.026978 + Penalty 5303.148310 = -6984694.878668 nChanged 25 SP:Iteration 25Q (32075.070000 sec): 3 clusters Score: Raw -6990005.583303 + Penalty 5303.148310 = -6984702.434993 nChanged 19 SP:Iteration 26Q (32075.470000 sec): 3 clusters Score: Raw -6990011.398722 + Penalty 5303.148310 = -6984708.250412 nChanged 16 SP:Iteration 27Q (32075.880000 sec): 3 clusters Score: Raw -6990014.922870 + Penalty 5303.148310 = -6984711.774560 nChanged 13 SP:Iteration 28Q (32076.220000 sec): 3 clusters Score: Raw -6990019.212590 + Penalty 5303.148310 = -6984716.064280 nChanged 17 SP:Iteration 29Q (32076.600000 sec): 3 clusters Score: Raw -6990023.706267 + Penalty 5303.148310 = -6984720.557957 nChanged 14 SP:Iteration 30Q (32076.940000 sec): 3 clusters Score: Raw -6990027.198019 + Penalty 5303.148310 = -6984724.049709 nChanged 6 SP:Iteration 31Q (32077.340000 sec): 3 clusters Score: Raw -6990028.310336 + Penalty 5303.148310 = -6984725.162026 nChanged 4 SP:Iteration 32Q (32077.780000 sec): 3 clusters Score: Raw -6990029.311517 + Penalty 5303.148310 = -6984726.163207 nChanged 9 SP:Iteration 33Q (32078.130000 sec): 3 clusters Score: Raw -6990030.739309 + Penalty 5303.148310 = -6984727.591000 nChanged 6 SP:Iteration 34Q (32078.510000 sec): 3 clusters Score: Raw -6990031.828384 + Penalty 5303.148310 = -6984728.680074 nChanged 1 SP:Iteration 35Q (32078.930000 sec): 3 clusters Score: Raw -6990031.934760 + Penalty 5303.148310 = -6984728.786450 nChanged 0 SP:Iteration 36F (32079.310000 sec): 3 clusters Score: Raw -6990031.934760 + Penalty 5303.148310 = -6984728.786450 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32079.420000 sec): 2 clusters Score: Raw -161369.174358 + Penalty 1734.950007 = -159634.224351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32079.620000 sec): 3 clusters Score: Raw -161142.530107 + Penalty 3469.900014 = -157672.630094 nChanged 321 SP:Iteration 1F (32079.810000 sec): 3 clusters Score: Raw -161576.782382 + Penalty 3469.900014 = -158106.882369 nChanged 102 SP:Iteration 2F (32079.990000 sec): 3 clusters Score: Raw -161808.988673 + Penalty 3469.900014 = -158339.088659 nChanged 80 SP:Iteration 3F (32080.150000 sec): 3 clusters Score: Raw -162039.597315 + Penalty 3469.900014 = -158569.697302 nChanged 78 SP:Iteration 4F (32080.310000 sec): 3 clusters Score: Raw -162301.943887 + Penalty 3469.900014 = -158832.043874 nChanged 51 SP:Iteration 5Q (32080.490000 sec): 3 clusters Score: Raw -162486.994634 + Penalty 3469.900014 = -159017.094620 nChanged 45 SP:Iteration 6Q (32080.660000 sec): 3 clusters Score: Raw -162640.329601 + Penalty 3469.900014 = -159170.429587 nChanged 32 SP:Iteration 7Q (32080.840000 sec): 3 clusters Score: Raw -162697.868408 + Penalty 3469.900014 = -159227.968394 nChanged 18 SP:Iteration 8Q (32081.070000 sec): 3 clusters Score: Raw -162724.782218 + Penalty 3469.900014 = -159254.882204 nChanged 14 SP:Iteration 9Q (32081.250000 sec): 3 clusters Score: Raw -162745.969073 + Penalty 3469.900014 = -159276.069059 nChanged 8 SP:Iteration 10Q (32081.440000 sec): 3 clusters Score: Raw -162762.859721 + Penalty 3469.900014 = -159292.959708 nChanged 6 SP:Iteration 11Q (32081.620000 sec): 3 clusters Score: Raw -162774.270271 + Penalty 3469.900014 = -159304.370258 nChanged 2 SP:Iteration 12Q (32081.810000 sec): 3 clusters Score: Raw -162781.194080 + Penalty 3469.900014 = -159311.294067 nChanged 5 SP:Iteration 13Q (32081.970000 sec): 3 clusters Score: Raw -162793.513697 + Penalty 3469.900014 = -159323.613683 nChanged 1 SP:Iteration 14Q (32082.140000 sec): 3 clusters Score: Raw -162797.245922 + Penalty 3469.900014 = -159327.345908 nChanged 1 SP:Iteration 15Q (32082.340000 sec): 3 clusters Score: Raw -162798.027802 + Penalty 3469.900014 = -159328.127789 nChanged 1 SP:Iteration 16Q (32082.510000 sec): 3 clusters Score: Raw -162798.725891 + Penalty 3469.900014 = -159328.825877 nChanged 0 SP:Iteration 17F (32082.700000 sec): 3 clusters Score: Raw -162798.725891 + Penalty 3469.900014 = -159328.825877 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32082.830000 sec): 2 clusters Score: Raw -93100.811160 + Penalty 1601.278875 = -91499.532286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32082.990000 sec): 3 clusters Score: Raw -93046.400390 + Penalty 3202.557749 = -89843.842641 nChanged 134 SP:Iteration 1F (32083.170000 sec): 3 clusters Score: Raw -93264.460979 + Penalty 3202.557749 = -90061.903230 nChanged 39 SP:Iteration 2F (32083.360000 sec): 3 clusters Score: Raw -93356.215237 + Penalty 3202.557749 = -90153.657488 nChanged 16 SP:Iteration 3Q (32083.560000 sec): 3 clusters Score: Raw -93391.580284 + Penalty 3202.557749 = -90189.022534 nChanged 10 SP:Iteration 4Q (32083.760000 sec): 3 clusters Score: Raw -93418.025094 + Penalty 3202.557749 = -90215.467345 nChanged 14 SP:Iteration 5Q (32083.910000 sec): 3 clusters Score: Raw -93462.018699 + Penalty 3202.557749 = -90259.460950 nChanged 12 SP:Iteration 6Q (32084.090000 sec): 3 clusters Score: Raw -93490.996883 + Penalty 3202.557749 = -90288.439133 nChanged 9 SP:Iteration 7Q (32084.290000 sec): 3 clusters Score: Raw -93507.749463 + Penalty 3202.557749 = -90305.191713 nChanged 4 SP:Iteration 8Q (32084.480000 sec): 3 clusters Score: Raw -93513.553467 + Penalty 3202.557749 = -90310.995718 nChanged 2 SP:Iteration 9Q (32084.690000 sec): 3 clusters Score: Raw -93516.590283 + Penalty 3202.557749 = -90314.032534 nChanged 2 SP:Iteration 10Q (32084.830000 sec): 3 clusters Score: Raw -93519.167083 + Penalty 3202.557749 = -90316.609334 nChanged 2 SP:Iteration 11Q (32085.030000 sec): 3 clusters Score: Raw -93522.358153 + Penalty 3202.557749 = -90319.800404 nChanged 1 SP:Iteration 12Q (32085.230000 sec): 3 clusters Score: Raw -93525.239373 + Penalty 3202.557749 = -90322.681623 nChanged 2 SP:Iteration 13Q (32085.370000 sec): 3 clusters Score: Raw -93529.569534 + Penalty 3202.557749 = -90327.011785 nChanged 4 SP:Iteration 14Q (32085.580000 sec): 3 clusters Score: Raw -93539.694585 + Penalty 3202.557749 = -90337.136836 nChanged 5 SP:Iteration 15Q (32085.740000 sec): 3 clusters Score: Raw -93546.605623 + Penalty 3202.557749 = -90344.047874 nChanged 3 SP:Iteration 16Q (32085.970000 sec): 3 clusters Score: Raw -93554.638111 + Penalty 3202.557749 = -90352.080362 nChanged 5 SP:Iteration 17Q (32086.120000 sec): 3 clusters Score: Raw -93565.209849 + Penalty 3202.557749 = -90362.652099 nChanged 4 SP:Iteration 18Q (32086.340000 sec): 3 clusters Score: Raw -93571.443164 + Penalty 3202.557749 = -90368.885415 nChanged 2 SP:Iteration 19Q (32086.540000 sec): 3 clusters Score: Raw -93577.224144 + Penalty 3202.557749 = -90374.666395 nChanged 2 SP:Iteration 20F (32086.680000 sec): 3 clusters Score: Raw -93579.294111 + Penalty 3202.557749 = -90376.736362 nChanged 2 SP:Iteration 21Q (32086.830000 sec): 3 clusters Score: Raw -93581.157644 + Penalty 3202.557749 = -90378.599895 nChanged 0 SP:Iteration 22F (32087.040000 sec): 3 clusters Score: Raw -93581.157644 + Penalty 3202.557749 = -90378.599895 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32087.100000 sec): 2 clusters Score: Raw -32084.662670 + Penalty 1338.744350 = -30745.918320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32087.300000 sec): 3 clusters Score: Raw -32277.324469 + Penalty 2677.488700 = -29599.835769 nChanged 17 SP:Iteration 1F (32087.470000 sec): 3 clusters Score: Raw -32356.223527 + Penalty 2677.488700 = -29678.734827 nChanged 2 SP:Iteration 2Q (32087.590000 sec): 3 clusters Score: Raw -32368.329524 + Penalty 2677.488700 = -29690.840824 nChanged 0 SP:Iteration 3F (32087.780000 sec): 3 clusters Score: Raw -32368.329524 + Penalty 2677.488700 = -29690.840824 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (9022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32087.940000 sec): 2 clusters Score: Raw -1444204.754762 + Penalty 2258.640487 = -1441946.114275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32088.140000 sec): 3 clusters Score: Raw -1439431.581362 + Penalty 4517.280974 = -1434914.300388 nChanged 3687 SP:Iteration 1F (32088.390000 sec): 3 clusters Score: Raw -1441403.926426 + Penalty 4517.280974 = -1436886.645452 nChanged 618 SP:Iteration 2F (32088.590000 sec): 3 clusters Score: Raw -1441722.188016 + Penalty 4517.280974 = -1437204.907043 nChanged 503 SP:Iteration 3F (32088.830000 sec): 3 clusters Score: Raw -1441958.129426 + Penalty 4517.280974 = -1437440.848453 nChanged 386 SP:Iteration 4Q (32089.050000 sec): 3 clusters Score: Raw -1442141.987060 + Penalty 4517.280974 = -1437624.706086 nChanged 324 SP:Iteration 5Q (32089.280000 sec): 3 clusters Score: Raw -1442300.407765 + Penalty 4517.280974 = -1437783.126791 nChanged 269 SP:Iteration 6Q (32089.530000 sec): 3 clusters Score: Raw -1442422.216554 + Penalty 4517.280974 = -1437904.935580 nChanged 239 SP:Iteration 7Q (32089.790000 sec): 3 clusters Score: Raw -1442548.351024 + Penalty 4517.280974 = -1438031.070051 nChanged 259 SP:Iteration 8Q (32090.040000 sec): 3 clusters Score: Raw -1442695.587141 + Penalty 4517.280974 = -1438178.306167 nChanged 284 SP:Iteration 9Q (32090.250000 sec): 3 clusters Score: Raw -1442852.529759 + Penalty 4517.280974 = -1438335.248786 nChanged 309 SP:Iteration 10Q (32090.460000 sec): 3 clusters Score: Raw -1443045.180975 + Penalty 4517.280974 = -1438527.900002 nChanged 327 SP:Iteration 11Q (32090.700000 sec): 3 clusters Score: Raw -1443271.391907 + Penalty 4517.280974 = -1438754.110933 nChanged 328 SP:Iteration 12Q (32090.930000 sec): 3 clusters Score: Raw -1443514.805522 + Penalty 4517.280974 = -1438997.524549 nChanged 303 SP:Iteration 13Q (32091.180000 sec): 3 clusters Score: Raw -1443752.440407 + Penalty 4517.280974 = -1439235.159433 nChanged 264 SP:Iteration 14Q (32091.470000 sec): 3 clusters Score: Raw -1443965.073103 + Penalty 4517.280974 = -1439447.792129 nChanged 188 SP:Iteration 15Q (32091.690000 sec): 3 clusters Score: Raw -1444113.146644 + Penalty 4517.280974 = -1439595.865670 nChanged 137 SP:Iteration 16Q (32091.930000 sec): 3 clusters Score: Raw -1444224.887788 + Penalty 4517.280974 = -1439707.606815 nChanged 113 SP:Iteration 17Q (32092.160000 sec): 3 clusters Score: Raw -1444318.574727 + Penalty 4517.280974 = -1439801.293754 nChanged 66 SP:Iteration 18Q (32092.430000 sec): 3 clusters Score: Raw -1444370.477870 + Penalty 4517.280974 = -1439853.196897 nChanged 56 SP:Iteration 19Q (32092.670000 sec): 3 clusters Score: Raw -1444422.261863 + Penalty 4517.280974 = -1439904.980890 nChanged 40 SP:Iteration 20F (32092.920000 sec): 3 clusters Score: Raw -1444464.691749 + Penalty 4517.280974 = -1439947.410775 nChanged 39 SP:Iteration 21Q (32093.150000 sec): 3 clusters Score: Raw -1444503.073654 + Penalty 4517.280974 = -1439985.792681 nChanged 30 SP:Iteration 22Q (32093.440000 sec): 3 clusters Score: Raw -1444530.688962 + Penalty 4517.280974 = -1440013.407988 nChanged 17 SP:Iteration 23Q (32093.690000 sec): 3 clusters Score: Raw -1444545.327471 + Penalty 4517.280974 = -1440028.046498 nChanged 9 SP:Iteration 24Q (32093.920000 sec): 3 clusters Score: Raw -1444553.669570 + Penalty 4517.280974 = -1440036.388597 nChanged 8 SP:Iteration 25Q (32094.130000 sec): 3 clusters Score: Raw -1444562.196592 + Penalty 4517.280974 = -1440044.915618 nChanged 13 SP:Iteration 26Q (32094.330000 sec): 3 clusters Score: Raw -1444573.693655 + Penalty 4517.280974 = -1440056.412681 nChanged 7 SP:Iteration 27Q (32094.540000 sec): 3 clusters Score: Raw -1444580.884587 + Penalty 4517.280974 = -1440063.603614 nChanged 4 SP:Iteration 28Q (32094.760000 sec): 3 clusters Score: Raw -1444584.260312 + Penalty 4517.280974 = -1440066.979339 nChanged 2 SP:Iteration 29Q (32094.990000 sec): 3 clusters Score: Raw -1444585.554425 + Penalty 4517.280974 = -1440068.273451 nChanged 2 SP:Iteration 30Q (32095.270000 sec): 3 clusters Score: Raw -1444586.019687 + Penalty 4517.280974 = -1440068.738714 nChanged 1 SP:Iteration 31Q (32095.560000 sec): 3 clusters Score: Raw -1444587.101635 + Penalty 4517.280974 = -1440069.820662 nChanged 3 SP:Iteration 32Q (32095.750000 sec): 3 clusters Score: Raw -1444589.781773 + Penalty 4517.280974 = -1440072.500799 nChanged 1 SP:Iteration 33Q (32095.980000 sec): 3 clusters Score: Raw -1444590.801928 + Penalty 4517.280974 = -1440073.520955 nChanged 3 SP:Iteration 34Q (32096.240000 sec): 3 clusters Score: Raw -1444594.120738 + Penalty 4517.280974 = -1440076.839764 nChanged 4 SP:Iteration 35Q (32096.450000 sec): 3 clusters Score: Raw -1444598.801417 + Penalty 4517.280974 = -1440081.520444 nChanged 5 SP:Iteration 36Q (32096.690000 sec): 3 clusters Score: Raw -1444602.163189 + Penalty 4517.280974 = -1440084.882215 nChanged 3 SP:Iteration 37Q (32096.910000 sec): 3 clusters Score: Raw -1444606.070857 + Penalty 4517.280974 = -1440088.789883 nChanged 3 SP:Iteration 38Q (32097.120000 sec): 3 clusters Score: Raw -1444608.935635 + Penalty 4517.280974 = -1440091.654661 nChanged 2 SP:Iteration 39Q (32097.340000 sec): 3 clusters Score: Raw -1444610.217547 + Penalty 4517.280974 = -1440092.936573 nChanged 1 SP:Iteration 40F (32097.570000 sec): 3 clusters Score: Raw -1444611.487332 + Penalty 4517.280974 = -1440094.206358 nChanged 1 SP:Iteration 41Q (32097.770000 sec): 3 clusters Score: Raw -1444612.314318 + Penalty 4517.280974 = -1440095.033344 nChanged 1 SP:Iteration 42Q (32098.030000 sec): 3 clusters Score: Raw -1444613.246566 + Penalty 4517.280974 = -1440095.965593 nChanged 1 SP:Iteration 43Q (32098.210000 sec): 3 clusters Score: Raw -1444614.332104 + Penalty 4517.280974 = -1440097.051130 nChanged 1 SP:Iteration 44Q (32098.440000 sec): 3 clusters Score: Raw -1444615.489232 + Penalty 4517.280974 = -1440098.208258 nChanged 1 SP:Iteration 45Q (32098.690000 sec): 3 clusters Score: Raw -1444616.414085 + Penalty 4517.280974 = -1440099.133111 nChanged 3 SP:Iteration 46Q (32098.910000 sec): 3 clusters Score: Raw -1444619.507391 + Penalty 4517.280974 = -1440102.226417 nChanged 0 SP:Iteration 47F (32099.180000 sec): 3 clusters Score: Raw -1444619.507391 + Penalty 4517.280974 = -1440102.226417 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32099.280000 sec): 2 clusters Score: Raw -147689.858013 + Penalty 1715.345325 = -145974.512688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32099.480000 sec): 3 clusters Score: Raw -147476.294770 + Penalty 3430.690650 = -144045.604120 nChanged 251 SP:Iteration 1F (32099.640000 sec): 3 clusters Score: Raw -147818.356517 + Penalty 3430.690650 = -144387.665867 nChanged 62 SP:Iteration 2F (32099.820000 sec): 3 clusters Score: Raw -147931.375833 + Penalty 3430.690650 = -144500.685183 nChanged 43 SP:Iteration 3Q (32100.010000 sec): 3 clusters Score: Raw -147993.939344 + Penalty 3430.690650 = -144563.248694 nChanged 27 SP:Iteration 4Q (32100.160000 sec): 3 clusters Score: Raw -148053.541520 + Penalty 3430.690650 = -144622.850870 nChanged 27 SP:Iteration 5Q (32100.310000 sec): 3 clusters Score: Raw -148099.510783 + Penalty 3430.690650 = -144668.820133 nChanged 20 SP:Iteration 6Q (32100.510000 sec): 3 clusters Score: Raw -148130.442516 + Penalty 3430.690650 = -144699.751866 nChanged 13 SP:Iteration 7Q (32100.670000 sec): 3 clusters Score: Raw -148148.615298 + Penalty 3430.690650 = -144717.924648 nChanged 11 SP:Iteration 8Q (32100.850000 sec): 3 clusters Score: Raw -148162.336560 + Penalty 3430.690650 = -144731.645910 nChanged 9 SP:Iteration 9Q (32101.070000 sec): 3 clusters Score: Raw -148179.221028 + Penalty 3430.690650 = -144748.530378 nChanged 9 SP:Iteration 10Q (32101.230000 sec): 3 clusters Score: Raw -148194.070054 + Penalty 3430.690650 = -144763.379404 nChanged 15 SP:Iteration 11Q (32101.410000 sec): 3 clusters Score: Raw -148215.254623 + Penalty 3430.690650 = -144784.563973 nChanged 16 SP:Iteration 12Q (32101.640000 sec): 3 clusters Score: Raw -148239.564280 + Penalty 3430.690650 = -144808.873630 nChanged 13 SP:Iteration 13Q (32101.780000 sec): 3 clusters Score: Raw -148255.657969 + Penalty 3430.690650 = -144824.967319 nChanged 12 SP:Iteration 14Q (32102.000000 sec): 3 clusters Score: Raw -148269.782970 + Penalty 3430.690650 = -144839.092320 nChanged 11 SP:Iteration 15Q (32102.140000 sec): 3 clusters Score: Raw -148284.183917 + Penalty 3430.690650 = -144853.493267 nChanged 8 SP:Iteration 16Q (32102.300000 sec): 3 clusters Score: Raw -148296.338141 + Penalty 3430.690650 = -144865.647491 nChanged 5 SP:Iteration 17Q (32102.510000 sec): 3 clusters Score: Raw -148304.378013 + Penalty 3430.690650 = -144873.687363 nChanged 7 SP:Iteration 18Q (32102.700000 sec): 3 clusters Score: Raw -148314.668182 + Penalty 3430.690650 = -144883.977532 nChanged 8 SP:Iteration 19Q (32102.890000 sec): 3 clusters Score: Raw -148321.274411 + Penalty 3430.690650 = -144890.583761 nChanged 4 SP:Iteration 20F (32103.080000 sec): 3 clusters Score: Raw -148324.089884 + Penalty 3430.690650 = -144893.399234 nChanged 6 SP:Iteration 21Q (32103.250000 sec): 3 clusters Score: Raw -148334.198178 + Penalty 3430.690650 = -144903.507528 nChanged 3 SP:Iteration 22Q (32103.440000 sec): 3 clusters Score: Raw -148341.035902 + Penalty 3430.690650 = -144910.345251 nChanged 2 SP:Iteration 23Q (32103.650000 sec): 3 clusters Score: Raw -148344.498504 + Penalty 3430.690650 = -144913.807854 nChanged 2 SP:Iteration 24Q (32103.800000 sec): 3 clusters Score: Raw -148346.105205 + Penalty 3430.690650 = -144915.414555 nChanged 0 SP:Iteration 25F (32103.970000 sec): 3 clusters Score: Raw -148346.105205 + Penalty 3430.690650 = -144915.414555 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32104.070000 sec): 2 clusters Score: Raw -30518.171823 + Penalty 1333.069045 = -29185.102778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32104.290000 sec): 3 clusters Score: Raw -30743.323166 + Penalty 2666.138090 = -28077.185076 nChanged 16 SP:Iteration 1F (32104.500000 sec): 3 clusters Score: Raw -30807.666101 + Penalty 2666.138090 = -28141.528011 nChanged 3 SP:Iteration 2Q (32104.690000 sec): 3 clusters Score: Raw -30816.864525 + Penalty 2666.138090 = -28150.726435 nChanged 1 SP:Iteration 3Q (32104.850000 sec): 3 clusters Score: Raw -30818.071591 + Penalty 2666.138090 = -28151.933500 nChanged 0 SP:Iteration 4F (32105.010000 sec): 3 clusters Score: Raw -30818.071591 + Penalty 2666.138090 = -28151.933500 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32105.120000 sec): 2 clusters Score: Raw -33691.387521 + Penalty 1334.214544 = -32357.172977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32105.300000 sec): 3 clusters Score: Raw -33883.708082 + Penalty 2668.429087 = -31215.278995 nChanged 25 SP:Iteration 1F (32105.490000 sec): 3 clusters Score: Raw -34080.929636 + Penalty 2668.429087 = -31412.500549 nChanged 9 SP:Iteration 2Q (32105.660000 sec): 3 clusters Score: Raw -34157.662975 + Penalty 2668.429087 = -31489.233887 nChanged 5 SP:Iteration 3Q (32105.830000 sec): 3 clusters Score: Raw -34219.807058 + Penalty 2668.429087 = -31551.377971 nChanged 2 SP:Iteration 4Q (32106.010000 sec): 3 clusters Score: Raw -34231.293101 + Penalty 2668.429087 = -31562.864013 nChanged 2 SP:Iteration 5Q (32106.220000 sec): 3 clusters Score: Raw -34245.379254 + Penalty 2668.429087 = -31576.950166 nChanged 0 SP:Iteration 6F (32106.360000 sec): 3 clusters Score: Raw -34245.379254 + Penalty 2668.429087 = -31576.950166 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32106.510000 sec): 2 clusters Score: Raw -65481.229190 + Penalty 1510.644851 = -63970.584339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32106.680000 sec): 3 clusters Score: Raw -65567.084543 + Penalty 3021.289702 = -62545.794842 nChanged 77 SP:Iteration 1F (32106.860000 sec): 3 clusters Score: Raw -65739.809108 + Penalty 3021.289702 = -62718.519406 nChanged 18 SP:Iteration 2Q (32107.050000 sec): 3 clusters Score: Raw -65792.723000 + Penalty 3021.289702 = -62771.433299 nChanged 5 SP:Iteration 3Q (32107.270000 sec): 3 clusters Score: Raw -65807.681136 + Penalty 3021.289702 = -62786.391434 nChanged 2 SP:Iteration 4Q (32107.430000 sec): 3 clusters Score: Raw -65814.113373 + Penalty 3021.289702 = -62792.823671 nChanged 3 SP:Iteration 5Q (32107.640000 sec): 3 clusters Score: Raw -65820.511774 + Penalty 3021.289702 = -62799.222072 nChanged 4 SP:Iteration 6Q (32107.840000 sec): 3 clusters Score: Raw -65832.390348 + Penalty 3021.289702 = -62811.100646 nChanged 4 SP:Iteration 7Q (32108.020000 sec): 3 clusters Score: Raw -65845.462051 + Penalty 3021.289702 = -62824.172349 nChanged 4 SP:Iteration 8Q (32108.230000 sec): 3 clusters Score: Raw -65855.530584 + Penalty 3021.289702 = -62834.240883 nChanged 4 SP:Iteration 9Q (32108.410000 sec): 3 clusters Score: Raw -65864.832871 + Penalty 3021.289702 = -62843.543170 nChanged 2 SP:Iteration 10Q (32108.600000 sec): 3 clusters Score: Raw -65869.470848 + Penalty 3021.289702 = -62848.181146 nChanged 2 SP:Iteration 11Q (32108.780000 sec): 3 clusters Score: Raw -65873.980940 + Penalty 3021.289702 = -62852.691239 nChanged 1 SP:Iteration 12Q (32108.970000 sec): 3 clusters Score: Raw -65881.369918 + Penalty 3021.289702 = -62860.080216 nChanged 1 SP:Iteration 13Q (32109.130000 sec): 3 clusters Score: Raw -65894.198850 + Penalty 3021.289702 = -62872.909149 nChanged 2 SP:Iteration 14Q (32109.310000 sec): 3 clusters Score: Raw -65897.022781 + Penalty 3021.289702 = -62875.733080 nChanged 0 SP:Iteration 15F (32109.470000 sec): 3 clusters Score: Raw -65897.022781 + Penalty 3021.289702 = -62875.733080 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32109.580000 sec): 2 clusters Score: Raw -95516.482038 + Penalty 1609.322823 = -93907.159215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32109.800000 sec): 3 clusters Score: Raw -95578.332336 + Penalty 3218.645646 = -92359.686690 nChanged 152 SP:Iteration 1F (32109.980000 sec): 3 clusters Score: Raw -96065.489684 + Penalty 3218.645646 = -92846.844038 nChanged 59 SP:Iteration 2F (32110.170000 sec): 3 clusters Score: Raw -96295.905273 + Penalty 3218.645646 = -93077.259627 nChanged 53 SP:Iteration 3F (32110.400000 sec): 3 clusters Score: Raw -96442.254435 + Penalty 3218.645646 = -93223.608789 nChanged 33 SP:Iteration 4F (32110.560000 sec): 3 clusters Score: Raw -96566.938775 + Penalty 3218.645646 = -93348.293129 nChanged 27 SP:Iteration 5Q (32110.740000 sec): 3 clusters Score: Raw -96702.541191 + Penalty 3218.645646 = -93483.895545 nChanged 25 SP:Iteration 6Q (32110.910000 sec): 3 clusters Score: Raw -96787.972948 + Penalty 3218.645646 = -93569.327302 nChanged 18 SP:Iteration 7Q (32111.090000 sec): 3 clusters Score: Raw -96858.272475 + Penalty 3218.645646 = -93639.626829 nChanged 13 SP:Iteration 8Q (32111.240000 sec): 3 clusters Score: Raw -96897.840178 + Penalty 3218.645646 = -93679.194532 nChanged 9 SP:Iteration 9Q (32111.440000 sec): 3 clusters Score: Raw -96931.554743 + Penalty 3218.645646 = -93712.909097 nChanged 5 SP:Iteration 10Q (32111.620000 sec): 3 clusters Score: Raw -96967.768429 + Penalty 3218.645646 = -93749.122783 nChanged 9 SP:Iteration 11Q (32111.780000 sec): 3 clusters Score: Raw -97042.147646 + Penalty 3218.645646 = -93823.502001 nChanged 9 SP:Iteration 12Q (32111.930000 sec): 3 clusters Score: Raw -97090.842207 + Penalty 3218.645646 = -93872.196561 nChanged 10 SP:Iteration 13Q (32112.120000 sec): 3 clusters Score: Raw -97118.395136 + Penalty 3218.645646 = -93899.749490 nChanged 8 SP:Iteration 14Q (32112.270000 sec): 3 clusters Score: Raw -97142.489480 + Penalty 3218.645646 = -93923.843834 nChanged 16 SP:Iteration 15Q (32112.470000 sec): 3 clusters Score: Raw -97199.857279 + Penalty 3218.645646 = -93981.211633 nChanged 16 SP:Iteration 16Q (32112.630000 sec): 3 clusters Score: Raw -97288.140242 + Penalty 3218.645646 = -94069.494596 nChanged 7 SP:Iteration 17Q (32112.820000 sec): 3 clusters Score: Raw -97306.976647 + Penalty 3218.645646 = -94088.331001 nChanged 8 SP:Iteration 18Q (32112.990000 sec): 3 clusters Score: Raw -97339.744203 + Penalty 3218.645646 = -94121.098558 nChanged 9 SP:Iteration 19Q (32113.170000 sec): 3 clusters Score: Raw -97367.489022 + Penalty 3218.645646 = -94148.843376 nChanged 5 SP:Iteration 20F (32113.350000 sec): 3 clusters Score: Raw -97380.352032 + Penalty 3218.645646 = -94161.706386 nChanged 4 SP:Iteration 21Q (32113.560000 sec): 3 clusters Score: Raw -97390.466669 + Penalty 3218.645646 = -94171.821023 nChanged 2 SP:Iteration 22Q (32113.720000 sec): 3 clusters Score: Raw -97398.310541 + Penalty 3218.645646 = -94179.664895 nChanged 0 SP:Iteration 23F (32113.870000 sec): 3 clusters Score: Raw -97398.310541 + Penalty 3218.645646 = -94179.664895 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32113.980000 sec): 2 clusters Score: Raw -44525.697712 + Penalty 1401.817317 = -43123.880395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32114.170000 sec): 3 clusters Score: Raw -44701.658632 + Penalty 2803.634633 = -41898.023999 nChanged 34 SP:Iteration 1F (32114.360000 sec): 3 clusters Score: Raw -44795.149943 + Penalty 2803.634633 = -41991.515310 nChanged 3 SP:Iteration 2Q (32114.520000 sec): 3 clusters Score: Raw -44814.285511 + Penalty 2803.634633 = -42010.650878 nChanged 2 SP:Iteration 3Q (32114.700000 sec): 3 clusters Score: Raw -44821.985782 + Penalty 2803.634633 = -42018.351148 nChanged 1 SP:Iteration 4Q (32114.860000 sec): 3 clusters Score: Raw -44828.134958 + Penalty 2803.634633 = -42024.500325 nChanged 1 SP:Iteration 5Q (32115.020000 sec): 3 clusters Score: Raw -44830.678595 + Penalty 2803.634633 = -42027.043961 nChanged 0 SP:Iteration 6F (32115.200000 sec): 3 clusters Score: Raw -44830.678595 + Penalty 2803.634633 = -42027.043961 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32115.320000 sec): 2 clusters Score: Raw -39085.269798 + Penalty 1358.162961 = -37727.106837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32115.500000 sec): 3 clusters Score: Raw -39276.980828 + Penalty 2716.325922 = -36560.654906 nChanged 20 SP:Iteration 1F (32115.670000 sec): 3 clusters Score: Raw -39350.900229 + Penalty 2716.325922 = -36634.574307 nChanged 7 SP:Iteration 2Q (32115.860000 sec): 3 clusters Score: Raw -39382.782987 + Penalty 2716.325922 = -36666.457065 nChanged 4 SP:Iteration 3Q (32116.000000 sec): 3 clusters Score: Raw -39408.707815 + Penalty 2716.325922 = -36692.381894 nChanged 1 SP:Iteration 4Q (32116.210000 sec): 3 clusters Score: Raw -39413.859990 + Penalty 2716.325922 = -36697.534069 nChanged 1 SP:Iteration 5Q (32116.350000 sec): 3 clusters Score: Raw -39420.176136 + Penalty 2716.325922 = -36703.850215 nChanged 0 SP:Iteration 6F (32116.550000 sec): 3 clusters Score: Raw -39420.176136 + Penalty 2716.325922 = -36703.850215 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32116.660000 sec): 2 clusters Score: Raw -36143.237283 + Penalty 1386.564771 = -34756.672512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32116.840000 sec): 3 clusters Score: Raw -36326.193477 + Penalty 2773.129542 = -33553.063935 nChanged 39 SP:Iteration 1F (32117.000000 sec): 3 clusters Score: Raw -36448.569610 + Penalty 2773.129542 = -33675.440068 nChanged 9 SP:Iteration 2Q (32117.150000 sec): 3 clusters Score: Raw -36493.620155 + Penalty 2773.129542 = -33720.490613 nChanged 5 SP:Iteration 3Q (32117.340000 sec): 3 clusters Score: Raw -36508.788206 + Penalty 2773.129542 = -33735.658664 nChanged 2 SP:Iteration 4Q (32117.470000 sec): 3 clusters Score: Raw -36514.761196 + Penalty 2773.129542 = -33741.631654 nChanged 5 SP:Iteration 5Q (32117.620000 sec): 3 clusters Score: Raw -36540.248901 + Penalty 2773.129542 = -33767.119359 nChanged 2 SP:Iteration 6Q (32117.850000 sec): 3 clusters Score: Raw -36549.448538 + Penalty 2773.129542 = -33776.318996 nChanged 1 SP:Iteration 7Q (32118.000000 sec): 3 clusters Score: Raw -36552.809327 + Penalty 2773.129542 = -33779.679784 nChanged 1 SP:Iteration 8Q (32118.150000 sec): 3 clusters Score: Raw -36556.905293 + Penalty 2773.129542 = -33783.775751 nChanged 1 SP:Iteration 9Q (32118.340000 sec): 3 clusters Score: Raw -36559.768611 + Penalty 2773.129542 = -33786.639068 nChanged 0 SP:Iteration 10F (32118.480000 sec): 3 clusters Score: Raw -36559.768611 + Penalty 2773.129542 = -33786.639068 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32118.580000 sec): 2 clusters Score: Raw -11477.067377 + Penalty 1134.528323 = -10342.539054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32118.730000 sec): 3 clusters Score: Raw -11876.875607 + Penalty 2269.056645 = -9607.818961 nChanged 3 SP:Iteration 1Q (32118.880000 sec): 3 clusters Score: Raw -11909.802181 + Penalty 2269.056645 = -9640.745536 nChanged 1 SP:Iteration 2Q (32119.070000 sec): 3 clusters Score: Raw -11917.015393 + Penalty 2269.056645 = -9647.958748 nChanged 0 SP:Iteration 3F (32119.210000 sec): 3 clusters Score: Raw -11917.015393 + Penalty 2269.056645 = -9647.958748 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (14892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32119.360000 sec): 2 clusters Score: Raw -2266933.734526 + Penalty 2382.927700 = -2264550.806826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32119.630000 sec): 3 clusters Score: Raw -2258564.924518 + Penalty 4765.855400 = -2253799.069119 nChanged 6436 SP:Iteration 1F (32119.900000 sec): 3 clusters Score: Raw -2262246.862176 + Penalty 4765.855400 = -2257481.006776 nChanged 1112 SP:Iteration 2F (32120.180000 sec): 3 clusters Score: Raw -2262911.776871 + Penalty 4765.855400 = -2258145.921471 nChanged 994 SP:Iteration 3F (32120.410000 sec): 3 clusters Score: Raw -2263490.125606 + Penalty 4765.855400 = -2258724.270206 nChanged 964 SP:Iteration 4F (32120.700000 sec): 3 clusters Score: Raw -2264160.206401 + Penalty 4765.855400 = -2259394.351002 nChanged 981 SP:Iteration 5F (32120.970000 sec): 3 clusters Score: Raw -2264896.710002 + Penalty 4765.855400 = -2260130.854603 nChanged 1017 SP:Iteration 6F (32121.220000 sec): 3 clusters Score: Raw -2265661.187830 + Penalty 4765.855400 = -2260895.332430 nChanged 886 SP:Iteration 7F (32121.480000 sec): 3 clusters Score: Raw -2266313.683755 + Penalty 4765.855400 = -2261547.828356 nChanged 772 SP:Iteration 8F (32121.720000 sec): 3 clusters Score: Raw -2266842.443876 + Penalty 4765.855400 = -2262076.588477 nChanged 580 SP:Iteration 9Q (32122.020000 sec): 3 clusters Score: Raw -2267244.961290 + Penalty 4765.855400 = -2262479.105890 nChanged 516 SP:Iteration 10Q (32122.300000 sec): 3 clusters Score: Raw -2267612.648563 + Penalty 4765.855400 = -2262846.793164 nChanged 431 SP:Iteration 11Q (32122.570000 sec): 3 clusters Score: Raw -2267901.729504 + Penalty 4765.855400 = -2263135.874104 nChanged 345 SP:Iteration 12Q (32122.850000 sec): 3 clusters Score: Raw -2268145.908917 + Penalty 4765.855400 = -2263380.053517 nChanged 291 SP:Iteration 13Q (32123.100000 sec): 3 clusters Score: Raw -2268344.742261 + Penalty 4765.855400 = -2263578.886862 nChanged 238 SP:Iteration 14Q (32123.420000 sec): 3 clusters Score: Raw -2268497.938493 + Penalty 4765.855400 = -2263732.083093 nChanged 183 SP:Iteration 15Q (32123.690000 sec): 3 clusters Score: Raw -2268609.980588 + Penalty 4765.855400 = -2263844.125189 nChanged 134 SP:Iteration 16Q (32124.000000 sec): 3 clusters Score: Raw -2268691.291515 + Penalty 4765.855400 = -2263925.436116 nChanged 96 SP:Iteration 17Q (32124.270000 sec): 3 clusters Score: Raw -2268746.836983 + Penalty 4765.855400 = -2263980.981583 nChanged 70 SP:Iteration 18Q (32124.490000 sec): 3 clusters Score: Raw -2268787.487942 + Penalty 4765.855400 = -2264021.632542 nChanged 59 SP:Iteration 19Q (32124.770000 sec): 3 clusters Score: Raw -2268821.713994 + Penalty 4765.855400 = -2264055.858594 nChanged 45 SP:Iteration 20F (32125.020000 sec): 3 clusters Score: Raw -2268846.367777 + Penalty 4765.855400 = -2264080.512378 nChanged 28 SP:Iteration 21Q (32125.280000 sec): 3 clusters Score: Raw -2268859.566632 + Penalty 4765.855400 = -2264093.711232 nChanged 20 SP:Iteration 22Q (32125.560000 sec): 3 clusters Score: Raw -2268869.327761 + Penalty 4765.855400 = -2264103.472361 nChanged 16 SP:Iteration 23Q (32125.780000 sec): 3 clusters Score: Raw -2268876.715238 + Penalty 4765.855400 = -2264110.859839 nChanged 12 SP:Iteration 24Q (32126.020000 sec): 3 clusters Score: Raw -2268882.343562 + Penalty 4765.855400 = -2264116.488162 nChanged 13 SP:Iteration 25Q (32126.320000 sec): 3 clusters Score: Raw -2268887.471124 + Penalty 4765.855400 = -2264121.615724 nChanged 8 SP:Iteration 26Q (32126.570000 sec): 3 clusters Score: Raw -2268891.782070 + Penalty 4765.855400 = -2264125.926670 nChanged 10 SP:Iteration 27Q (32126.790000 sec): 3 clusters Score: Raw -2268895.581690 + Penalty 4765.855400 = -2264129.726291 nChanged 1 SP:Iteration 28Q (32127.030000 sec): 3 clusters Score: Raw -2268895.949105 + Penalty 4765.855400 = -2264130.093705 nChanged 1 SP:Iteration 29Q (32127.300000 sec): 3 clusters Score: Raw -2268896.569074 + Penalty 4765.855400 = -2264130.713675 nChanged 0 SP:Iteration 30F (32127.570000 sec): 3 clusters Score: Raw -2268896.569074 + Penalty 4765.855400 = -2264130.713675 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32127.700000 sec): 2 clusters Score: Raw -449517.678293 + Penalty 1985.413768 = -447532.264524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32127.880000 sec): 3 clusters Score: Raw -448241.843578 + Penalty 3970.827537 = -444271.016041 nChanged 1018 SP:Iteration 1F (32128.090000 sec): 3 clusters Score: Raw -448883.983449 + Penalty 3970.827537 = -444913.155913 nChanged 236 SP:Iteration 2F (32128.260000 sec): 3 clusters Score: Raw -449077.991811 + Penalty 3970.827537 = -445107.164274 nChanged 174 SP:Iteration 3F (32128.480000 sec): 3 clusters Score: Raw -449225.291119 + Penalty 3970.827537 = -445254.463582 nChanged 130 SP:Iteration 4Q (32128.630000 sec): 3 clusters Score: Raw -449339.437946 + Penalty 3970.827537 = -445368.610410 nChanged 119 SP:Iteration 5Q (32128.850000 sec): 3 clusters Score: Raw -449461.129331 + Penalty 3970.827537 = -445490.301795 nChanged 136 SP:Iteration 6Q (32129.050000 sec): 3 clusters Score: Raw -449580.055555 + Penalty 3970.827537 = -445609.228018 nChanged 119 SP:Iteration 7Q (32129.260000 sec): 3 clusters Score: Raw -449693.409552 + Penalty 3970.827537 = -445722.582015 nChanged 112 SP:Iteration 8Q (32129.470000 sec): 3 clusters Score: Raw -449793.189187 + Penalty 3970.827537 = -445822.361650 nChanged 94 SP:Iteration 9Q (32129.680000 sec): 3 clusters Score: Raw -449866.117215 + Penalty 3970.827537 = -445895.289678 nChanged 77 SP:Iteration 10Q (32129.870000 sec): 3 clusters Score: Raw -449932.072336 + Penalty 3970.827537 = -445961.244799 nChanged 72 SP:Iteration 11Q (32130.070000 sec): 3 clusters Score: Raw -449991.760216 + Penalty 3970.827537 = -446020.932680 nChanged 65 SP:Iteration 12Q (32130.250000 sec): 3 clusters Score: Raw -450047.571767 + Penalty 3970.827537 = -446076.744230 nChanged 57 SP:Iteration 13Q (32130.430000 sec): 3 clusters Score: Raw -450099.001174 + Penalty 3970.827537 = -446128.173637 nChanged 52 SP:Iteration 14Q (32130.630000 sec): 3 clusters Score: Raw -450157.293139 + Penalty 3970.827537 = -446186.465602 nChanged 41 SP:Iteration 15Q (32130.810000 sec): 3 clusters Score: Raw -450188.464064 + Penalty 3970.827537 = -446217.636528 nChanged 27 SP:Iteration 16Q (32131.020000 sec): 3 clusters Score: Raw -450208.600902 + Penalty 3970.827537 = -446237.773365 nChanged 25 SP:Iteration 17Q (32131.230000 sec): 3 clusters Score: Raw -450226.124464 + Penalty 3970.827537 = -446255.296927 nChanged 17 SP:Iteration 18Q (32131.450000 sec): 3 clusters Score: Raw -450237.814249 + Penalty 3970.827537 = -446266.986712 nChanged 24 SP:Iteration 19Q (32131.650000 sec): 3 clusters Score: Raw -450254.633243 + Penalty 3970.827537 = -446283.805706 nChanged 22 SP:Iteration 20F (32131.890000 sec): 3 clusters Score: Raw -450270.123787 + Penalty 3970.827537 = -446299.296250 nChanged 18 SP:Iteration 21Q (32132.100000 sec): 3 clusters Score: Raw -450279.766915 + Penalty 3970.827537 = -446308.939378 nChanged 15 SP:Iteration 22Q (32132.330000 sec): 3 clusters Score: Raw -450290.816166 + Penalty 3970.827537 = -446319.988629 nChanged 19 SP:Iteration 23Q (32132.490000 sec): 3 clusters Score: Raw -450304.545209 + Penalty 3970.827537 = -446333.717672 nChanged 22 SP:Iteration 24Q (32132.670000 sec): 3 clusters Score: Raw -450319.398154 + Penalty 3970.827537 = -446348.570618 nChanged 15 SP:Iteration 25Q (32132.870000 sec): 3 clusters Score: Raw -450327.908312 + Penalty 3970.827537 = -446357.080775 nChanged 14 SP:Iteration 26Q (32133.040000 sec): 3 clusters Score: Raw -450336.894266 + Penalty 3970.827537 = -446366.066729 nChanged 15 SP:Iteration 27Q (32133.250000 sec): 3 clusters Score: Raw -450347.815335 + Penalty 3970.827537 = -446376.987798 nChanged 15 SP:Iteration 28Q (32133.410000 sec): 3 clusters Score: Raw -450356.586940 + Penalty 3970.827537 = -446385.759404 nChanged 15 SP:Iteration 29Q (32133.610000 sec): 3 clusters Score: Raw -450365.277594 + Penalty 3970.827537 = -446394.450057 nChanged 9 SP:Iteration 30Q (32133.850000 sec): 3 clusters Score: Raw -450373.162024 + Penalty 3970.827537 = -446402.334487 nChanged 8 SP:Iteration 31Q (32134.020000 sec): 3 clusters Score: Raw -450378.613872 + Penalty 3970.827537 = -446407.786335 nChanged 9 SP:Iteration 32Q (32134.240000 sec): 3 clusters Score: Raw -450383.701396 + Penalty 3970.827537 = -446412.873859 nChanged 3 SP:Iteration 33Q (32134.440000 sec): 3 clusters Score: Raw -450384.796617 + Penalty 3970.827537 = -446413.969080 nChanged 1 SP:Iteration 34Q (32134.610000 sec): 3 clusters Score: Raw -450385.022778 + Penalty 3970.827537 = -446414.195242 nChanged 0 SP:Iteration 35F (32134.790000 sec): 3 clusters Score: Raw -450385.022778 + Penalty 3970.827537 = -446414.195242 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (9163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32134.910000 sec): 2 clusters Score: Raw -1449913.203369 + Penalty 2262.486371 = -1447650.716998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32135.130000 sec): 3 clusters Score: Raw -1445049.559156 + Penalty 4524.972742 = -1440524.586415 nChanged 3778 SP:Iteration 1F (32135.370000 sec): 3 clusters Score: Raw -1447078.003542 + Penalty 4524.972742 = -1442553.030800 nChanged 637 SP:Iteration 2F (32135.620000 sec): 3 clusters Score: Raw -1447404.635556 + Penalty 4524.972742 = -1442879.662814 nChanged 472 SP:Iteration 3F (32135.800000 sec): 3 clusters Score: Raw -1447630.870057 + Penalty 4524.972742 = -1443105.897315 nChanged 408 SP:Iteration 4Q (32136.010000 sec): 3 clusters Score: Raw -1447807.412703 + Penalty 4524.972742 = -1443282.439962 nChanged 317 SP:Iteration 5Q (32136.270000 sec): 3 clusters Score: Raw -1447942.790621 + Penalty 4524.972742 = -1443417.817879 nChanged 263 SP:Iteration 6Q (32136.460000 sec): 3 clusters Score: Raw -1448048.675102 + Penalty 4524.972742 = -1443523.702361 nChanged 258 SP:Iteration 7Q (32136.740000 sec): 3 clusters Score: Raw -1448149.815201 + Penalty 4524.972742 = -1443624.842459 nChanged 264 SP:Iteration 8Q (32136.940000 sec): 3 clusters Score: Raw -1448258.078620 + Penalty 4524.972742 = -1443733.105878 nChanged 270 SP:Iteration 9Q (32137.170000 sec): 3 clusters Score: Raw -1448375.765249 + Penalty 4524.972742 = -1443850.792507 nChanged 292 SP:Iteration 10Q (32137.440000 sec): 3 clusters Score: Raw -1448513.228971 + Penalty 4524.972742 = -1443988.256229 nChanged 313 SP:Iteration 11Q (32137.680000 sec): 3 clusters Score: Raw -1448672.327560 + Penalty 4524.972742 = -1444147.354818 nChanged 317 SP:Iteration 12Q (32137.960000 sec): 3 clusters Score: Raw -1448823.934033 + Penalty 4524.972742 = -1444298.961291 nChanged 303 SP:Iteration 13Q (32138.140000 sec): 3 clusters Score: Raw -1448980.357676 + Penalty 4524.972742 = -1444455.384934 nChanged 299 SP:Iteration 14Q (32138.420000 sec): 3 clusters Score: Raw -1449136.409688 + Penalty 4524.972742 = -1444611.436946 nChanged 252 SP:Iteration 15Q (32138.640000 sec): 3 clusters Score: Raw -1449262.114828 + Penalty 4524.972742 = -1444737.142086 nChanged 240 SP:Iteration 16Q (32138.880000 sec): 3 clusters Score: Raw -1449379.915342 + Penalty 4524.972742 = -1444854.942600 nChanged 227 SP:Iteration 17Q (32139.170000 sec): 3 clusters Score: Raw -1449493.312747 + Penalty 4524.972742 = -1444968.340005 nChanged 207 SP:Iteration 18Q (32139.390000 sec): 3 clusters Score: Raw -1449598.610835 + Penalty 4524.972742 = -1445073.638093 nChanged 198 SP:Iteration 19Q (32139.610000 sec): 3 clusters Score: Raw -1449704.101539 + Penalty 4524.972742 = -1445179.128797 nChanged 171 SP:Iteration 20F (32139.830000 sec): 3 clusters Score: Raw -1449791.488798 + Penalty 4524.972742 = -1445266.516056 nChanged 138 SP:Iteration 21Q (32140.080000 sec): 3 clusters Score: Raw -1449857.829477 + Penalty 4524.972742 = -1445332.856735 nChanged 122 SP:Iteration 22Q (32140.320000 sec): 3 clusters Score: Raw -1449916.102872 + Penalty 4524.972742 = -1445391.130130 nChanged 108 SP:Iteration 23Q (32140.550000 sec): 3 clusters Score: Raw -1449967.795007 + Penalty 4524.972742 = -1445442.822265 nChanged 83 SP:Iteration 24Q (32140.790000 sec): 3 clusters Score: Raw -1450007.767246 + Penalty 4524.972742 = -1445482.794505 nChanged 83 SP:Iteration 25Q (32141.010000 sec): 3 clusters Score: Raw -1450050.910132 + Penalty 4524.972742 = -1445525.937390 nChanged 69 SP:Iteration 26Q (32141.260000 sec): 3 clusters Score: Raw -1450084.695116 + Penalty 4524.972742 = -1445559.722374 nChanged 67 SP:Iteration 27Q (32141.470000 sec): 3 clusters Score: Raw -1450118.354324 + Penalty 4524.972742 = -1445593.381582 nChanged 66 SP:Iteration 28Q (32141.650000 sec): 3 clusters Score: Raw -1450155.911353 + Penalty 4524.972742 = -1445630.938611 nChanged 65 SP:Iteration 29Q (32141.930000 sec): 3 clusters Score: Raw -1450193.789731 + Penalty 4524.972742 = -1445668.816989 nChanged 44 SP:Iteration 30Q (32142.150000 sec): 3 clusters Score: Raw -1450215.112067 + Penalty 4524.972742 = -1445690.139325 nChanged 32 SP:Iteration 31Q (32142.380000 sec): 3 clusters Score: Raw -1450230.241147 + Penalty 4524.972742 = -1445705.268405 nChanged 27 SP:Iteration 32Q (32142.670000 sec): 3 clusters Score: Raw -1450242.432262 + Penalty 4524.972742 = -1445717.459520 nChanged 14 SP:Iteration 33Q (32142.870000 sec): 3 clusters Score: Raw -1450251.274507 + Penalty 4524.972742 = -1445726.301766 nChanged 22 SP:Iteration 34Q (32143.080000 sec): 3 clusters Score: Raw -1450263.114760 + Penalty 4524.972742 = -1445738.142018 nChanged 21 SP:Iteration 35Q (32143.330000 sec): 3 clusters Score: Raw -1450272.608149 + Penalty 4524.972742 = -1445747.635408 nChanged 16 SP:Iteration 36Q (32143.560000 sec): 3 clusters Score: Raw -1450280.038444 + Penalty 4524.972742 = -1445755.065702 nChanged 18 SP:Iteration 37Q (32143.810000 sec): 3 clusters Score: Raw -1450288.256584 + Penalty 4524.972742 = -1445763.283842 nChanged 9 SP:Iteration 38Q (32144.040000 sec): 3 clusters Score: Raw -1450292.547888 + Penalty 4524.972742 = -1445767.575146 nChanged 10 SP:Iteration 39Q (32144.290000 sec): 3 clusters Score: Raw -1450297.301542 + Penalty 4524.972742 = -1445772.328800 nChanged 7 SP:Iteration 40F (32144.490000 sec): 3 clusters Score: Raw -1450299.616775 + Penalty 4524.972742 = -1445774.644033 nChanged 4 SP:Iteration 41Q (32144.730000 sec): 3 clusters Score: Raw -1450301.698592 + Penalty 4524.972742 = -1445776.725850 nChanged 3 SP:Iteration 42Q (32144.910000 sec): 3 clusters Score: Raw -1450302.920209 + Penalty 4524.972742 = -1445777.947468 nChanged 6 SP:Iteration 43Q (32145.170000 sec): 3 clusters Score: Raw -1450305.943192 + Penalty 4524.972742 = -1445780.970450 nChanged 9 SP:Iteration 44Q (32145.450000 sec): 3 clusters Score: Raw -1450310.680272 + Penalty 4524.972742 = -1445785.707530 nChanged 6 SP:Iteration 45Q (32145.680000 sec): 3 clusters Score: Raw -1450313.568772 + Penalty 4524.972742 = -1445788.596031 nChanged 7 SP:Iteration 46Q (32145.900000 sec): 3 clusters Score: Raw -1450317.868363 + Penalty 4524.972742 = -1445792.895621 nChanged 5 SP:Iteration 47Q (32146.180000 sec): 3 clusters Score: Raw -1450321.616815 + Penalty 4524.972742 = -1445796.644073 nChanged 13 SP:Iteration 48Q (32146.410000 sec): 3 clusters Score: Raw -1450328.316908 + Penalty 4524.972742 = -1445803.344166 nChanged 10 SP:Iteration 49Q (32146.640000 sec): 3 clusters Score: Raw -1450332.859198 + Penalty 4524.972742 = -1445807.886456 nChanged 9 SP:Iteration 50Q (32146.850000 sec): 3 clusters Score: Raw -1450337.689631 + Penalty 4524.972742 = -1445812.716889 nChanged 9 SP:Iteration 51Q (32147.080000 sec): 3 clusters Score: Raw -1450341.954025 + Penalty 4524.972742 = -1445816.981283 nChanged 10 SP:Iteration 52Q (32147.360000 sec): 3 clusters Score: Raw -1450348.021332 + Penalty 4524.972742 = -1445823.048590 nChanged 8 SP:Iteration 53Q (32147.600000 sec): 3 clusters Score: Raw -1450352.136952 + Penalty 4524.972742 = -1445827.164210 nChanged 5 SP:Iteration 54Q (32147.820000 sec): 3 clusters Score: Raw -1450354.651800 + Penalty 4524.972742 = -1445829.679058 nChanged 3 SP:Iteration 55Q (32148.060000 sec): 3 clusters Score: Raw -1450355.665580 + Penalty 4524.972742 = -1445830.692839 nChanged 3 SP:Iteration 56Q (32148.290000 sec): 3 clusters Score: Raw -1450356.466852 + Penalty 4524.972742 = -1445831.494110 nChanged 0 SP:Iteration 57F (32148.530000 sec): 3 clusters Score: Raw -1450356.466852 + Penalty 4524.972742 = -1445831.494110 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32148.640000 sec): 2 clusters Score: Raw -25479.585774 + Penalty 1282.280031 = -24197.305743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32148.810000 sec): 3 clusters Score: Raw -25659.189807 + Penalty 2564.560062 = -23094.629745 nChanged 10 SP:Iteration 1F (32149.020000 sec): 3 clusters Score: Raw -25706.737013 + Penalty 2564.560062 = -23142.176951 nChanged 4 SP:Iteration 2Q (32149.170000 sec): 3 clusters Score: Raw -25730.224733 + Penalty 2564.560062 = -23165.664672 nChanged 2 SP:Iteration 3Q (32149.320000 sec): 3 clusters Score: Raw -25741.480620 + Penalty 2564.560062 = -23176.920558 nChanged 0 SP:Iteration 4F (32149.450000 sec): 3 clusters Score: Raw -25741.480620 + Penalty 2564.560062 = -23176.920558 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 46 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32149.550000 sec): 2 clusters Score: Raw -60057.014164 + Penalty 1478.329324 = -58578.684840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32149.740000 sec): 3 clusters Score: Raw -60178.788551 + Penalty 2956.658648 = -57222.129903 nChanged 67 SP:Iteration 1F (32149.910000 sec): 3 clusters Score: Raw -60406.735076 + Penalty 2956.658648 = -57450.076427 nChanged 19 SP:Iteration 2Q (32150.150000 sec): 3 clusters Score: Raw -60500.340546 + Penalty 2956.658648 = -57543.681898 nChanged 13 SP:Iteration 3Q (32150.340000 sec): 3 clusters Score: Raw -60558.573690 + Penalty 2956.658648 = -57601.915041 nChanged 9 SP:Iteration 4Q (32150.500000 sec): 3 clusters Score: Raw -60606.720636 + Penalty 2956.658648 = -57650.061987 nChanged 10 SP:Iteration 5Q (32150.730000 sec): 3 clusters Score: Raw -60675.069141 + Penalty 2956.658648 = -57718.410492 nChanged 12 SP:Iteration 6Q (32150.870000 sec): 3 clusters Score: Raw -60766.545205 + Penalty 2956.658648 = -57809.886557 nChanged 10 SP:Iteration 7Q (32151.040000 sec): 3 clusters Score: Raw -60859.954128 + Penalty 2956.658648 = -57903.295479 nChanged 12 SP:Iteration 8Q (32151.240000 sec): 3 clusters Score: Raw -60945.365099 + Penalty 2956.658648 = -57988.706450 nChanged 7 SP:Iteration 9Q (32151.440000 sec): 3 clusters Score: Raw -61009.064474 + Penalty 2956.658648 = -58052.405825 nChanged 6 SP:Iteration 10Q (32151.610000 sec): 3 clusters Score: Raw -61058.756422 + Penalty 2956.658648 = -58102.097773 nChanged 3 SP:Iteration 11Q (32151.780000 sec): 3 clusters Score: Raw -61083.756790 + Penalty 2956.658648 = -58127.098141 nChanged 4 SP:Iteration 12Q (32151.960000 sec): 3 clusters Score: Raw -61116.961866 + Penalty 2956.658648 = -58160.303217 nChanged 5 SP:Iteration 13Q (32152.140000 sec): 3 clusters Score: Raw -61207.393756 + Penalty 2956.658648 = -58250.735108 nChanged 8 SP:Iteration 14Q (32152.320000 sec): 3 clusters Score: Raw -61262.868726 + Penalty 2956.658648 = -58306.210078 nChanged 3 SP:Iteration 15Q (32152.520000 sec): 3 clusters Score: Raw -61286.240690 + Penalty 2956.658648 = -58329.582042 nChanged 2 SP:Iteration 16Q (32152.730000 sec): 3 clusters Score: Raw -61294.386801 + Penalty 2956.658648 = -58337.728153 nChanged 2 SP:Iteration 17Q (32152.900000 sec): 3 clusters Score: Raw -61305.620205 + Penalty 2956.658648 = -58348.961556 nChanged 3 SP:Iteration 18Q (32153.120000 sec): 3 clusters Score: Raw -61326.079800 + Penalty 2956.658648 = -58369.421151 nChanged 1 SP:Iteration 19Q (32153.330000 sec): 3 clusters Score: Raw -61350.576763 + Penalty 2956.658648 = -58393.918114 nChanged 2 SP:Iteration 20F (32153.490000 sec): 3 clusters Score: Raw -61399.159687 + Penalty 2956.658648 = -58442.501039 nChanged 1 SP:Iteration 21Q (32153.650000 sec): 3 clusters Score: Raw -61429.119188 + Penalty 2956.658648 = -58472.460539 nChanged 0 SP:Iteration 22F (32153.860000 sec): 3 clusters Score: Raw -61429.119188 + Penalty 2956.658648 = -58472.460539 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 47 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32153.930000 sec): 2 clusters Score: Raw -103188.724386 + Penalty 1611.947186 = -101576.777200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32154.110000 sec): 3 clusters Score: Raw -103176.177914 + Penalty 3223.894372 = -99952.283542 nChanged 118 SP:Iteration 1F (32154.290000 sec): 3 clusters Score: Raw -103380.256822 + Penalty 3223.894372 = -100156.362450 nChanged 34 SP:Iteration 2F (32154.520000 sec): 3 clusters Score: Raw -103475.022729 + Penalty 3223.894372 = -100251.128357 nChanged 19 SP:Iteration 3Q (32154.660000 sec): 3 clusters Score: Raw -103506.097661 + Penalty 3223.894372 = -100282.203289 nChanged 7 SP:Iteration 4Q (32154.870000 sec): 3 clusters Score: Raw -103519.326756 + Penalty 3223.894372 = -100295.432384 nChanged 6 SP:Iteration 5Q (32155.020000 sec): 3 clusters Score: Raw -103526.059957 + Penalty 3223.894372 = -100302.165585 nChanged 4 SP:Iteration 6Q (32155.220000 sec): 3 clusters Score: Raw -103533.915130 + Penalty 3223.894372 = -100310.020757 nChanged 0 SP:Iteration 7F (32155.380000 sec): 3 clusters Score: Raw -103533.915130 + Penalty 3223.894372 = -100310.020757 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 48 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32155.530000 sec): 2 clusters Score: Raw -52074.161472 + Penalty 1462.494159 = -50611.667312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32155.700000 sec): 3 clusters Score: Raw -52167.670206 + Penalty 2924.988318 = -49242.681888 nChanged 58 SP:Iteration 1F (32155.900000 sec): 3 clusters Score: Raw -52330.459009 + Penalty 2924.988318 = -49405.470690 nChanged 13 SP:Iteration 2Q (32156.080000 sec): 3 clusters Score: Raw -52373.837823 + Penalty 2924.988318 = -49448.849505 nChanged 7 SP:Iteration 3Q (32156.260000 sec): 3 clusters Score: Raw -52390.276268 + Penalty 2924.988318 = -49465.287950 nChanged 4 SP:Iteration 4Q (32156.410000 sec): 3 clusters Score: Raw -52399.475313 + Penalty 2924.988318 = -49474.486995 nChanged 0 SP:Iteration 5F (32156.660000 sec): 3 clusters Score: Raw -52399.475313 + Penalty 2924.988318 = -49474.486995 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 49 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32156.740000 sec): 2 clusters Score: Raw -19100.664915 + Penalty 1258.643106 = -17842.021809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32156.960000 sec): 3 clusters Score: Raw -19867.156536 + Penalty 2517.286212 = -17349.870324 nChanged 27 SP:Iteration 1F (32157.160000 sec): 3 clusters Score: Raw -20083.712266 + Penalty 2517.286212 = -17566.426053 nChanged 6 SP:Iteration 2Q (32157.310000 sec): 3 clusters Score: Raw -20159.842068 + Penalty 2517.286212 = -17642.555856 nChanged 2 SP:Iteration 3Q (32157.540000 sec): 3 clusters Score: Raw -20200.570685 + Penalty 2517.286212 = -17683.284472 nChanged 1 SP:Iteration 4Q (32157.700000 sec): 3 clusters Score: Raw -20242.172279 + Penalty 2517.286212 = -17724.886066 nChanged 0 SP:Iteration 5F (32157.910000 sec): 3 clusters Score: Raw -20242.172279 + Penalty 2517.286212 = -17724.886066 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 50 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32157.990000 sec): 2 clusters Score: Raw -22129.426651 + Penalty 1290.593658 = -20838.832992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32158.150000 sec): 3 clusters Score: Raw -22376.446007 + Penalty 2581.187317 = -19795.258690 nChanged 17 SP:Iteration 1F (32158.390000 sec): 3 clusters Score: Raw -22461.013450 + Penalty 2581.187317 = -19879.826134 nChanged 4 SP:Iteration 2Q (32158.550000 sec): 3 clusters Score: Raw -22487.032909 + Penalty 2581.187317 = -19905.845592 nChanged 3 SP:Iteration 3Q (32158.800000 sec): 3 clusters Score: Raw -22514.657910 + Penalty 2581.187317 = -19933.470593 nChanged 3 SP:Iteration 4Q (32158.980000 sec): 3 clusters Score: Raw -22540.870673 + Penalty 2581.187317 = -19959.683356 nChanged 0 SP:Iteration 5F (32159.140000 sec): 3 clusters Score: Raw -22546.817741 + Penalty 2581.187317 = -19965.630424 nChanged 1 SP:Iteration 6Q (32159.290000 sec): 3 clusters Score: Raw -22568.498789 + Penalty 2581.187317 = -19987.311472 nChanged 2 SP:Iteration 7Q (32159.500000 sec): 3 clusters Score: Raw -22587.300266 + Penalty 2581.187317 = -20006.112949 nChanged 1 SP:Iteration 8Q (32159.690000 sec): 3 clusters Score: Raw -22596.604481 + Penalty 2581.187317 = -20015.417164 nChanged 0 SP:Iteration 9F (32159.850000 sec): 3 clusters Score: Raw -22596.604481 + Penalty 2581.187317 = -20015.417164 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 51 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32159.930000 sec): 2 clusters Score: Raw -66293.455874 + Penalty 1525.877708 = -64767.578165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32160.080000 sec): 3 clusters Score: Raw -66344.403249 + Penalty 3051.755417 = -63292.647832 nChanged 80 SP:Iteration 1F (32160.270000 sec): 3 clusters Score: Raw -66558.971751 + Penalty 3051.755417 = -63507.216334 nChanged 32 SP:Iteration 2F (32160.450000 sec): 3 clusters Score: Raw -66676.139604 + Penalty 3051.755417 = -63624.384187 nChanged 23 SP:Iteration 3Q (32160.630000 sec): 3 clusters Score: Raw -66750.674357 + Penalty 3051.755417 = -63698.918940 nChanged 13 SP:Iteration 4Q (32160.810000 sec): 3 clusters Score: Raw -66795.297735 + Penalty 3051.755417 = -63743.542318 nChanged 15 SP:Iteration 5Q (32161.030000 sec): 3 clusters Score: Raw -66851.285035 + Penalty 3051.755417 = -63799.529619 nChanged 14 SP:Iteration 6Q (32161.230000 sec): 3 clusters Score: Raw -66897.235102 + Penalty 3051.755417 = -63845.479685 nChanged 8 SP:Iteration 7Q (32161.420000 sec): 3 clusters Score: Raw -66918.062242 + Penalty 3051.755417 = -63866.306825 nChanged 4 SP:Iteration 8Q (32161.610000 sec): 3 clusters Score: Raw -66927.267885 + Penalty 3051.755417 = -63875.512469 nChanged 6 SP:Iteration 9Q (32161.770000 sec): 3 clusters Score: Raw -66963.832897 + Penalty 3051.755417 = -63912.077481 nChanged 8 SP:Iteration 10Q (32161.940000 sec): 3 clusters Score: Raw -66992.510761 + Penalty 3051.755417 = -63940.755344 nChanged 5 SP:Iteration 11Q (32162.140000 sec): 3 clusters Score: Raw -67011.565893 + Penalty 3051.755417 = -63959.810477 nChanged 2 SP:Iteration 12Q (32162.330000 sec): 3 clusters Score: Raw -67015.233784 + Penalty 3051.755417 = -63963.478368 nChanged 2 SP:Iteration 13Q (32162.520000 sec): 3 clusters Score: Raw -67030.997488 + Penalty 3051.755417 = -63979.242071 nChanged 3 SP:Iteration 14Q (32162.690000 sec): 3 clusters Score: Raw -67046.481798 + Penalty 3051.755417 = -63994.726381 nChanged 2 SP:Iteration 15Q (32162.880000 sec): 3 clusters Score: Raw -67053.630392 + Penalty 3051.755417 = -64001.874976 nChanged 2 SP:Iteration 16Q (32163.020000 sec): 3 clusters Score: Raw -67061.935636 + Penalty 3051.755417 = -64010.180220 nChanged 0 SP:Iteration 17F (32163.170000 sec): 3 clusters Score: Raw -67061.935636 + Penalty 3051.755417 = -64010.180220 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 52 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32163.260000 sec): 2 clusters Score: Raw -49522.211990 + Penalty 1436.667375 = -48085.544615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32163.410000 sec): 3 clusters Score: Raw -49653.841912 + Penalty 2873.334750 = -46780.507162 nChanged 47 SP:Iteration 1F (32163.550000 sec): 3 clusters Score: Raw -49860.499033 + Penalty 2873.334750 = -46987.164283 nChanged 16 SP:Iteration 2Q (32163.740000 sec): 3 clusters Score: Raw -49920.747281 + Penalty 2873.334750 = -47047.412531 nChanged 4 SP:Iteration 3Q (32163.880000 sec): 3 clusters Score: Raw -49933.881218 + Penalty 2873.334750 = -47060.546468 nChanged 1 SP:Iteration 4Q (32164.030000 sec): 3 clusters Score: Raw -49941.461963 + Penalty 2873.334750 = -47068.127213 nChanged 2 SP:Iteration 5Q (32164.170000 sec): 3 clusters Score: Raw -49947.289452 + Penalty 2873.334750 = -47073.954702 nChanged 1 SP:Iteration 6Q (32164.370000 sec): 3 clusters Score: Raw -49952.067262 + Penalty 2873.334750 = -47078.732512 nChanged 2 SP:Iteration 7Q (32164.510000 sec): 3 clusters Score: Raw -49956.172318 + Penalty 2873.334750 = -47082.837569 nChanged 0 SP:Iteration 8F (32164.660000 sec): 3 clusters Score: Raw -49956.172318 + Penalty 2873.334750 = -47082.837569 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 53 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32164.780000 sec): 2 clusters Score: Raw -25212.853484 + Penalty 1264.766874 = -23948.086610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32164.950000 sec): 3 clusters Score: Raw -25491.060463 + Penalty 2529.533748 = -22961.526715 nChanged 11 SP:Iteration 1F (32165.110000 sec): 3 clusters Score: Raw -25553.939188 + Penalty 2529.533748 = -23024.405440 nChanged 3 SP:Iteration 2Q (32165.310000 sec): 3 clusters Score: Raw -25608.577128 + Penalty 2529.533748 = -23079.043380 nChanged 2 SP:Iteration 3Q (32165.470000 sec): 3 clusters Score: Raw -25614.070767 + Penalty 2529.533748 = -23084.537018 nChanged 2 SP:Iteration 4Q (32165.660000 sec): 3 clusters Score: Raw -25626.790954 + Penalty 2529.533748 = -23097.257205 nChanged 0 SP:Iteration 5F (32165.860000 sec): 3 clusters Score: Raw -25626.790954 + Penalty 2529.533748 = -23097.257205 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 54 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32165.950000 sec): 2 clusters Score: Raw -75231.218199 + Penalty 1542.212830 = -73689.005369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32166.100000 sec): 3 clusters Score: Raw -75251.190703 + Penalty 3084.425659 = -72166.765044 nChanged 97 SP:Iteration 1F (32166.300000 sec): 3 clusters Score: Raw -75474.538534 + Penalty 3084.425659 = -72390.112875 nChanged 27 SP:Iteration 2F (32166.460000 sec): 3 clusters Score: Raw -75546.218634 + Penalty 3084.425659 = -72461.792975 nChanged 18 SP:Iteration 3Q (32166.630000 sec): 3 clusters Score: Raw -75613.736183 + Penalty 3084.425659 = -72529.310524 nChanged 19 SP:Iteration 4Q (32166.790000 sec): 3 clusters Score: Raw -75681.959428 + Penalty 3084.425659 = -72597.533769 nChanged 19 SP:Iteration 5Q (32166.970000 sec): 3 clusters Score: Raw -75772.263609 + Penalty 3084.425659 = -72687.837950 nChanged 19 SP:Iteration 6Q (32167.160000 sec): 3 clusters Score: Raw -75823.543588 + Penalty 3084.425659 = -72739.117928 nChanged 16 SP:Iteration 7Q (32167.340000 sec): 3 clusters Score: Raw -75882.112108 + Penalty 3084.425659 = -72797.686449 nChanged 21 SP:Iteration 8Q (32167.520000 sec): 3 clusters Score: Raw -76000.533034 + Penalty 3084.425659 = -72916.107375 nChanged 18 SP:Iteration 9Q (32167.740000 sec): 3 clusters Score: Raw -76101.178025 + Penalty 3084.425659 = -73016.752365 nChanged 12 SP:Iteration 10Q (32167.900000 sec): 3 clusters Score: Raw -76164.882172 + Penalty 3084.425659 = -73080.456513 nChanged 11 SP:Iteration 11Q (32168.150000 sec): 3 clusters Score: Raw -76212.441782 + Penalty 3084.425659 = -73128.016122 nChanged 3 SP:Iteration 12Q (32168.310000 sec): 3 clusters Score: Raw -76228.140835 + Penalty 3084.425659 = -73143.715176 nChanged 3 SP:Iteration 13Q (32168.500000 sec): 3 clusters Score: Raw -76243.944070 + Penalty 3084.425659 = -73159.518410 nChanged 2 SP:Iteration 14Q (32168.650000 sec): 3 clusters Score: Raw -76247.769071 + Penalty 3084.425659 = -73163.343412 nChanged 0 SP:Iteration 15F (32168.880000 sec): 3 clusters Score: Raw -76247.769071 + Penalty 3084.425659 = -73163.343412 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 55 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32168.950000 sec): 2 clusters Score: Raw -36484.870137 + Penalty 1393.859415 = -35091.010723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32169.150000 sec): 3 clusters Score: Raw -36654.272729 + Penalty 2787.718829 = -33866.553900 nChanged 33 SP:Iteration 1F (32169.330000 sec): 3 clusters Score: Raw -36783.122718 + Penalty 2787.718829 = -33995.403889 nChanged 11 SP:Iteration 2Q (32169.550000 sec): 3 clusters Score: Raw -36869.769273 + Penalty 2787.718829 = -34082.050444 nChanged 7 SP:Iteration 3Q (32169.720000 sec): 3 clusters Score: Raw -36911.044945 + Penalty 2787.718829 = -34123.326116 nChanged 3 SP:Iteration 4Q (32169.920000 sec): 3 clusters Score: Raw -36925.755460 + Penalty 2787.718829 = -34138.036631 nChanged 2 SP:Iteration 5Q (32170.090000 sec): 3 clusters Score: Raw -36942.471609 + Penalty 2787.718829 = -34154.752780 nChanged 1 SP:Iteration 6Q (32170.240000 sec): 3 clusters Score: Raw -36945.701153 + Penalty 2787.718829 = -34157.982324 nChanged 0 SP:Iteration 7F (32170.380000 sec): 3 clusters Score: Raw -36945.701153 + Penalty 2787.718829 = -34157.982324 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 56 (2552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32170.490000 sec): 2 clusters Score: Raw -401865.798993 + Penalty 1945.468896 = -399920.330097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32170.660000 sec): 3 clusters Score: Raw -400854.705754 + Penalty 3890.937792 = -396963.767963 nChanged 882 SP:Iteration 1F (32170.890000 sec): 3 clusters Score: Raw -401466.477652 + Penalty 3890.937792 = -397575.539860 nChanged 193 SP:Iteration 2F (32171.070000 sec): 3 clusters Score: Raw -401626.705287 + Penalty 3890.937792 = -397735.767496 nChanged 124 SP:Iteration 3Q (32171.260000 sec): 3 clusters Score: Raw -401728.074784 + Penalty 3890.937792 = -397837.136992 nChanged 96 SP:Iteration 4Q (32171.450000 sec): 3 clusters Score: Raw -401793.683257 + Penalty 3890.937792 = -397902.745465 nChanged 77 SP:Iteration 5Q (32171.660000 sec): 3 clusters Score: Raw -401847.551275 + Penalty 3890.937792 = -397956.613483 nChanged 68 SP:Iteration 6Q (32171.820000 sec): 3 clusters Score: Raw -401898.111179 + Penalty 3890.937792 = -398007.173387 nChanged 57 SP:Iteration 7Q (32171.980000 sec): 3 clusters Score: Raw -401946.362022 + Penalty 3890.937792 = -398055.424231 nChanged 47 SP:Iteration 8Q (32172.160000 sec): 3 clusters Score: Raw -401983.890632 + Penalty 3890.937792 = -398092.952840 nChanged 44 SP:Iteration 9Q (32172.360000 sec): 3 clusters Score: Raw -402018.057358 + Penalty 3890.937792 = -398127.119566 nChanged 50 SP:Iteration 10Q (32172.590000 sec): 3 clusters Score: Raw -402058.808444 + Penalty 3890.937792 = -398167.870652 nChanged 44 SP:Iteration 11Q (32172.770000 sec): 3 clusters Score: Raw -402089.636931 + Penalty 3890.937792 = -398198.699139 nChanged 45 SP:Iteration 12Q (32172.960000 sec): 3 clusters Score: Raw -402125.948509 + Penalty 3890.937792 = -398235.010718 nChanged 45 SP:Iteration 13Q (32173.170000 sec): 3 clusters Score: Raw -402157.244614 + Penalty 3890.937792 = -398266.306822 nChanged 34 SP:Iteration 14Q (32173.370000 sec): 3 clusters Score: Raw -402187.432378 + Penalty 3890.937792 = -398296.494587 nChanged 42 SP:Iteration 15Q (32173.520000 sec): 3 clusters Score: Raw -402215.177909 + Penalty 3890.937792 = -398324.240118 nChanged 43 SP:Iteration 16Q (32173.740000 sec): 3 clusters Score: Raw -402241.079478 + Penalty 3890.937792 = -398350.141687 nChanged 21 SP:Iteration 17Q (32173.950000 sec): 3 clusters Score: Raw -402252.960713 + Penalty 3890.937792 = -398362.022921 nChanged 22 SP:Iteration 18Q (32174.110000 sec): 3 clusters Score: Raw -402270.368002 + Penalty 3890.937792 = -398379.430210 nChanged 29 SP:Iteration 19Q (32174.350000 sec): 3 clusters Score: Raw -402295.646067 + Penalty 3890.937792 = -398404.708275 nChanged 44 SP:Iteration 20F (32174.500000 sec): 3 clusters Score: Raw -402333.386567 + Penalty 3890.937792 = -398442.448775 nChanged 43 SP:Iteration 21Q (32174.660000 sec): 3 clusters Score: Raw -402371.085465 + Penalty 3890.937792 = -398480.147673 nChanged 30 SP:Iteration 22Q (32174.860000 sec): 3 clusters Score: Raw -402390.749839 + Penalty 3890.937792 = -398499.812047 nChanged 20 SP:Iteration 23Q (32175.030000 sec): 3 clusters Score: Raw -402403.747614 + Penalty 3890.937792 = -398512.809823 nChanged 10 SP:Iteration 24Q (32175.180000 sec): 3 clusters Score: Raw -402412.761978 + Penalty 3890.937792 = -398521.824186 nChanged 7 SP:Iteration 25Q (32175.330000 sec): 3 clusters Score: Raw -402419.041156 + Penalty 3890.937792 = -398528.103364 nChanged 8 SP:Iteration 26Q (32175.500000 sec): 3 clusters Score: Raw -402423.728296 + Penalty 3890.937792 = -398532.790504 nChanged 8 SP:Iteration 27Q (32175.680000 sec): 3 clusters Score: Raw -402428.576363 + Penalty 3890.937792 = -398537.638571 nChanged 7 SP:Iteration 28Q (32175.910000 sec): 3 clusters Score: Raw -402434.822844 + Penalty 3890.937792 = -398543.885052 nChanged 8 SP:Iteration 29Q (32176.060000 sec): 3 clusters Score: Raw -402440.347368 + Penalty 3890.937792 = -398549.409576 nChanged 6 SP:Iteration 30Q (32176.290000 sec): 3 clusters Score: Raw -402443.031631 + Penalty 3890.937792 = -398552.093839 nChanged 7 SP:Iteration 31Q (32176.480000 sec): 3 clusters Score: Raw -402447.210434 + Penalty 3890.937792 = -398556.272643 nChanged 7 SP:Iteration 32Q (32176.640000 sec): 3 clusters Score: Raw -402454.137843 + Penalty 3890.937792 = -398563.200052 nChanged 6 SP:Iteration 33Q (32176.900000 sec): 3 clusters Score: Raw -402458.005014 + Penalty 3890.937792 = -398567.067222 nChanged 3 SP:Iteration 34Q (32177.090000 sec): 3 clusters Score: Raw -402459.366532 + Penalty 3890.937792 = -398568.428740 nChanged 0 SP:Iteration 35F (32177.280000 sec): 3 clusters Score: Raw -402459.366532 + Penalty 3890.937792 = -398568.428740 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 57 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32177.380000 sec): 2 clusters Score: Raw -81688.572630 + Penalty 1562.139413 = -80126.433217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32177.560000 sec): 3 clusters Score: Raw -81676.668301 + Penalty 3124.278826 = -78552.389474 nChanged 111 SP:Iteration 1F (32177.800000 sec): 3 clusters Score: Raw -81858.700623 + Penalty 3124.278826 = -78734.421796 nChanged 31 SP:Iteration 2F (32177.940000 sec): 3 clusters Score: Raw -81934.703043 + Penalty 3124.278826 = -78810.424217 nChanged 11 SP:Iteration 3Q (32178.130000 sec): 3 clusters Score: Raw -81952.749369 + Penalty 3124.278826 = -78828.470543 nChanged 6 SP:Iteration 4Q (32178.330000 sec): 3 clusters Score: Raw -81965.323414 + Penalty 3124.278826 = -78841.044588 nChanged 2 SP:Iteration 5Q (32178.510000 sec): 3 clusters Score: Raw -81970.706033 + Penalty 3124.278826 = -78846.427207 nChanged 1 SP:Iteration 6Q (32178.700000 sec): 3 clusters Score: Raw -81973.523075 + Penalty 3124.278826 = -78849.244249 nChanged 0 SP:Iteration 7F (32178.900000 sec): 3 clusters Score: Raw -81973.523075 + Penalty 3124.278826 = -78849.244249 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 58 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32179.010000 sec): 2 clusters Score: Raw -14653.226592 + Penalty 1161.168544 = -13492.058048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32179.200000 sec): 3 clusters Score: Raw -14996.608569 + Penalty 2322.337089 = -12674.271480 nChanged 1 SP:Iteration 1Q (32179.360000 sec): 3 clusters Score: Raw -15022.029885 + Penalty 2322.337089 = -12699.692796 nChanged 1 SP:Iteration 2Q (32179.550000 sec): 3 clusters Score: Raw -15034.839260 + Penalty 2322.337089 = -12712.502171 nChanged 1 SP:Iteration 3Q (32179.730000 sec): 3 clusters Score: Raw -15043.852068 + Penalty 2322.337089 = -12721.514979 nChanged 0 SP:Iteration 4F (32179.900000 sec): 3 clusters Score: Raw -15043.852068 + Penalty 2322.337089 = -12721.514979 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 59 (3659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32180.020000 sec): 2 clusters Score: Raw -552949.464756 + Penalty 2034.826401 = -550914.638355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32180.230000 sec): 3 clusters Score: Raw -551308.537327 + Penalty 4069.652802 = -547238.884525 nChanged 1349 SP:Iteration 1F (32180.420000 sec): 3 clusters Score: Raw -552097.312803 + Penalty 4069.652802 = -548027.660001 nChanged 283 SP:Iteration 2F (32180.640000 sec): 3 clusters Score: Raw -552291.036797 + Penalty 4069.652802 = -548221.383995 nChanged 165 SP:Iteration 3Q (32180.850000 sec): 3 clusters Score: Raw -552395.466131 + Penalty 4069.652802 = -548325.813329 nChanged 122 SP:Iteration 4Q (32180.980000 sec): 3 clusters Score: Raw -552465.310107 + Penalty 4069.652802 = -548395.657305 nChanged 110 SP:Iteration 5Q (32181.220000 sec): 3 clusters Score: Raw -552525.992880 + Penalty 4069.652802 = -548456.340078 nChanged 85 SP:Iteration 6Q (32181.420000 sec): 3 clusters Score: Raw -552572.717119 + Penalty 4069.652802 = -548503.064317 nChanged 79 SP:Iteration 7Q (32181.640000 sec): 3 clusters Score: Raw -552612.748698 + Penalty 4069.652802 = -548543.095896 nChanged 57 SP:Iteration 8Q (32181.890000 sec): 3 clusters Score: Raw -552641.713116 + Penalty 4069.652802 = -548572.060314 nChanged 49 SP:Iteration 9Q (32182.070000 sec): 3 clusters Score: Raw -552666.964207 + Penalty 4069.652802 = -548597.311405 nChanged 47 SP:Iteration 10Q (32182.260000 sec): 3 clusters Score: Raw -552688.799216 + Penalty 4069.652802 = -548619.146414 nChanged 42 SP:Iteration 11Q (32182.480000 sec): 3 clusters Score: Raw -552706.212198 + Penalty 4069.652802 = -548636.559396 nChanged 26 SP:Iteration 12Q (32182.670000 sec): 3 clusters Score: Raw -552722.279737 + Penalty 4069.652802 = -548652.626936 nChanged 33 SP:Iteration 13Q (32182.890000 sec): 3 clusters Score: Raw -552738.156933 + Penalty 4069.652802 = -548668.504132 nChanged 34 SP:Iteration 14Q (32183.050000 sec): 3 clusters Score: Raw -552752.541288 + Penalty 4069.652802 = -548682.888486 nChanged 28 SP:Iteration 15Q (32183.240000 sec): 3 clusters Score: Raw -552764.291623 + Penalty 4069.652802 = -548694.638821 nChanged 23 SP:Iteration 16Q (32183.410000 sec): 3 clusters Score: Raw -552772.098860 + Penalty 4069.652802 = -548702.446059 nChanged 19 SP:Iteration 17Q (32183.590000 sec): 3 clusters Score: Raw -552779.386937 + Penalty 4069.652802 = -548709.734135 nChanged 13 SP:Iteration 18Q (32183.810000 sec): 3 clusters Score: Raw -552785.259933 + Penalty 4069.652802 = -548715.607131 nChanged 7 SP:Iteration 19Q (32183.980000 sec): 3 clusters Score: Raw -552788.093286 + Penalty 4069.652802 = -548718.440484 nChanged 9 SP:Iteration 20F (32184.180000 sec): 3 clusters Score: Raw -552791.175495 + Penalty 4069.652802 = -548721.522693 nChanged 6 SP:Iteration 21Q (32184.360000 sec): 3 clusters Score: Raw -552793.313264 + Penalty 4069.652802 = -548723.660463 nChanged 1 SP:Iteration 22Q (32184.570000 sec): 3 clusters Score: Raw -552793.568895 + Penalty 4069.652802 = -548723.916093 nChanged 2 SP:Iteration 23Q (32184.810000 sec): 3 clusters Score: Raw -552794.160532 + Penalty 4069.652802 = -548724.507730 nChanged 0 SP:Iteration 24F (32185.000000 sec): 3 clusters Score: Raw -552794.160532 + Penalty 4069.652802 = -548724.507730 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 60 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32185.120000 sec): 2 clusters Score: Raw -93735.294525 + Penalty 1594.570431 = -92140.724094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32185.280000 sec): 3 clusters Score: Raw -93675.724161 + Penalty 3189.140861 = -90486.583300 nChanged 132 SP:Iteration 1F (32185.440000 sec): 3 clusters Score: Raw -93881.307047 + Penalty 3189.140861 = -90692.166186 nChanged 36 SP:Iteration 2F (32185.650000 sec): 3 clusters Score: Raw -93958.733079 + Penalty 3189.140861 = -90769.592218 nChanged 17 SP:Iteration 3Q (32185.830000 sec): 3 clusters Score: Raw -93999.512263 + Penalty 3189.140861 = -90810.371402 nChanged 8 SP:Iteration 4Q (32186.020000 sec): 3 clusters Score: Raw -94015.533559 + Penalty 3189.140861 = -90826.392698 nChanged 5 SP:Iteration 5Q (32186.200000 sec): 3 clusters Score: Raw -94025.221741 + Penalty 3189.140861 = -90836.080880 nChanged 3 SP:Iteration 6Q (32186.360000 sec): 3 clusters Score: Raw -94029.842932 + Penalty 3189.140861 = -90840.702071 nChanged 1 SP:Iteration 7Q (32186.530000 sec): 3 clusters Score: Raw -94034.444687 + Penalty 3189.140861 = -90845.303826 nChanged 1 SP:Iteration 8Q (32186.700000 sec): 3 clusters Score: Raw -94035.317721 + Penalty 3189.140861 = -90846.176860 nChanged 2 SP:Iteration 9Q (32186.920000 sec): 3 clusters Score: Raw -94041.080867 + Penalty 3189.140861 = -90851.940006 nChanged 0 SP:Iteration 10F (32187.100000 sec): 3 clusters Score: Raw -94041.080867 + Penalty 3189.140861 = -90851.940006 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 61 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32187.180000 sec): 2 clusters Score: Raw -8762.512238 + Penalty 1077.263745 = -7685.248494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32187.390000 sec): 3 clusters Score: Raw -9340.761584 + Penalty 2154.527489 = -7186.234094 nChanged 1 SP:Iteration 1Q (32187.560000 sec): 3 clusters Score: Raw -9352.434372 + Penalty 2154.527489 = -7197.906883 nChanged 0 SP:Iteration 2F (32187.770000 sec): 3 clusters Score: Raw -9352.434372 + Penalty 2154.527489 = -7197.906883 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 62 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32187.830000 sec): 2 clusters Score: Raw -22060.175763 + Penalty 1218.338412 = -20841.837352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32187.990000 sec): 3 clusters Score: Raw -22333.593223 + Penalty 2436.676823 = -19896.916400 nChanged 8 SP:Iteration 1F (32188.190000 sec): 3 clusters Score: Raw -22382.810668 + Penalty 2436.676823 = -19946.133845 nChanged 2 SP:Iteration 2Q (32188.340000 sec): 3 clusters Score: Raw -22392.841293 + Penalty 2436.676823 = -19956.164470 nChanged 1 SP:Iteration 3Q (32188.530000 sec): 3 clusters Score: Raw -22403.273849 + Penalty 2436.676823 = -19966.597026 nChanged 0 SP:Iteration 4F (32188.710000 sec): 3 clusters Score: Raw -22403.273849 + Penalty 2436.676823 = -19966.597026 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 63 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32188.820000 sec): 2 clusters Score: Raw -20012.427340 + Penalty 1257.088242 = -18755.339098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32188.970000 sec): 3 clusters Score: Raw -20242.394632 + Penalty 2514.176484 = -17728.218148 nChanged 11 SP:Iteration 1F (32189.130000 sec): 3 clusters Score: Raw -20328.083853 + Penalty 2514.176484 = -17813.907369 nChanged 4 SP:Iteration 2Q (32189.300000 sec): 3 clusters Score: Raw -20351.490922 + Penalty 2514.176484 = -17837.314438 nChanged 1 SP:Iteration 3Q (32189.490000 sec): 3 clusters Score: Raw -20357.027508 + Penalty 2514.176484 = -17842.851024 nChanged 0 SP:Iteration 4F (32189.680000 sec): 3 clusters Score: Raw -20357.027508 + Penalty 2514.176484 = -17842.851024 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 64 (728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32189.840000 sec): 2 clusters Score: Raw -109054.157222 + Penalty 1634.394660 = -107419.762562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32190.010000 sec): 3 clusters Score: Raw -108978.702421 + Penalty 3268.789320 = -105709.913101 nChanged 183 SP:Iteration 1F (32190.190000 sec): 3 clusters Score: Raw -109219.370675 + Penalty 3268.789320 = -105950.581355 nChanged 30 SP:Iteration 2Q (32190.370000 sec): 3 clusters Score: Raw -109261.689819 + Penalty 3268.789320 = -105992.900499 nChanged 10 SP:Iteration 3Q (32190.570000 sec): 3 clusters Score: Raw -109280.679947 + Penalty 3268.789320 = -106011.890627 nChanged 7 SP:Iteration 4Q (32190.790000 sec): 3 clusters Score: Raw -109293.850567 + Penalty 3268.789320 = -106025.061247 nChanged 3 SP:Iteration 5Q (32190.980000 sec): 3 clusters Score: Raw -109299.350685 + Penalty 3268.789320 = -106030.561365 nChanged 2 SP:Iteration 6Q (32191.150000 sec): 3 clusters Score: Raw -109302.776494 + Penalty 3268.789320 = -106033.987174 nChanged 1 SP:Iteration 7Q (32191.340000 sec): 3 clusters Score: Raw -109304.147707 + Penalty 3268.789320 = -106035.358387 nChanged 1 SP:Iteration 8Q (32191.510000 sec): 3 clusters Score: Raw -109306.534639 + Penalty 3268.789320 = -106037.745319 nChanged 2 SP:Iteration 9Q (32191.710000 sec): 3 clusters Score: Raw -109309.334871 + Penalty 3268.789320 = -106040.545551 nChanged 0 SP:Iteration 10F (32191.890000 sec): 3 clusters Score: Raw -109309.334871 + Penalty 3268.789320 = -106040.545551 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 65 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32191.990000 sec): 2 clusters Score: Raw -25105.918107 + Penalty 1264.766874 = -23841.151233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32192.240000 sec): 3 clusters Score: Raw -25340.615244 + Penalty 2529.533748 = -22811.081496 nChanged 13 SP:Iteration 1F (32192.430000 sec): 3 clusters Score: Raw -25429.722190 + Penalty 2529.533748 = -22900.188442 nChanged 3 SP:Iteration 2Q (32192.590000 sec): 3 clusters Score: Raw -25461.517641 + Penalty 2529.533748 = -22931.983893 nChanged 3 SP:Iteration 3Q (32192.790000 sec): 3 clusters Score: Raw -25484.540436 + Penalty 2529.533748 = -22955.006688 nChanged 2 SP:Iteration 4Q (32193.000000 sec): 3 clusters Score: Raw -25497.600784 + Penalty 2529.533748 = -22968.067035 nChanged 0 SP:Iteration 5F (32193.190000 sec): 3 clusters Score: Raw -25497.600784 + Penalty 2529.533748 = -22968.067035 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 66 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32193.290000 sec): 2 clusters Score: Raw -27849.802089 + Penalty 1315.219617 = -26534.582472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32193.470000 sec): 3 clusters Score: Raw -28077.657382 + Penalty 2630.439234 = -25447.218148 nChanged 15 SP:Iteration 1F (32193.660000 sec): 3 clusters Score: Raw -28166.374442 + Penalty 2630.439234 = -25535.935208 nChanged 7 SP:Iteration 2Q (32193.860000 sec): 3 clusters Score: Raw -28340.047737 + Penalty 2630.439234 = -25709.608502 nChanged 4 SP:Iteration 3Q (32194.060000 sec): 3 clusters Score: Raw -28361.809915 + Penalty 2630.439234 = -25731.370680 nChanged 0 SP:Iteration 4F (32194.220000 sec): 3 clusters Score: Raw -28361.809915 + Penalty 2630.439234 = -25731.370680 nChanged 0 Iteration 195F (32299.010000 sec): 69 clusters Score: Raw -120290661.360945 + Penalty 228717.290119 = -120061944.070826 nChanged 29 Iteration 196F (32405.430000 sec): 69 clusters Score: Raw -120290779.012554 + Penalty 228717.290119 = -120062061.722435 nChanged 14 Iteration 197Q (32450.650000 sec): 69 clusters Score: Raw -120290812.929559 + Penalty 228717.290119 = -120062095.639440 nChanged 9 Iteration 198Q (32498.190000 sec): 69 clusters Score: Raw -120290858.633043 + Penalty 228717.290119 = -120062141.342924 nChanged 3 Iteration 199Q (32540.800000 sec): 69 clusters Score: Raw -120290859.762432 + Penalty 228717.290119 = -120062142.472313 nChanged 5 Iteration 200F (32649.220000 sec): 69 clusters Score: Raw -120290861.049048 + Penalty 228717.290119 = -120062143.758929 nChanged 3 Iteration 201Q (32694.920000 sec): 69 clusters Score: Raw -120290862.227027 + Penalty 228717.290119 = -120062144.936908 nChanged 3 Iteration 202Q (32742.110000 sec): 69 clusters Score: Raw -120290863.267504 + Penalty 228717.290119 = -120062145.977385 nChanged 2 Iteration 203Q (32784.470000 sec): 69 clusters Score: Raw -120290863.891525 + Penalty 228717.290119 = -120062146.601405 nChanged 3 Iteration 204Q (32830.280000 sec): 69 clusters Score: Raw -120290863.988872 + Penalty 228717.290119 = -120062146.698753 nChanged 2 Iteration 205Q (32871.170000 sec): 69 clusters Score: Raw -120290864.098665 + Penalty 228717.290119 = -120062146.808546 nChanged 3 Iteration 206Q (32909.840000 sec): 69 clusters Score: Raw -120290864.244320 + Penalty 228717.290119 = -120062146.954200 nChanged 0 Iteration 207F (33016.320000 sec): 69 clusters Score: Raw -120290864.244320 + Penalty 228717.290119 = -120062146.954200 nChanged 0 Compute initial score before splitting: Score: Raw -120290864.244320 + Penalty 228717.290119 = -120062146.954200 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 1 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33016.430000 sec): 2 clusters Score: Raw -112398.235194 + Penalty 1636.767884 = -110761.467310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33016.630000 sec): 3 clusters Score: Raw -112299.212274 + Penalty 3273.535768 = -109025.676506 nChanged 169 SP:Iteration 1F (33016.840000 sec): 3 clusters Score: Raw -112560.411484 + Penalty 3273.535768 = -109286.875716 nChanged 51 SP:Iteration 2F (33017.050000 sec): 3 clusters Score: Raw -112718.282446 + Penalty 3273.535768 = -109444.746678 nChanged 27 SP:Iteration 3Q (33017.240000 sec): 3 clusters Score: Raw -112859.142811 + Penalty 3273.535768 = -109585.607043 nChanged 31 SP:Iteration 4Q (33017.440000 sec): 3 clusters Score: Raw -112946.057441 + Penalty 3273.535768 = -109672.521673 nChanged 17 SP:Iteration 5Q (33017.630000 sec): 3 clusters Score: Raw -112983.401523 + Penalty 3273.535768 = -109709.865756 nChanged 12 SP:Iteration 6Q (33017.790000 sec): 3 clusters Score: Raw -113023.810246 + Penalty 3273.535768 = -109750.274478 nChanged 21 SP:Iteration 7Q (33017.960000 sec): 3 clusters Score: Raw -113072.561269 + Penalty 3273.535768 = -109799.025502 nChanged 9 SP:Iteration 8Q (33018.170000 sec): 3 clusters Score: Raw -113092.203950 + Penalty 3273.535768 = -109818.668182 nChanged 8 SP:Iteration 9Q (33018.330000 sec): 3 clusters Score: Raw -113104.401761 + Penalty 3273.535768 = -109830.865994 nChanged 5 SP:Iteration 10Q (33018.520000 sec): 3 clusters Score: Raw -113133.683664 + Penalty 3273.535768 = -109860.147897 nChanged 13 SP:Iteration 11Q (33018.700000 sec): 3 clusters Score: Raw -113164.676128 + Penalty 3273.535768 = -109891.140361 nChanged 12 SP:Iteration 12Q (33018.870000 sec): 3 clusters Score: Raw -113185.115144 + Penalty 3273.535768 = -109911.579376 nChanged 7 SP:Iteration 13Q (33019.050000 sec): 3 clusters Score: Raw -113199.375312 + Penalty 3273.535768 = -109925.839544 nChanged 9 SP:Iteration 14Q (33019.230000 sec): 3 clusters Score: Raw -113216.554066 + Penalty 3273.535768 = -109943.018298 nChanged 4 SP:Iteration 15Q (33019.390000 sec): 3 clusters Score: Raw -113225.164343 + Penalty 3273.535768 = -109951.628576 nChanged 5 SP:Iteration 16Q (33019.560000 sec): 3 clusters Score: Raw -113236.235917 + Penalty 3273.535768 = -109962.700149 nChanged 5 SP:Iteration 17Q (33019.750000 sec): 3 clusters Score: Raw -113247.174361 + Penalty 3273.535768 = -109973.638593 nChanged 5 SP:Iteration 18Q (33020.000000 sec): 3 clusters Score: Raw -113257.756189 + Penalty 3273.535768 = -109984.220422 nChanged 1 SP:Iteration 19Q (33020.160000 sec): 3 clusters Score: Raw -113268.087182 + Penalty 3273.535768 = -109994.551415 nChanged 3 SP:Iteration 20F (33020.360000 sec): 3 clusters Score: Raw -113284.750719 + Penalty 3273.535768 = -110011.214952 nChanged 4 SP:Iteration 21Q (33020.520000 sec): 3 clusters Score: Raw -113294.155074 + Penalty 3273.535768 = -110020.619306 nChanged 4 SP:Iteration 22Q (33020.680000 sec): 3 clusters Score: Raw -113300.401523 + Penalty 3273.535768 = -110026.865756 nChanged 4 SP:Iteration 23Q (33020.860000 sec): 3 clusters Score: Raw -113307.967437 + Penalty 3273.535768 = -110034.431669 nChanged 1 SP:Iteration 24Q (33021.040000 sec): 3 clusters Score: Raw -113309.010888 + Penalty 3273.535768 = -110035.475120 nChanged 1 SP:Iteration 25Q (33021.220000 sec): 3 clusters Score: Raw -113311.042755 + Penalty 3273.535768 = -110037.506987 nChanged 1 SP:Iteration 26Q (33021.360000 sec): 3 clusters Score: Raw -113311.290710 + Penalty 3273.535768 = -110037.754942 nChanged 0 SP:Iteration 27F (33021.520000 sec): 3 clusters Score: Raw -113311.290710 + Penalty 3273.535768 = -110037.754942 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 2 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33021.620000 sec): 2 clusters Score: Raw -17086.661389 + Penalty 1187.297952 = -15899.363437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33021.780000 sec): 3 clusters Score: Raw -17438.379555 + Penalty 2374.595904 = -15063.783650 nChanged 3 SP:Iteration 1Q (33021.980000 sec): 3 clusters Score: Raw -17458.948979 + Penalty 2374.595904 = -15084.353075 nChanged 1 SP:Iteration 2Q (33022.160000 sec): 3 clusters Score: Raw -17464.178261 + Penalty 2374.595904 = -15089.582356 nChanged 0 SP:Iteration 3F (33022.340000 sec): 3 clusters Score: Raw -17464.178261 + Penalty 2374.595904 = -15089.582356 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 3 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33022.430000 sec): 2 clusters Score: Raw -91004.893740 + Penalty 1588.496658 = -89416.397082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33022.600000 sec): 3 clusters Score: Raw -90958.617715 + Penalty 3176.993315 = -87781.624400 nChanged 118 SP:Iteration 1F (33022.780000 sec): 3 clusters Score: Raw -91157.489777 + Penalty 3176.993315 = -87980.496462 nChanged 32 SP:Iteration 2F (33022.980000 sec): 3 clusters Score: Raw -91217.771735 + Penalty 3176.993315 = -88040.778420 nChanged 14 SP:Iteration 3Q (33023.160000 sec): 3 clusters Score: Raw -91252.355476 + Penalty 3176.993315 = -88075.362161 nChanged 10 SP:Iteration 4Q (33023.350000 sec): 3 clusters Score: Raw -91300.308160 + Penalty 3176.993315 = -88123.314845 nChanged 12 SP:Iteration 5Q (33023.520000 sec): 3 clusters Score: Raw -91333.312413 + Penalty 3176.993315 = -88156.319098 nChanged 4 SP:Iteration 6Q (33023.680000 sec): 3 clusters Score: Raw -91342.254985 + Penalty 3176.993315 = -88165.261669 nChanged 4 SP:Iteration 7Q (33023.890000 sec): 3 clusters Score: Raw -91349.802480 + Penalty 3176.993315 = -88172.809165 nChanged 2 SP:Iteration 8Q (33024.060000 sec): 3 clusters Score: Raw -91352.530860 + Penalty 3176.993315 = -88175.537545 nChanged 3 SP:Iteration 9Q (33024.250000 sec): 3 clusters Score: Raw -91366.316363 + Penalty 3176.993315 = -88189.323048 nChanged 5 SP:Iteration 10Q (33024.420000 sec): 3 clusters Score: Raw -91377.661610 + Penalty 3176.993315 = -88200.668295 nChanged 5 SP:Iteration 11Q (33024.580000 sec): 3 clusters Score: Raw -91384.357358 + Penalty 3176.993315 = -88207.364043 nChanged 3 SP:Iteration 12Q (33024.750000 sec): 3 clusters Score: Raw -91388.568180 + Penalty 3176.993315 = -88211.574865 nChanged 1 SP:Iteration 13Q (33024.940000 sec): 3 clusters Score: Raw -91389.955543 + Penalty 3176.993315 = -88212.962227 nChanged 2 SP:Iteration 14Q (33025.120000 sec): 3 clusters Score: Raw -91392.443241 + Penalty 3176.993315 = -88215.449926 nChanged 0 SP:Iteration 15F (33025.260000 sec): 3 clusters Score: Raw -91392.443241 + Penalty 3176.993315 = -88215.449926 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 4 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33025.390000 sec): 2 clusters Score: Raw -26065.391901 + Penalty 1293.304068 = -24772.087833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33025.600000 sec): 3 clusters Score: Raw -26337.712868 + Penalty 2586.608136 = -23751.104732 nChanged 7 SP:Iteration 1Q (33025.790000 sec): 3 clusters Score: Raw -26391.641705 + Penalty 2586.608136 = -23805.033569 nChanged 3 SP:Iteration 2Q (33025.990000 sec): 3 clusters Score: Raw -26403.433485 + Penalty 2586.608136 = -23816.825349 nChanged 1 SP:Iteration 3Q (33026.190000 sec): 3 clusters Score: Raw -26405.754300 + Penalty 2586.608136 = -23819.146164 nChanged 0 SP:Iteration 4F (33026.350000 sec): 3 clusters Score: Raw -26405.754300 + Penalty 2586.608136 = -23819.146164 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 5 (202166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33027.350000 sec): 2 clusters Score: Raw -32138189.219662 + Penalty 3029.777416 = -32135159.442245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33028.540000 sec): 3 clusters Score: Raw -32005980.606883 + Penalty 6059.554833 = -31999921.052050 nChanged 97328 SP:Iteration 1F (33029.830000 sec): 3 clusters Score: Raw -32063152.196740 + Penalty 6059.554833 = -32057092.641907 nChanged 6088 SP:Iteration 2Q (33031.130000 sec): 3 clusters Score: Raw -32064699.958097 + Penalty 6059.554833 = -32058640.403265 nChanged 6649 SP:Iteration 3Q (33032.530000 sec): 3 clusters Score: Raw -32066763.487734 + Penalty 6059.554833 = -32060703.932902 nChanged 7660 SP:Iteration 4Q (33033.790000 sec): 3 clusters Score: Raw -32069685.957987 + Penalty 6059.554833 = -32063626.403154 nChanged 8866 SP:Iteration 5Q (33035.070000 sec): 3 clusters Score: Raw -32073680.781890 + Penalty 6059.554833 = -32067621.227057 nChanged 10001 SP:Iteration 6Q (33036.310000 sec): 3 clusters Score: Raw -32079032.599739 + Penalty 6059.554833 = -32072973.044906 nChanged 11075 SP:Iteration 7F (33037.510000 sec): 3 clusters Score: Raw -32085621.042407 + Penalty 6059.554833 = -32079561.487574 nChanged 11328 SP:Iteration 8F (33038.780000 sec): 3 clusters Score: Raw -32092313.504081 + Penalty 6059.554833 = -32086253.949249 nChanged 10584 SP:Iteration 9F (33039.990000 sec): 3 clusters Score: Raw -32098122.403762 + Penalty 6059.554833 = -32092062.848929 nChanged 9412 SP:Iteration 10Q (33041.280000 sec): 3 clusters Score: Raw -32102704.420950 + Penalty 6059.554833 = -32096644.866118 nChanged 7981 SP:Iteration 11Q (33042.490000 sec): 3 clusters Score: Raw -32106110.911958 + Penalty 6059.554833 = -32100051.357125 nChanged 6605 SP:Iteration 12Q (33043.630000 sec): 3 clusters Score: Raw -32108610.905609 + Penalty 6059.554833 = -32102551.350776 nChanged 5532 SP:Iteration 13Q (33044.800000 sec): 3 clusters Score: Raw -32110559.128304 + Penalty 6059.554833 = -32104499.573471 nChanged 4810 SP:Iteration 14Q (33046.020000 sec): 3 clusters Score: Raw -32112271.270884 + Penalty 6059.554833 = -32106211.716051 nChanged 4367 SP:Iteration 15Q (33047.200000 sec): 3 clusters Score: Raw -32113937.571622 + Penalty 6059.554833 = -32107878.016789 nChanged 4248 SP:Iteration 16Q (33048.480000 sec): 3 clusters Score: Raw -32115793.906901 + Penalty 6059.554833 = -32109734.352068 nChanged 4109 SP:Iteration 17Q (33049.690000 sec): 3 clusters Score: Raw -32117899.506205 + Penalty 6059.554833 = -32111839.951372 nChanged 4092 SP:Iteration 18Q (33050.880000 sec): 3 clusters Score: Raw -32120294.165338 + Penalty 6059.554833 = -32114234.610505 nChanged 3968 SP:Iteration 19Q (33052.050000 sec): 3 clusters Score: Raw -32122873.673343 + Penalty 6059.554833 = -32116814.118510 nChanged 3733 SP:Iteration 20F (33053.270000 sec): 3 clusters Score: Raw -32125340.522350 + Penalty 6059.554833 = -32119280.967517 nChanged 3379 SP:Iteration 21Q (33054.380000 sec): 3 clusters Score: Raw -32127410.883699 + Penalty 6059.554833 = -32121351.328866 nChanged 3051 SP:Iteration 22Q (33055.480000 sec): 3 clusters Score: Raw -32128967.222829 + Penalty 6059.554833 = -32122907.667996 nChanged 2562 SP:Iteration 23Q (33056.600000 sec): 3 clusters Score: Raw -32130003.543491 + Penalty 6059.554833 = -32123943.988658 nChanged 2227 SP:Iteration 24Q (33057.690000 sec): 3 clusters Score: Raw -32130772.159771 + Penalty 6059.554833 = -32124712.604938 nChanged 2049 SP:Iteration 25Q (33058.720000 sec): 3 clusters Score: Raw -32131406.837637 + Penalty 6059.554833 = -32125347.282804 nChanged 1921 SP:Iteration 26Q (33059.750000 sec): 3 clusters Score: Raw -32131993.080337 + Penalty 6059.554833 = -32125933.525504 nChanged 1910 SP:Iteration 27Q (33060.810000 sec): 3 clusters Score: Raw -32132580.021615 + Penalty 6059.554833 = -32126520.466782 nChanged 1915 SP:Iteration 28Q (33062.140000 sec): 3 clusters Score: Raw -32133187.390732 + Penalty 6059.554833 = -32127127.835899 nChanged 1834 SP:Iteration 29Q (33063.340000 sec): 3 clusters Score: Raw -32133777.990572 + Penalty 6059.554833 = -32127718.435739 nChanged 1807 SP:Iteration 30Q (33064.480000 sec): 3 clusters Score: Raw -32134377.181920 + Penalty 6059.554833 = -32128317.627087 nChanged 1704 SP:Iteration 31Q (33065.820000 sec): 3 clusters Score: Raw -32134959.154179 + Penalty 6059.554833 = -32128899.599346 nChanged 1561 SP:Iteration 32Q (33066.850000 sec): 3 clusters Score: Raw -32135509.017472 + Penalty 6059.554833 = -32129449.462639 nChanged 1401 SP:Iteration 33Q (33067.860000 sec): 3 clusters Score: Raw -32136008.162975 + Penalty 6059.554833 = -32129948.608142 nChanged 1225 SP:Iteration 34Q (33068.860000 sec): 3 clusters Score: Raw -32136444.702994 + Penalty 6059.554833 = -32130385.148161 nChanged 1087 SP:Iteration 35Q (33069.850000 sec): 3 clusters Score: Raw -32136828.445040 + Penalty 6059.554833 = -32130768.890208 nChanged 916 SP:Iteration 36Q (33070.810000 sec): 3 clusters Score: Raw -32137147.411575 + Penalty 6059.554833 = -32131087.856742 nChanged 754 SP:Iteration 37Q (33071.830000 sec): 3 clusters Score: Raw -32137427.732513 + Penalty 6059.554833 = -32131368.177680 nChanged 662 SP:Iteration 38Q (33072.810000 sec): 3 clusters Score: Raw -32137688.381539 + Penalty 6059.554833 = -32131628.826706 nChanged 555 SP:Iteration 39Q (33073.750000 sec): 3 clusters Score: Raw -32137904.354068 + Penalty 6059.554833 = -32131844.799235 nChanged 443 SP:Iteration 40F (33074.890000 sec): 3 clusters Score: Raw -32138065.453735 + Penalty 6059.554833 = -32132005.898902 nChanged 342 SP:Iteration 41Q (33075.890000 sec): 3 clusters Score: Raw -32138185.850381 + Penalty 6059.554833 = -32132126.295548 nChanged 261 SP:Iteration 42Q (33076.930000 sec): 3 clusters Score: Raw -32138282.302183 + Penalty 6059.554833 = -32132222.747350 nChanged 256 SP:Iteration 43Q (33077.950000 sec): 3 clusters Score: Raw -32138371.725266 + Penalty 6059.554833 = -32132312.170433 nChanged 186 SP:Iteration 44Q (33079.010000 sec): 3 clusters Score: Raw -32138432.550147 + Penalty 6059.554833 = -32132372.995315 nChanged 138 SP:Iteration 45Q (33080.120000 sec): 3 clusters Score: Raw -32138477.751502 + Penalty 6059.554833 = -32132418.196669 nChanged 124 SP:Iteration 46Q (33081.100000 sec): 3 clusters Score: Raw -32138517.766788 + Penalty 6059.554833 = -32132458.211955 nChanged 112 SP:Iteration 47Q (33082.170000 sec): 3 clusters Score: Raw -32138554.754303 + Penalty 6059.554833 = -32132495.199470 nChanged 114 SP:Iteration 48Q (33083.200000 sec): 3 clusters Score: Raw -32138589.428556 + Penalty 6059.554833 = -32132529.873723 nChanged 85 SP:Iteration 49Q (33084.190000 sec): 3 clusters Score: Raw -32138615.239591 + Penalty 6059.554833 = -32132555.684758 nChanged 76 SP:Iteration 50Q (33085.110000 sec): 3 clusters Score: Raw -32138643.899474 + Penalty 6059.554833 = -32132584.344642 nChanged 64 SP:Iteration 51Q (33086.090000 sec): 3 clusters Score: Raw -32138662.810717 + Penalty 6059.554833 = -32132603.255884 nChanged 60 SP:Iteration 52Q (33087.100000 sec): 3 clusters Score: Raw -32138681.355070 + Penalty 6059.554833 = -32132621.800237 nChanged 50 SP:Iteration 53Q (33088.020000 sec): 3 clusters Score: Raw -32138696.865120 + Penalty 6059.554833 = -32132637.310288 nChanged 44 SP:Iteration 54Q (33089.030000 sec): 3 clusters Score: Raw -32138710.890777 + Penalty 6059.554833 = -32132651.335944 nChanged 37 SP:Iteration 55Q (33090.040000 sec): 3 clusters Score: Raw -32138720.893193 + Penalty 6059.554833 = -32132661.338360 nChanged 31 SP:Iteration 56Q (33090.990000 sec): 3 clusters Score: Raw -32138728.531754 + Penalty 6059.554833 = -32132668.976922 nChanged 29 SP:Iteration 57Q (33092.020000 sec): 3 clusters Score: Raw -32138735.191077 + Penalty 6059.554833 = -32132675.636244 nChanged 24 SP:Iteration 58Q (33092.900000 sec): 3 clusters Score: Raw -32138740.904859 + Penalty 6059.554833 = -32132681.350026 nChanged 8 SP:Iteration 59Q (33093.960000 sec): 3 clusters Score: Raw -32138742.516914 + Penalty 6059.554833 = -32132682.962081 nChanged 8 SP:Iteration 60F (33095.180000 sec): 3 clusters Score: Raw -32138744.305028 + Penalty 6059.554833 = -32132684.750195 nChanged 11 SP:Iteration 61Q (33096.230000 sec): 3 clusters Score: Raw -32138746.954000 + Penalty 6059.554833 = -32132687.399167 nChanged 13 SP:Iteration 62Q (33097.300000 sec): 3 clusters Score: Raw -32138750.084618 + Penalty 6059.554833 = -32132690.529785 nChanged 14 SP:Iteration 63Q (33098.320000 sec): 3 clusters Score: Raw -32138752.891824 + Penalty 6059.554833 = -32132693.336991 nChanged 13 SP:Iteration 64Q (33099.270000 sec): 3 clusters Score: Raw -32138756.267532 + Penalty 6059.554833 = -32132696.712700 nChanged 11 SP:Iteration 65Q (33100.230000 sec): 3 clusters Score: Raw -32138759.159296 + Penalty 6059.554833 = -32132699.604463 nChanged 12 SP:Iteration 66Q (33101.240000 sec): 3 clusters Score: Raw -32138762.181789 + Penalty 6059.554833 = -32132702.626956 nChanged 7 SP:Iteration 67Q (33102.250000 sec): 3 clusters Score: Raw -32138763.756631 + Penalty 6059.554833 = -32132704.201798 nChanged 11 SP:Iteration 68Q (33103.300000 sec): 3 clusters Score: Raw -32138765.803873 + Penalty 6059.554833 = -32132706.249040 nChanged 5 SP:Iteration 69Q (33104.380000 sec): 3 clusters Score: Raw -32138766.718031 + Penalty 6059.554833 = -32132707.163198 nChanged 11 SP:Iteration 70Q (33105.410000 sec): 3 clusters Score: Raw -32138769.456679 + Penalty 6059.554833 = -32132709.901846 nChanged 11 SP:Iteration 71Q (33106.400000 sec): 3 clusters Score: Raw -32138772.864544 + Penalty 6059.554833 = -32132713.309711 nChanged 11 SP:Iteration 72Q (33107.540000 sec): 3 clusters Score: Raw -32138775.409875 + Penalty 6059.554833 = -32132715.855042 nChanged 15 SP:Iteration 73Q (33108.690000 sec): 3 clusters Score: Raw -32138780.466892 + Penalty 6059.554833 = -32132720.912059 nChanged 16 SP:Iteration 74Q (33109.810000 sec): 3 clusters Score: Raw -32138785.461799 + Penalty 6059.554833 = -32132725.906966 nChanged 15 SP:Iteration 75Q (33110.910000 sec): 3 clusters Score: Raw -32138789.939083 + Penalty 6059.554833 = -32132730.384250 nChanged 7 SP:Iteration 76Q (33111.970000 sec): 3 clusters Score: Raw -32138791.835305 + Penalty 6059.554833 = -32132732.280472 nChanged 6 SP:Iteration 77Q (33112.940000 sec): 3 clusters Score: Raw -32138793.364893 + Penalty 6059.554833 = -32132733.810060 nChanged 3 SP:Iteration 78Q (33114.040000 sec): 3 clusters Score: Raw -32138794.124295 + Penalty 6059.554833 = -32132734.569462 nChanged 3 SP:Iteration 79Q (33115.080000 sec): 3 clusters Score: Raw -32138794.933947 + Penalty 6059.554833 = -32132735.379114 nChanged 5 SP:Iteration 80F (33116.210000 sec): 3 clusters Score: Raw -32138796.352405 + Penalty 6059.554833 = -32132736.797572 nChanged 6 SP:Iteration 81Q (33117.320000 sec): 3 clusters Score: Raw -32138798.029970 + Penalty 6059.554833 = -32132738.475137 nChanged 7 SP:Iteration 82Q (33118.380000 sec): 3 clusters Score: Raw -32138800.084481 + Penalty 6059.554833 = -32132740.529648 nChanged 5 SP:Iteration 83Q (33119.580000 sec): 3 clusters Score: Raw -32138801.943153 + Penalty 6059.554833 = -32132742.388320 nChanged 8 SP:Iteration 84Q (33120.720000 sec): 3 clusters Score: Raw -32138804.489730 + Penalty 6059.554833 = -32132744.934897 nChanged 5 SP:Iteration 85Q (33121.870000 sec): 3 clusters Score: Raw -32138806.204942 + Penalty 6059.554833 = -32132746.650109 nChanged 3 SP:Iteration 86Q (33122.960000 sec): 3 clusters Score: Raw -32138806.648615 + Penalty 6059.554833 = -32132747.093782 nChanged 3 SP:Iteration 87Q (33123.870000 sec): 3 clusters Score: Raw -32138807.173298 + Penalty 6059.554833 = -32132747.618465 nChanged 1 SP:Iteration 88Q (33124.950000 sec): 3 clusters Score: Raw -32138807.307776 + Penalty 6059.554833 = -32132747.752943 nChanged 0 SP:Iteration 89F (33126.280000 sec): 3 clusters Score: Raw -32138807.307776 + Penalty 6059.554833 = -32132747.752943 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 6 (5639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33126.460000 sec): 2 clusters Score: Raw -849441.746317 + Penalty 2142.090582 = -847299.655735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33126.670000 sec): 3 clusters Score: Raw -846640.534077 + Penalty 4284.181164 = -842356.352913 nChanged 2234 SP:Iteration 1F (33126.920000 sec): 3 clusters Score: Raw -848105.990977 + Penalty 4284.181164 = -843821.809813 nChanged 523 SP:Iteration 2F (33127.150000 sec): 3 clusters Score: Raw -848593.784017 + Penalty 4284.181164 = -844309.602853 nChanged 446 SP:Iteration 3F (33127.350000 sec): 3 clusters Score: Raw -849059.143068 + Penalty 4284.181164 = -844774.961904 nChanged 404 SP:Iteration 4F (33127.540000 sec): 3 clusters Score: Raw -849485.201568 + Penalty 4284.181164 = -845201.020404 nChanged 341 SP:Iteration 5F (33127.780000 sec): 3 clusters Score: Raw -849789.674356 + Penalty 4284.181164 = -845505.493192 nChanged 263 SP:Iteration 6Q (33127.970000 sec): 3 clusters Score: Raw -850023.452893 + Penalty 4284.181164 = -845739.271730 nChanged 234 SP:Iteration 7Q (33128.190000 sec): 3 clusters Score: Raw -850253.046943 + Penalty 4284.181164 = -845968.865779 nChanged 200 SP:Iteration 8Q (33128.380000 sec): 3 clusters Score: Raw -850418.353102 + Penalty 4284.181164 = -846134.171938 nChanged 137 SP:Iteration 9Q (33128.610000 sec): 3 clusters Score: Raw -850520.364778 + Penalty 4284.181164 = -846236.183614 nChanged 91 SP:Iteration 10Q (33128.840000 sec): 3 clusters Score: Raw -850579.487862 + Penalty 4284.181164 = -846295.306698 nChanged 54 SP:Iteration 11Q (33129.000000 sec): 3 clusters Score: Raw -850605.149340 + Penalty 4284.181164 = -846320.968177 nChanged 42 SP:Iteration 12Q (33129.200000 sec): 3 clusters Score: Raw -850621.785811 + Penalty 4284.181164 = -846337.604647 nChanged 32 SP:Iteration 13Q (33129.400000 sec): 3 clusters Score: Raw -850632.511098 + Penalty 4284.181164 = -846348.329935 nChanged 26 SP:Iteration 14Q (33129.620000 sec): 3 clusters Score: Raw -850640.467557 + Penalty 4284.181164 = -846356.286393 nChanged 9 SP:Iteration 15Q (33129.820000 sec): 3 clusters Score: Raw -850642.823336 + Penalty 4284.181164 = -846358.642173 nChanged 6 SP:Iteration 16Q (33130.010000 sec): 3 clusters Score: Raw -850644.438861 + Penalty 4284.181164 = -846360.257697 nChanged 4 SP:Iteration 17Q (33130.240000 sec): 3 clusters Score: Raw -850646.071348 + Penalty 4284.181164 = -846361.890185 nChanged 4 SP:Iteration 18Q (33130.440000 sec): 3 clusters Score: Raw -850647.162118 + Penalty 4284.181164 = -846362.980955 nChanged 3 SP:Iteration 19Q (33130.660000 sec): 3 clusters Score: Raw -850647.732612 + Penalty 4284.181164 = -846363.551448 nChanged 0 SP:Iteration 20F (33130.900000 sec): 3 clusters Score: Raw -850647.732612 + Penalty 4284.181164 = -846363.551448 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 7 (6689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33130.980000 sec): 2 clusters Score: Raw -1023438.315088 + Penalty 2184.438477 = -1021253.876611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33131.250000 sec): 3 clusters Score: Raw -1020021.715532 + Penalty 4368.876954 = -1015652.838578 nChanged 2564 SP:Iteration 1F (33131.530000 sec): 3 clusters Score: Raw -1021504.961822 + Penalty 4368.876954 = -1017136.084868 nChanged 565 SP:Iteration 2F (33131.730000 sec): 3 clusters Score: Raw -1021901.917072 + Penalty 4368.876954 = -1017533.040118 nChanged 481 SP:Iteration 3F (33132.010000 sec): 3 clusters Score: Raw -1022256.900461 + Penalty 4368.876954 = -1017888.023507 nChanged 403 SP:Iteration 4F (33132.220000 sec): 3 clusters Score: Raw -1022607.962302 + Penalty 4368.876954 = -1018239.085348 nChanged 422 SP:Iteration 5F (33132.490000 sec): 3 clusters Score: Raw -1022971.780621 + Penalty 4368.876954 = -1018602.903667 nChanged 380 SP:Iteration 6F (33132.700000 sec): 3 clusters Score: Raw -1023286.678471 + Penalty 4368.876954 = -1018917.801517 nChanged 336 SP:Iteration 7F (33132.930000 sec): 3 clusters Score: Raw -1023558.618326 + Penalty 4368.876954 = -1019189.741372 nChanged 292 SP:Iteration 8Q (33133.200000 sec): 3 clusters Score: Raw -1023799.596694 + Penalty 4368.876954 = -1019430.719740 nChanged 268 SP:Iteration 9Q (33133.420000 sec): 3 clusters Score: Raw -1023998.635813 + Penalty 4368.876954 = -1019629.758859 nChanged 203 SP:Iteration 10Q (33133.630000 sec): 3 clusters Score: Raw -1024141.413462 + Penalty 4368.876954 = -1019772.536508 nChanged 114 SP:Iteration 11Q (33133.880000 sec): 3 clusters Score: Raw -1024214.109012 + Penalty 4368.876954 = -1019845.232058 nChanged 72 SP:Iteration 12Q (33134.120000 sec): 3 clusters Score: Raw -1024256.075977 + Penalty 4368.876954 = -1019887.199024 nChanged 61 SP:Iteration 13Q (33134.340000 sec): 3 clusters Score: Raw -1024287.070375 + Penalty 4368.876954 = -1019918.193421 nChanged 49 SP:Iteration 14Q (33134.540000 sec): 3 clusters Score: Raw -1024308.352507 + Penalty 4368.876954 = -1019939.475553 nChanged 35 SP:Iteration 15Q (33134.800000 sec): 3 clusters Score: Raw -1024323.934361 + Penalty 4368.876954 = -1019955.057407 nChanged 31 SP:Iteration 16Q (33135.010000 sec): 3 clusters Score: Raw -1024334.684547 + Penalty 4368.876954 = -1019965.807593 nChanged 17 SP:Iteration 17Q (33135.170000 sec): 3 clusters Score: Raw -1024341.070680 + Penalty 4368.876954 = -1019972.193726 nChanged 16 SP:Iteration 18Q (33135.410000 sec): 3 clusters Score: Raw -1024347.101274 + Penalty 4368.876954 = -1019978.224320 nChanged 13 SP:Iteration 19Q (33135.630000 sec): 3 clusters Score: Raw -1024351.375440 + Penalty 4368.876954 = -1019982.498486 nChanged 6 SP:Iteration 20F (33135.870000 sec): 3 clusters Score: Raw -1024352.762032 + Penalty 4368.876954 = -1019983.885078 nChanged 7 SP:Iteration 21Q (33136.140000 sec): 3 clusters Score: Raw -1024354.573995 + Penalty 4368.876954 = -1019985.697041 nChanged 6 SP:Iteration 22Q (33136.350000 sec): 3 clusters Score: Raw -1024357.393527 + Penalty 4368.876954 = -1019988.516573 nChanged 17 SP:Iteration 23Q (33136.650000 sec): 3 clusters Score: Raw -1024365.099181 + Penalty 4368.876954 = -1019996.222227 nChanged 21 SP:Iteration 24Q (33136.870000 sec): 3 clusters Score: Raw -1024374.053177 + Penalty 4368.876954 = -1020005.176223 nChanged 16 SP:Iteration 25Q (33137.090000 sec): 3 clusters Score: Raw -1024380.263341 + Penalty 4368.876954 = -1020011.386387 nChanged 16 SP:Iteration 26Q (33137.330000 sec): 3 clusters Score: Raw -1024388.368430 + Penalty 4368.876954 = -1020019.491476 nChanged 14 SP:Iteration 27Q (33137.570000 sec): 3 clusters Score: Raw -1024396.056329 + Penalty 4368.876954 = -1020027.179375 nChanged 18 SP:Iteration 28Q (33137.830000 sec): 3 clusters Score: Raw -1024404.584703 + Penalty 4368.876954 = -1020035.707749 nChanged 15 SP:Iteration 29Q (33138.070000 sec): 3 clusters Score: Raw -1024410.489578 + Penalty 4368.876954 = -1020041.612624 nChanged 15 SP:Iteration 30Q (33138.340000 sec): 3 clusters Score: Raw -1024415.384552 + Penalty 4368.876954 = -1020046.507598 nChanged 14 SP:Iteration 31Q (33138.620000 sec): 3 clusters Score: Raw -1024420.090610 + Penalty 4368.876954 = -1020051.213656 nChanged 9 SP:Iteration 32Q (33138.870000 sec): 3 clusters Score: Raw -1024423.528360 + Penalty 4368.876954 = -1020054.651406 nChanged 11 SP:Iteration 33Q (33139.130000 sec): 3 clusters Score: Raw -1024428.672066 + Penalty 4368.876954 = -1020059.795112 nChanged 11 SP:Iteration 34Q (33139.400000 sec): 3 clusters Score: Raw -1024433.358631 + Penalty 4368.876954 = -1020064.481677 nChanged 16 SP:Iteration 35Q (33139.650000 sec): 3 clusters Score: Raw -1024441.293218 + Penalty 4368.876954 = -1020072.416264 nChanged 14 SP:Iteration 36Q (33139.920000 sec): 3 clusters Score: Raw -1024448.397208 + Penalty 4368.876954 = -1020079.520254 nChanged 7 SP:Iteration 37Q (33140.120000 sec): 3 clusters Score: Raw -1024451.581997 + Penalty 4368.876954 = -1020082.705043 nChanged 9 SP:Iteration 38Q (33140.340000 sec): 3 clusters Score: Raw -1024455.287227 + Penalty 4368.876954 = -1020086.410273 nChanged 4 SP:Iteration 39Q (33140.590000 sec): 3 clusters Score: Raw -1024457.708447 + Penalty 4368.876954 = -1020088.831493 nChanged 6 SP:Iteration 40F (33140.800000 sec): 3 clusters Score: Raw -1024460.546403 + Penalty 4368.876954 = -1020091.669449 nChanged 8 SP:Iteration 41Q (33141.100000 sec): 3 clusters Score: Raw -1024462.917439 + Penalty 4368.876954 = -1020094.040485 nChanged 4 SP:Iteration 42Q (33141.300000 sec): 3 clusters Score: Raw -1024464.017463 + Penalty 4368.876954 = -1020095.140509 nChanged 3 SP:Iteration 43Q (33141.510000 sec): 3 clusters Score: Raw -1024464.912186 + Penalty 4368.876954 = -1020096.035232 nChanged 4 SP:Iteration 44Q (33141.700000 sec): 3 clusters Score: Raw -1024466.113965 + Penalty 4368.876954 = -1020097.237011 nChanged 3 SP:Iteration 45Q (33141.930000 sec): 3 clusters Score: Raw -1024466.961713 + Penalty 4368.876954 = -1020098.084759 nChanged 3 SP:Iteration 46Q (33142.100000 sec): 3 clusters Score: Raw -1024468.032730 + Penalty 4368.876954 = -1020099.155776 nChanged 2 SP:Iteration 47Q (33142.300000 sec): 3 clusters Score: Raw -1024469.150169 + Penalty 4368.876954 = -1020100.273215 nChanged 4 SP:Iteration 48Q (33142.540000 sec): 3 clusters Score: Raw -1024470.476693 + Penalty 4368.876954 = -1020101.599739 nChanged 2 SP:Iteration 49Q (33142.730000 sec): 3 clusters Score: Raw -1024471.252989 + Penalty 4368.876954 = -1020102.376035 nChanged 2 SP:Iteration 50Q (33142.940000 sec): 3 clusters Score: Raw -1024471.959754 + Penalty 4368.876954 = -1020103.082800 nChanged 2 SP:Iteration 51Q (33143.120000 sec): 3 clusters Score: Raw -1024472.850211 + Penalty 4368.876954 = -1020103.973257 nChanged 2 SP:Iteration 52Q (33143.350000 sec): 3 clusters Score: Raw -1024473.508880 + Penalty 4368.876954 = -1020104.631927 nChanged 0 SP:Iteration 53F (33143.510000 sec): 3 clusters Score: Raw -1024473.508880 + Penalty 4368.876954 = -1020104.631927 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 8 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33143.640000 sec): 2 clusters Score: Raw -56366.466759 + Penalty 1493.815003 = -54872.651756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33143.800000 sec): 3 clusters Score: Raw -56536.764877 + Penalty 2987.630006 = -53549.134871 nChanged 78 SP:Iteration 1F (33143.980000 sec): 3 clusters Score: Raw -56699.887192 + Penalty 2987.630006 = -53712.257186 nChanged 18 SP:Iteration 2Q (33144.120000 sec): 3 clusters Score: Raw -56755.315621 + Penalty 2987.630006 = -53767.685615 nChanged 12 SP:Iteration 3Q (33144.320000 sec): 3 clusters Score: Raw -56778.848606 + Penalty 2987.630006 = -53791.218600 nChanged 3 SP:Iteration 4Q (33144.460000 sec): 3 clusters Score: Raw -56787.285461 + Penalty 2987.630006 = -53799.655455 nChanged 2 SP:Iteration 5Q (33144.630000 sec): 3 clusters Score: Raw -56795.461414 + Penalty 2987.630006 = -53807.831408 nChanged 1 SP:Iteration 6Q (33144.810000 sec): 3 clusters Score: Raw -56799.259949 + Penalty 2987.630006 = -53811.629943 nChanged 0 SP:Iteration 7F (33145.000000 sec): 3 clusters Score: Raw -56799.259949 + Penalty 2987.630006 = -53811.629943 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 9 (150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33145.050000 sec): 2 clusters Score: Raw -20247.728490 + Penalty 1242.637553 = -19005.090937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33145.240000 sec): 3 clusters Score: Raw -20544.298074 + Penalty 2485.275106 = -18059.022968 nChanged 6 SP:Iteration 1Q (33145.360000 sec): 3 clusters Score: Raw -20590.212681 + Penalty 2485.275106 = -18104.937575 nChanged 0 SP:Iteration 2F (33145.540000 sec): 3 clusters Score: Raw -20590.212681 + Penalty 2485.275106 = -18104.937575 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 10 (6733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33145.640000 sec): 2 clusters Score: Raw -1064969.082495 + Penalty 2186.064470 = -1062783.018025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33145.890000 sec): 3 clusters Score: Raw -1061508.902686 + Penalty 4372.128940 = -1057136.773746 nChanged 2706 SP:Iteration 1F (33146.090000 sec): 3 clusters Score: Raw -1063032.577377 + Penalty 4372.128940 = -1058660.448437 nChanged 520 SP:Iteration 2F (33146.260000 sec): 3 clusters Score: Raw -1063352.549397 + Penalty 4372.128940 = -1058980.420457 nChanged 374 SP:Iteration 3F (33146.470000 sec): 3 clusters Score: Raw -1063572.161985 + Penalty 4372.128940 = -1059200.033045 nChanged 320 SP:Iteration 4Q (33146.670000 sec): 3 clusters Score: Raw -1063759.393217 + Penalty 4372.128940 = -1059387.264277 nChanged 276 SP:Iteration 5Q (33146.890000 sec): 3 clusters Score: Raw -1063911.440601 + Penalty 4372.128940 = -1059539.311661 nChanged 242 SP:Iteration 6Q (33147.100000 sec): 3 clusters Score: Raw -1064049.508700 + Penalty 4372.128940 = -1059677.379760 nChanged 241 SP:Iteration 7Q (33147.290000 sec): 3 clusters Score: Raw -1064197.824439 + Penalty 4372.128940 = -1059825.695499 nChanged 271 SP:Iteration 8Q (33147.500000 sec): 3 clusters Score: Raw -1064362.901009 + Penalty 4372.128940 = -1059990.772069 nChanged 249 SP:Iteration 9Q (33147.690000 sec): 3 clusters Score: Raw -1064522.478288 + Penalty 4372.128940 = -1060150.349348 nChanged 265 SP:Iteration 10Q (33147.900000 sec): 3 clusters Score: Raw -1064685.276102 + Penalty 4372.128940 = -1060313.147162 nChanged 246 SP:Iteration 11Q (33148.100000 sec): 3 clusters Score: Raw -1064862.407390 + Penalty 4372.128940 = -1060490.278450 nChanged 262 SP:Iteration 12Q (33148.300000 sec): 3 clusters Score: Raw -1065059.519014 + Penalty 4372.128940 = -1060687.390074 nChanged 225 SP:Iteration 13Q (33148.500000 sec): 3 clusters Score: Raw -1065223.019083 + Penalty 4372.128940 = -1060850.890143 nChanged 168 SP:Iteration 14Q (33148.740000 sec): 3 clusters Score: Raw -1065335.408236 + Penalty 4372.128940 = -1060963.279296 nChanged 135 SP:Iteration 15Q (33148.930000 sec): 3 clusters Score: Raw -1065426.481254 + Penalty 4372.128940 = -1061054.352314 nChanged 97 SP:Iteration 16Q (33149.140000 sec): 3 clusters Score: Raw -1065499.105843 + Penalty 4372.128940 = -1061126.976903 nChanged 69 SP:Iteration 17Q (33149.350000 sec): 3 clusters Score: Raw -1065538.049512 + Penalty 4372.128940 = -1061165.920572 nChanged 50 SP:Iteration 18Q (33149.560000 sec): 3 clusters Score: Raw -1065564.359141 + Penalty 4372.128940 = -1061192.230201 nChanged 39 SP:Iteration 19Q (33149.730000 sec): 3 clusters Score: Raw -1065585.110402 + Penalty 4372.128940 = -1061212.981462 nChanged 38 SP:Iteration 20F (33149.940000 sec): 3 clusters Score: Raw -1065608.704798 + Penalty 4372.128940 = -1061236.575858 nChanged 27 SP:Iteration 21Q (33150.160000 sec): 3 clusters Score: Raw -1065623.012419 + Penalty 4372.128940 = -1061250.883480 nChanged 14 SP:Iteration 22Q (33150.350000 sec): 3 clusters Score: Raw -1065629.216981 + Penalty 4372.128940 = -1061257.088041 nChanged 10 SP:Iteration 23Q (33150.530000 sec): 3 clusters Score: Raw -1065634.177326 + Penalty 4372.128940 = -1061262.048386 nChanged 7 SP:Iteration 24Q (33150.780000 sec): 3 clusters Score: Raw -1065638.250625 + Penalty 4372.128940 = -1061266.121686 nChanged 7 SP:Iteration 25Q (33150.990000 sec): 3 clusters Score: Raw -1065640.775872 + Penalty 4372.128940 = -1061268.646932 nChanged 4 SP:Iteration 26Q (33151.240000 sec): 3 clusters Score: Raw -1065642.025941 + Penalty 4372.128940 = -1061269.897001 nChanged 5 SP:Iteration 27Q (33151.410000 sec): 3 clusters Score: Raw -1065644.341089 + Penalty 4372.128940 = -1061272.212149 nChanged 9 SP:Iteration 28Q (33151.630000 sec): 3 clusters Score: Raw -1065648.732881 + Penalty 4372.128940 = -1061276.603941 nChanged 11 SP:Iteration 29Q (33151.840000 sec): 3 clusters Score: Raw -1065654.271524 + Penalty 4372.128940 = -1061282.142584 nChanged 7 SP:Iteration 30Q (33152.020000 sec): 3 clusters Score: Raw -1065657.916200 + Penalty 4372.128940 = -1061285.787260 nChanged 10 SP:Iteration 31Q (33152.220000 sec): 3 clusters Score: Raw -1065663.203749 + Penalty 4372.128940 = -1061291.074809 nChanged 5 SP:Iteration 32Q (33152.470000 sec): 3 clusters Score: Raw -1065666.576228 + Penalty 4372.128940 = -1061294.447288 nChanged 2 SP:Iteration 33Q (33152.730000 sec): 3 clusters Score: Raw -1065667.612508 + Penalty 4372.128940 = -1061295.483568 nChanged 3 SP:Iteration 34Q (33152.990000 sec): 3 clusters Score: Raw -1065669.438516 + Penalty 4372.128940 = -1061297.309576 nChanged 3 SP:Iteration 35Q (33153.180000 sec): 3 clusters Score: Raw -1065670.825397 + Penalty 4372.128940 = -1061298.696457 nChanged 1 SP:Iteration 36Q (33153.400000 sec): 3 clusters Score: Raw -1065671.146445 + Penalty 4372.128940 = -1061299.017506 nChanged 1 SP:Iteration 37Q (33153.680000 sec): 3 clusters Score: Raw -1065671.412606 + Penalty 4372.128940 = -1061299.283666 nChanged 1 SP:Iteration 38Q (33153.910000 sec): 3 clusters Score: Raw -1065672.332559 + Penalty 4372.128940 = -1061300.203619 nChanged 0 SP:Iteration 39F (33154.080000 sec): 3 clusters Score: Raw -1065672.332559 + Penalty 4372.128940 = -1061300.203619 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 11 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33154.200000 sec): 2 clusters Score: Raw -72871.491847 + Penalty 1506.115044 = -71365.376803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33154.400000 sec): 3 clusters Score: Raw -72918.790908 + Penalty 3012.230089 = -69906.560819 nChanged 74 SP:Iteration 1F (33154.610000 sec): 3 clusters Score: Raw -73081.626767 + Penalty 3012.230089 = -70069.396678 nChanged 20 SP:Iteration 2Q (33154.810000 sec): 3 clusters Score: Raw -73148.918321 + Penalty 3012.230089 = -70136.688232 nChanged 6 SP:Iteration 3Q (33155.010000 sec): 3 clusters Score: Raw -73158.651963 + Penalty 3012.230089 = -70146.421874 nChanged 0 SP:Iteration 4F (33155.190000 sec): 3 clusters Score: Raw -73158.651963 + Penalty 3012.230089 = -70146.421874 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 12 (249437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33156.510000 sec): 2 clusters Score: Raw -39396478.204621 + Penalty 3081.886491 = -39393396.318130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33158.280000 sec): 3 clusters Score: Raw -39232495.822612 + Penalty 6163.772982 = -39226332.049630 nChanged 120257 SP:Iteration 1F (33159.960000 sec): 3 clusters Score: Raw -39303970.307238 + Penalty 6163.772982 = -39297806.534256 nChanged 8096 SP:Iteration 2Q (33161.570000 sec): 3 clusters Score: Raw -39306096.014788 + Penalty 6163.772982 = -39299932.241806 nChanged 9505 SP:Iteration 3Q (33163.140000 sec): 3 clusters Score: Raw -39309131.495134 + Penalty 6163.772982 = -39302967.722152 nChanged 11277 SP:Iteration 4Q (33164.710000 sec): 3 clusters Score: Raw -39313761.336884 + Penalty 6163.772982 = -39307597.563902 nChanged 13849 SP:Iteration 5F (33166.280000 sec): 3 clusters Score: Raw -39321082.937569 + Penalty 6163.772982 = -39314919.164587 nChanged 16257 SP:Iteration 6F (33167.790000 sec): 3 clusters Score: Raw -39331415.872253 + Penalty 6163.772982 = -39325252.099271 nChanged 17070 SP:Iteration 7F (33169.330000 sec): 3 clusters Score: Raw -39343735.909363 + Penalty 6163.772982 = -39337572.136381 nChanged 15646 SP:Iteration 8F (33170.870000 sec): 3 clusters Score: Raw -39355844.165494 + Penalty 6163.772982 = -39349680.392512 nChanged 12976 SP:Iteration 9F (33172.340000 sec): 3 clusters Score: Raw -39366241.459609 + Penalty 6163.772982 = -39360077.686627 nChanged 10075 SP:Iteration 10Q (33173.840000 sec): 3 clusters Score: Raw -39374699.072775 + Penalty 6163.772982 = -39368535.299793 nChanged 7471 SP:Iteration 11Q (33175.240000 sec): 3 clusters Score: Raw -39381075.822207 + Penalty 6163.772982 = -39374912.049225 nChanged 5369 SP:Iteration 12Q (33176.550000 sec): 3 clusters Score: Raw -39385687.226178 + Penalty 6163.772982 = -39379523.453196 nChanged 4121 SP:Iteration 13Q (33177.860000 sec): 3 clusters Score: Raw -39389091.123716 + Penalty 6163.772982 = -39382927.350734 nChanged 3142 SP:Iteration 14Q (33179.160000 sec): 3 clusters Score: Raw -39391584.541348 + Penalty 6163.772982 = -39385420.768366 nChanged 2427 SP:Iteration 15Q (33180.440000 sec): 3 clusters Score: Raw -39393458.621043 + Penalty 6163.772982 = -39387294.848061 nChanged 1725 SP:Iteration 16Q (33181.920000 sec): 3 clusters Score: Raw -39394764.350096 + Penalty 6163.772982 = -39388600.577114 nChanged 1102 SP:Iteration 17Q (33183.490000 sec): 3 clusters Score: Raw -39395600.725265 + Penalty 6163.772982 = -39389436.952283 nChanged 705 SP:Iteration 18Q (33184.870000 sec): 3 clusters Score: Raw -39396126.668269 + Penalty 6163.772982 = -39389962.895287 nChanged 370 SP:Iteration 19Q (33186.280000 sec): 3 clusters Score: Raw -39396406.610281 + Penalty 6163.772982 = -39390242.837299 nChanged 221 SP:Iteration 20F (33187.790000 sec): 3 clusters Score: Raw -39396572.416751 + Penalty 6163.772982 = -39390408.643769 nChanged 133 SP:Iteration 21Q (33189.070000 sec): 3 clusters Score: Raw -39396674.230483 + Penalty 6163.772982 = -39390510.457501 nChanged 94 SP:Iteration 22Q (33190.320000 sec): 3 clusters Score: Raw -39396752.196232 + Penalty 6163.772982 = -39390588.423250 nChanged 67 SP:Iteration 23Q (33191.550000 sec): 3 clusters Score: Raw -39396802.918586 + Penalty 6163.772982 = -39390639.145604 nChanged 44 SP:Iteration 24Q (33192.890000 sec): 3 clusters Score: Raw -39396836.254738 + Penalty 6163.772982 = -39390672.481756 nChanged 26 SP:Iteration 25Q (33194.120000 sec): 3 clusters Score: Raw -39396854.205741 + Penalty 6163.772982 = -39390690.432759 nChanged 19 SP:Iteration 26Q (33195.400000 sec): 3 clusters Score: Raw -39396866.847079 + Penalty 6163.772982 = -39390703.074097 nChanged 9 SP:Iteration 27Q (33196.600000 sec): 3 clusters Score: Raw -39396873.357042 + Penalty 6163.772982 = -39390709.584060 nChanged 9 SP:Iteration 28Q (33197.840000 sec): 3 clusters Score: Raw -39396880.606296 + Penalty 6163.772982 = -39390716.833314 nChanged 5 SP:Iteration 29Q (33199.050000 sec): 3 clusters Score: Raw -39396884.687962 + Penalty 6163.772982 = -39390720.914980 nChanged 3 SP:Iteration 30Q (33200.140000 sec): 3 clusters Score: Raw -39396886.234231 + Penalty 6163.772982 = -39390722.461249 nChanged 5 SP:Iteration 31Q (33201.280000 sec): 3 clusters Score: Raw -39396888.837334 + Penalty 6163.772982 = -39390725.064352 nChanged 6 SP:Iteration 32Q (33202.380000 sec): 3 clusters Score: Raw -39396893.214718 + Penalty 6163.772982 = -39390729.441736 nChanged 5 SP:Iteration 33Q (33203.640000 sec): 3 clusters Score: Raw -39396897.119854 + Penalty 6163.772982 = -39390733.346872 nChanged 1 SP:Iteration 34Q (33204.870000 sec): 3 clusters Score: Raw -39396897.464803 + Penalty 6163.772982 = -39390733.691821 nChanged 1 SP:Iteration 35Q (33206.140000 sec): 3 clusters Score: Raw -39396898.022198 + Penalty 6163.772982 = -39390734.249216 nChanged 1 SP:Iteration 36Q (33207.360000 sec): 3 clusters Score: Raw -39396898.618077 + Penalty 6163.772982 = -39390734.845095 nChanged 2 SP:Iteration 37Q (33208.570000 sec): 3 clusters Score: Raw -39396899.767131 + Penalty 6163.772982 = -39390735.994149 nChanged 0 SP:Iteration 38F (33209.940000 sec): 3 clusters Score: Raw -39396899.767131 + Penalty 6163.772982 = -39390735.994149 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 13 (6949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33210.150000 sec): 2 clusters Score: Raw -1101952.622495 + Penalty 2193.895555 = -1099758.726941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33210.390000 sec): 3 clusters Score: Raw -1098346.452418 + Penalty 4387.791109 = -1093958.661309 nChanged 2800 SP:Iteration 1F (33210.600000 sec): 3 clusters Score: Raw -1099872.020804 + Penalty 4387.791109 = -1095484.229694 nChanged 490 SP:Iteration 2F (33210.810000 sec): 3 clusters Score: Raw -1100147.083351 + Penalty 4387.791109 = -1095759.292241 nChanged 361 SP:Iteration 3F (33211.030000 sec): 3 clusters Score: Raw -1100355.905575 + Penalty 4387.791109 = -1095968.114465 nChanged 294 SP:Iteration 4Q (33211.280000 sec): 3 clusters Score: Raw -1100521.452499 + Penalty 4387.791109 = -1096133.661390 nChanged 246 SP:Iteration 5Q (33211.490000 sec): 3 clusters Score: Raw -1100624.435289 + Penalty 4387.791109 = -1096236.644179 nChanged 183 SP:Iteration 6Q (33211.700000 sec): 3 clusters Score: Raw -1100718.877367 + Penalty 4387.791109 = -1096331.086258 nChanged 200 SP:Iteration 7Q (33211.940000 sec): 3 clusters Score: Raw -1100821.114633 + Penalty 4387.791109 = -1096433.323523 nChanged 199 SP:Iteration 8Q (33212.090000 sec): 3 clusters Score: Raw -1100925.022564 + Penalty 4387.791109 = -1096537.231454 nChanged 200 SP:Iteration 9Q (33212.300000 sec): 3 clusters Score: Raw -1101040.636900 + Penalty 4387.791109 = -1096652.845791 nChanged 192 SP:Iteration 10Q (33212.500000 sec): 3 clusters Score: Raw -1101152.144314 + Penalty 4387.791109 = -1096764.353204 nChanged 180 SP:Iteration 11Q (33212.730000 sec): 3 clusters Score: Raw -1101257.610630 + Penalty 4387.791109 = -1096869.819521 nChanged 182 SP:Iteration 12Q (33212.940000 sec): 3 clusters Score: Raw -1101364.074599 + Penalty 4387.791109 = -1096976.283490 nChanged 164 SP:Iteration 13Q (33213.150000 sec): 3 clusters Score: Raw -1101467.145049 + Penalty 4387.791109 = -1097079.353940 nChanged 166 SP:Iteration 14Q (33213.330000 sec): 3 clusters Score: Raw -1101583.326912 + Penalty 4387.791109 = -1097195.535802 nChanged 156 SP:Iteration 15Q (33213.510000 sec): 3 clusters Score: Raw -1101681.410422 + Penalty 4387.791109 = -1097293.619312 nChanged 135 SP:Iteration 16Q (33213.710000 sec): 3 clusters Score: Raw -1101767.189686 + Penalty 4387.791109 = -1097379.398577 nChanged 124 SP:Iteration 17Q (33213.940000 sec): 3 clusters Score: Raw -1101858.186930 + Penalty 4387.791109 = -1097470.395820 nChanged 112 SP:Iteration 18Q (33214.130000 sec): 3 clusters Score: Raw -1101928.977617 + Penalty 4387.791109 = -1097541.186507 nChanged 92 SP:Iteration 19Q (33214.300000 sec): 3 clusters Score: Raw -1101986.994863 + Penalty 4387.791109 = -1097599.203753 nChanged 65 SP:Iteration 20F (33214.530000 sec): 3 clusters Score: Raw -1102025.182704 + Penalty 4387.791109 = -1097637.391594 nChanged 57 SP:Iteration 21Q (33214.720000 sec): 3 clusters Score: Raw -1102062.575029 + Penalty 4387.791109 = -1097674.783920 nChanged 43 SP:Iteration 22Q (33214.930000 sec): 3 clusters Score: Raw -1102088.732195 + Penalty 4387.791109 = -1097700.941085 nChanged 36 SP:Iteration 23Q (33215.080000 sec): 3 clusters Score: Raw -1102109.369458 + Penalty 4387.791109 = -1097721.578348 nChanged 25 SP:Iteration 24Q (33215.320000 sec): 3 clusters Score: Raw -1102126.529120 + Penalty 4387.791109 = -1097738.738010 nChanged 24 SP:Iteration 25Q (33215.490000 sec): 3 clusters Score: Raw -1102141.279038 + Penalty 4387.791109 = -1097753.487928 nChanged 22 SP:Iteration 26Q (33215.690000 sec): 3 clusters Score: Raw -1102155.730103 + Penalty 4387.791109 = -1097767.938993 nChanged 23 SP:Iteration 27Q (33215.900000 sec): 3 clusters Score: Raw -1102169.699409 + Penalty 4387.791109 = -1097781.908299 nChanged 19 SP:Iteration 28Q (33216.110000 sec): 3 clusters Score: Raw -1102181.946002 + Penalty 4387.791109 = -1097794.154892 nChanged 18 SP:Iteration 29Q (33216.280000 sec): 3 clusters Score: Raw -1102195.163744 + Penalty 4387.791109 = -1097807.372635 nChanged 27 SP:Iteration 30Q (33216.460000 sec): 3 clusters Score: Raw -1102214.216089 + Penalty 4387.791109 = -1097826.424979 nChanged 22 SP:Iteration 31Q (33216.680000 sec): 3 clusters Score: Raw -1102229.462784 + Penalty 4387.791109 = -1097841.671674 nChanged 15 SP:Iteration 32Q (33216.900000 sec): 3 clusters Score: Raw -1102243.188762 + Penalty 4387.791109 = -1097855.397653 nChanged 20 SP:Iteration 33Q (33217.160000 sec): 3 clusters Score: Raw -1102257.879887 + Penalty 4387.791109 = -1097870.088778 nChanged 9 SP:Iteration 34Q (33217.350000 sec): 3 clusters Score: Raw -1102262.679739 + Penalty 4387.791109 = -1097874.888630 nChanged 5 SP:Iteration 35Q (33217.590000 sec): 3 clusters Score: Raw -1102266.301395 + Penalty 4387.791109 = -1097878.510285 nChanged 5 SP:Iteration 36Q (33217.800000 sec): 3 clusters Score: Raw -1102269.437882 + Penalty 4387.791109 = -1097881.646772 nChanged 4 SP:Iteration 37Q (33218.010000 sec): 3 clusters Score: Raw -1102271.929853 + Penalty 4387.791109 = -1097884.138743 nChanged 5 SP:Iteration 38Q (33218.320000 sec): 3 clusters Score: Raw -1102274.870521 + Penalty 4387.791109 = -1097887.079412 nChanged 5 SP:Iteration 39Q (33218.560000 sec): 3 clusters Score: Raw -1102277.118081 + Penalty 4387.791109 = -1097889.326972 nChanged 1 SP:Iteration 40F (33218.840000 sec): 3 clusters Score: Raw -1102277.528005 + Penalty 4387.791109 = -1097889.736896 nChanged 1 SP:Iteration 41Q (33219.100000 sec): 3 clusters Score: Raw -1102278.177948 + Penalty 4387.791109 = -1097890.386839 nChanged 1 SP:Iteration 42Q (33219.360000 sec): 3 clusters Score: Raw -1102278.978211 + Penalty 4387.791109 = -1097891.187101 nChanged 2 SP:Iteration 43Q (33219.620000 sec): 3 clusters Score: Raw -1102280.370708 + Penalty 4387.791109 = -1097892.579598 nChanged 1 SP:Iteration 44Q (33219.860000 sec): 3 clusters Score: Raw -1102281.108300 + Penalty 4387.791109 = -1097893.317190 nChanged 2 SP:Iteration 45Q (33220.070000 sec): 3 clusters Score: Raw -1102281.598580 + Penalty 4387.791109 = -1097893.807470 nChanged 2 SP:Iteration 46Q (33220.260000 sec): 3 clusters Score: Raw -1102282.026599 + Penalty 4387.791109 = -1097894.235489 nChanged 0 SP:Iteration 47F (33220.510000 sec): 3 clusters Score: Raw -1102282.026599 + Penalty 4387.791109 = -1097894.235489 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 14 (26520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33220.740000 sec): 2 clusters Score: Raw -4198149.916734 + Penalty 2526.042302 = -4195623.874431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33221.080000 sec): 3 clusters Score: Raw -4182425.182482 + Penalty 5052.084604 = -4177373.097878 nChanged 11815 SP:Iteration 1F (33221.410000 sec): 3 clusters Score: Raw -4188801.854913 + Penalty 5052.084604 = -4183749.770309 nChanged 1320 SP:Iteration 2Q (33221.780000 sec): 3 clusters Score: Raw -4189247.993096 + Penalty 5052.084604 = -4184195.908492 nChanged 1191 SP:Iteration 3Q (33222.110000 sec): 3 clusters Score: Raw -4189696.201375 + Penalty 5052.084604 = -4184644.116770 nChanged 1249 SP:Iteration 4Q (33222.410000 sec): 3 clusters Score: Raw -4190237.784677 + Penalty 5052.084604 = -4185185.700073 nChanged 1391 SP:Iteration 5F (33222.750000 sec): 3 clusters Score: Raw -4190985.395231 + Penalty 5052.084604 = -4185933.310627 nChanged 1620 SP:Iteration 6F (33223.080000 sec): 3 clusters Score: Raw -4192045.128702 + Penalty 5052.084604 = -4186993.044098 nChanged 1758 SP:Iteration 7F (33223.380000 sec): 3 clusters Score: Raw -4193258.360630 + Penalty 5052.084604 = -4188206.276026 nChanged 1621 SP:Iteration 8F (33223.710000 sec): 3 clusters Score: Raw -4194379.430446 + Penalty 5052.084604 = -4189327.345842 nChanged 1476 SP:Iteration 9F (33224.060000 sec): 3 clusters Score: Raw -4195397.157047 + Penalty 5052.084604 = -4190345.072442 nChanged 1183 SP:Iteration 10Q (33224.400000 sec): 3 clusters Score: Raw -4196158.373522 + Penalty 5052.084604 = -4191106.288918 nChanged 939 SP:Iteration 11Q (33224.800000 sec): 3 clusters Score: Raw -4196733.288193 + Penalty 5052.084604 = -4191681.203588 nChanged 721 SP:Iteration 12Q (33225.100000 sec): 3 clusters Score: Raw -4197151.148768 + Penalty 5052.084604 = -4192099.064164 nChanged 547 SP:Iteration 13Q (33225.420000 sec): 3 clusters Score: Raw -4197462.062722 + Penalty 5052.084604 = -4192409.978117 nChanged 428 SP:Iteration 14Q (33225.780000 sec): 3 clusters Score: Raw -4197717.233994 + Penalty 5052.084604 = -4192665.149390 nChanged 333 SP:Iteration 15Q (33226.140000 sec): 3 clusters Score: Raw -4197906.388895 + Penalty 5052.084604 = -4192854.304291 nChanged 235 SP:Iteration 16Q (33226.440000 sec): 3 clusters Score: Raw -4198042.456375 + Penalty 5052.084604 = -4192990.371770 nChanged 191 SP:Iteration 17Q (33226.730000 sec): 3 clusters Score: Raw -4198144.847034 + Penalty 5052.084604 = -4193092.762430 nChanged 142 SP:Iteration 18Q (33227.020000 sec): 3 clusters Score: Raw -4198220.794405 + Penalty 5052.084604 = -4193168.709801 nChanged 100 SP:Iteration 19Q (33227.360000 sec): 3 clusters Score: Raw -4198276.784616 + Penalty 5052.084604 = -4193224.700011 nChanged 89 SP:Iteration 20F (33227.660000 sec): 3 clusters Score: Raw -4198320.852601 + Penalty 5052.084604 = -4193268.767996 nChanged 66 SP:Iteration 21Q (33227.980000 sec): 3 clusters Score: Raw -4198354.846969 + Penalty 5052.084604 = -4193302.762365 nChanged 48 SP:Iteration 22Q (33228.310000 sec): 3 clusters Score: Raw -4198376.397846 + Penalty 5052.084604 = -4193324.313241 nChanged 29 SP:Iteration 23Q (33228.630000 sec): 3 clusters Score: Raw -4198386.702391 + Penalty 5052.084604 = -4193334.617787 nChanged 11 SP:Iteration 24Q (33228.970000 sec): 3 clusters Score: Raw -4198390.825184 + Penalty 5052.084604 = -4193338.740580 nChanged 10 SP:Iteration 25Q (33229.290000 sec): 3 clusters Score: Raw -4198394.778205 + Penalty 5052.084604 = -4193342.693600 nChanged 9 SP:Iteration 26Q (33229.620000 sec): 3 clusters Score: Raw -4198397.349940 + Penalty 5052.084604 = -4193345.265336 nChanged 5 SP:Iteration 27Q (33230.000000 sec): 3 clusters Score: Raw -4198399.519481 + Penalty 5052.084604 = -4193347.434876 nChanged 12 SP:Iteration 28Q (33230.330000 sec): 3 clusters Score: Raw -4198403.757101 + Penalty 5052.084604 = -4193351.672496 nChanged 10 SP:Iteration 29Q (33230.680000 sec): 3 clusters Score: Raw -4198408.285076 + Penalty 5052.084604 = -4193356.200472 nChanged 14 SP:Iteration 30Q (33230.930000 sec): 3 clusters Score: Raw -4198414.083361 + Penalty 5052.084604 = -4193361.998756 nChanged 9 SP:Iteration 31Q (33231.280000 sec): 3 clusters Score: Raw -4198419.109938 + Penalty 5052.084604 = -4193367.025333 nChanged 15 SP:Iteration 32Q (33231.590000 sec): 3 clusters Score: Raw -4198426.039649 + Penalty 5052.084604 = -4193373.955044 nChanged 14 SP:Iteration 33Q (33231.910000 sec): 3 clusters Score: Raw -4198431.038154 + Penalty 5052.084604 = -4193378.953549 nChanged 12 SP:Iteration 34Q (33232.240000 sec): 3 clusters Score: Raw -4198435.755247 + Penalty 5052.084604 = -4193383.670642 nChanged 6 SP:Iteration 35Q (33232.580000 sec): 3 clusters Score: Raw -4198438.090650 + Penalty 5052.084604 = -4193386.006045 nChanged 7 SP:Iteration 36Q (33232.920000 sec): 3 clusters Score: Raw -4198441.949063 + Penalty 5052.084604 = -4193389.864459 nChanged 8 SP:Iteration 37Q (33233.240000 sec): 3 clusters Score: Raw -4198444.911621 + Penalty 5052.084604 = -4193392.827017 nChanged 7 SP:Iteration 38Q (33233.580000 sec): 3 clusters Score: Raw -4198448.011307 + Penalty 5052.084604 = -4193395.926703 nChanged 7 SP:Iteration 39Q (33233.920000 sec): 3 clusters Score: Raw -4198451.647526 + Penalty 5052.084604 = -4193399.562921 nChanged 4 SP:Iteration 40F (33234.220000 sec): 3 clusters Score: Raw -4198453.196905 + Penalty 5052.084604 = -4193401.112301 nChanged 3 SP:Iteration 41Q (33234.520000 sec): 3 clusters Score: Raw -4198453.931019 + Penalty 5052.084604 = -4193401.846415 nChanged 4 SP:Iteration 42Q (33234.800000 sec): 3 clusters Score: Raw -4198455.638154 + Penalty 5052.084604 = -4193403.553549 nChanged 6 SP:Iteration 43Q (33235.160000 sec): 3 clusters Score: Raw -4198458.544775 + Penalty 5052.084604 = -4193406.460171 nChanged 5 SP:Iteration 44Q (33235.460000 sec): 3 clusters Score: Raw -4198462.086446 + Penalty 5052.084604 = -4193410.001842 nChanged 11 SP:Iteration 45Q (33235.820000 sec): 3 clusters Score: Raw -4198467.196376 + Penalty 5052.084604 = -4193415.111772 nChanged 5 SP:Iteration 46Q (33236.070000 sec): 3 clusters Score: Raw -4198469.760520 + Penalty 5052.084604 = -4193417.675915 nChanged 5 SP:Iteration 47Q (33236.400000 sec): 3 clusters Score: Raw -4198472.417480 + Penalty 5052.084604 = -4193420.332876 nChanged 6 SP:Iteration 48Q (33236.670000 sec): 3 clusters Score: Raw -4198475.627144 + Penalty 5052.084604 = -4193423.542540 nChanged 5 SP:Iteration 49Q (33236.980000 sec): 3 clusters Score: Raw -4198477.514839 + Penalty 5052.084604 = -4193425.430235 nChanged 3 SP:Iteration 50Q (33237.280000 sec): 3 clusters Score: Raw -4198478.375423 + Penalty 5052.084604 = -4193426.290819 nChanged 3 SP:Iteration 51Q (33237.610000 sec): 3 clusters Score: Raw -4198479.301617 + Penalty 5052.084604 = -4193427.217012 nChanged 1 SP:Iteration 52Q (33237.900000 sec): 3 clusters Score: Raw -4198479.716449 + Penalty 5052.084604 = -4193427.631844 nChanged 2 SP:Iteration 53Q (33238.240000 sec): 3 clusters Score: Raw -4198480.345887 + Penalty 5052.084604 = -4193428.261282 nChanged 1 SP:Iteration 54Q (33238.590000 sec): 3 clusters Score: Raw -4198480.733468 + Penalty 5052.084604 = -4193428.648864 nChanged 1 SP:Iteration 55Q (33238.870000 sec): 3 clusters Score: Raw -4198481.134210 + Penalty 5052.084604 = -4193429.049606 nChanged 0 SP:Iteration 56F (33239.260000 sec): 3 clusters Score: Raw -4198481.134210 + Penalty 5052.084604 = -4193429.049606 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 15 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33239.350000 sec): 2 clusters Score: Raw -41526.908755 + Penalty 1425.849461 = -40101.059295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33239.560000 sec): 3 clusters Score: Raw -41665.147739 + Penalty 2851.698921 = -38813.448818 nChanged 48 SP:Iteration 1F (33239.730000 sec): 3 clusters Score: Raw -41848.952988 + Penalty 2851.698921 = -38997.254067 nChanged 16 SP:Iteration 2F (33239.920000 sec): 3 clusters Score: Raw -41941.533278 + Penalty 2851.698921 = -39089.834357 nChanged 5 SP:Iteration 3Q (33240.090000 sec): 3 clusters Score: Raw -41964.168340 + Penalty 2851.698921 = -39112.469419 nChanged 2 SP:Iteration 4Q (33240.270000 sec): 3 clusters Score: Raw -41969.756597 + Penalty 2851.698921 = -39118.057676 nChanged 2 SP:Iteration 5Q (33240.510000 sec): 3 clusters Score: Raw -41972.649838 + Penalty 2851.698921 = -39120.950917 nChanged 0 SP:Iteration 6F (33240.670000 sec): 3 clusters Score: Raw -41972.649838 + Penalty 2851.698921 = -39120.950917 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 16 (74884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33241.090000 sec): 2 clusters Score: Raw -12138726.175667 + Penalty 2783.476491 = -12135942.699176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33241.650000 sec): 3 clusters Score: Raw -12091416.196890 + Penalty 5566.952982 = -12085849.243908 nChanged 35146 SP:Iteration 1F (33242.230000 sec): 3 clusters Score: Raw -12111586.576302 + Penalty 5566.952982 = -12106019.623320 nChanged 3108 SP:Iteration 2Q (33242.860000 sec): 3 clusters Score: Raw -12112758.136174 + Penalty 5566.952982 = -12107191.183192 nChanged 3206 SP:Iteration 3Q (33243.520000 sec): 3 clusters Score: Raw -12113960.473133 + Penalty 5566.952982 = -12108393.520151 nChanged 3149 SP:Iteration 4Q (33244.210000 sec): 3 clusters Score: Raw -12115082.624063 + Penalty 5566.952982 = -12109515.671081 nChanged 3076 SP:Iteration 5Q (33244.830000 sec): 3 clusters Score: Raw -12116080.690986 + Penalty 5566.952982 = -12110513.738004 nChanged 2842 SP:Iteration 6Q (33245.410000 sec): 3 clusters Score: Raw -12116953.762357 + Penalty 5566.952982 = -12111386.809374 nChanged 2712 SP:Iteration 7Q (33246.010000 sec): 3 clusters Score: Raw -12117735.781511 + Penalty 5566.952982 = -12112168.828529 nChanged 2535 SP:Iteration 8Q (33246.590000 sec): 3 clusters Score: Raw -12118425.812523 + Penalty 5566.952982 = -12112858.859541 nChanged 2393 SP:Iteration 9Q (33247.190000 sec): 3 clusters Score: Raw -12119085.905843 + Penalty 5566.952982 = -12113518.952860 nChanged 2363 SP:Iteration 10Q (33247.820000 sec): 3 clusters Score: Raw -12119810.955947 + Penalty 5566.952982 = -12114244.002965 nChanged 2400 SP:Iteration 11Q (33248.430000 sec): 3 clusters Score: Raw -12120626.326271 + Penalty 5566.952982 = -12115059.373289 nChanged 2555 SP:Iteration 12Q (33249.010000 sec): 3 clusters Score: Raw -12121580.134519 + Penalty 5566.952982 = -12116013.181537 nChanged 2511 SP:Iteration 13Q (33249.620000 sec): 3 clusters Score: Raw -12122626.619215 + Penalty 5566.952982 = -12117059.666233 nChanged 2586 SP:Iteration 14Q (33250.240000 sec): 3 clusters Score: Raw -12123863.680390 + Penalty 5566.952982 = -12118296.727408 nChanged 2573 SP:Iteration 15Q (33250.820000 sec): 3 clusters Score: Raw -12124949.591882 + Penalty 5566.952982 = -12119382.638900 nChanged 2228 SP:Iteration 16Q (33251.430000 sec): 3 clusters Score: Raw -12125745.669564 + Penalty 5566.952982 = -12120178.716582 nChanged 1702 SP:Iteration 17Q (33252.020000 sec): 3 clusters Score: Raw -12126149.355309 + Penalty 5566.952982 = -12120582.402327 nChanged 1118 SP:Iteration 18Q (33252.680000 sec): 3 clusters Score: Raw -12126327.174263 + Penalty 5566.952982 = -12120760.221281 nChanged 741 SP:Iteration 19Q (33253.280000 sec): 3 clusters Score: Raw -12126409.395717 + Penalty 5566.952982 = -12120842.442735 nChanged 495 SP:Iteration 20F (33253.900000 sec): 3 clusters Score: Raw -12126455.015454 + Penalty 5566.952982 = -12120888.062472 nChanged 354 SP:Iteration 21Q (33254.490000 sec): 3 clusters Score: Raw -12126484.248093 + Penalty 5566.952982 = -12120917.295111 nChanged 339 SP:Iteration 22Q (33255.150000 sec): 3 clusters Score: Raw -12126511.564927 + Penalty 5566.952982 = -12120944.611945 nChanged 301 SP:Iteration 23Q (33255.760000 sec): 3 clusters Score: Raw -12126536.295838 + Penalty 5566.952982 = -12120969.342856 nChanged 281 SP:Iteration 24Q (33256.400000 sec): 3 clusters Score: Raw -12126556.926902 + Penalty 5566.952982 = -12120989.973920 nChanged 245 SP:Iteration 25Q (33256.970000 sec): 3 clusters Score: Raw -12126572.693710 + Penalty 5566.952982 = -12121005.740728 nChanged 206 SP:Iteration 26Q (33257.590000 sec): 3 clusters Score: Raw -12126585.274478 + Penalty 5566.952982 = -12121018.321496 nChanged 197 SP:Iteration 27Q (33258.180000 sec): 3 clusters Score: Raw -12126596.308804 + Penalty 5566.952982 = -12121029.355822 nChanged 189 SP:Iteration 28Q (33258.810000 sec): 3 clusters Score: Raw -12126606.771778 + Penalty 5566.952982 = -12121039.818795 nChanged 173 SP:Iteration 29Q (33259.370000 sec): 3 clusters Score: Raw -12126617.365285 + Penalty 5566.952982 = -12121050.412303 nChanged 182 SP:Iteration 30Q (33259.890000 sec): 3 clusters Score: Raw -12126627.788913 + Penalty 5566.952982 = -12121060.835930 nChanged 181 SP:Iteration 31Q (33260.450000 sec): 3 clusters Score: Raw -12126639.625071 + Penalty 5566.952982 = -12121072.672089 nChanged 197 SP:Iteration 32Q (33261.050000 sec): 3 clusters Score: Raw -12126653.225601 + Penalty 5566.952982 = -12121086.272618 nChanged 207 SP:Iteration 33Q (33261.620000 sec): 3 clusters Score: Raw -12126666.115993 + Penalty 5566.952982 = -12121099.163011 nChanged 202 SP:Iteration 34Q (33262.200000 sec): 3 clusters Score: Raw -12126679.164166 + Penalty 5566.952982 = -12121112.211184 nChanged 188 SP:Iteration 35Q (33262.770000 sec): 3 clusters Score: Raw -12126690.203122 + Penalty 5566.952982 = -12121123.250140 nChanged 165 SP:Iteration 36Q (33263.370000 sec): 3 clusters Score: Raw -12126701.358788 + Penalty 5566.952982 = -12121134.405806 nChanged 205 SP:Iteration 37Q (33264.000000 sec): 3 clusters Score: Raw -12126714.974728 + Penalty 5566.952982 = -12121148.021746 nChanged 188 SP:Iteration 38Q (33264.580000 sec): 3 clusters Score: Raw -12126726.760045 + Penalty 5566.952982 = -12121159.807062 nChanged 168 SP:Iteration 39Q (33265.190000 sec): 3 clusters Score: Raw -12126736.614079 + Penalty 5566.952982 = -12121169.661097 nChanged 177 SP:Iteration 40F (33265.780000 sec): 3 clusters Score: Raw -12126746.262120 + Penalty 5566.952982 = -12121179.309137 nChanged 179 SP:Iteration 41Q (33266.370000 sec): 3 clusters Score: Raw -12126757.490489 + Penalty 5566.952982 = -12121190.537507 nChanged 199 SP:Iteration 42Q (33266.960000 sec): 3 clusters Score: Raw -12126771.197886 + Penalty 5566.952982 = -12121204.244904 nChanged 190 SP:Iteration 43Q (33267.550000 sec): 3 clusters Score: Raw -12126782.596242 + Penalty 5566.952982 = -12121215.643260 nChanged 186 SP:Iteration 44Q (33268.110000 sec): 3 clusters Score: Raw -12126794.113234 + Penalty 5566.952982 = -12121227.160251 nChanged 179 SP:Iteration 45Q (33268.680000 sec): 3 clusters Score: Raw -12126805.498947 + Penalty 5566.952982 = -12121238.545964 nChanged 168 SP:Iteration 46Q (33269.220000 sec): 3 clusters Score: Raw -12126815.379171 + Penalty 5566.952982 = -12121248.426188 nChanged 169 SP:Iteration 47Q (33269.810000 sec): 3 clusters Score: Raw -12126825.333313 + Penalty 5566.952982 = -12121258.380331 nChanged 170 SP:Iteration 48Q (33270.370000 sec): 3 clusters Score: Raw -12126836.307581 + Penalty 5566.952982 = -12121269.354599 nChanged 194 SP:Iteration 49Q (33270.990000 sec): 3 clusters Score: Raw -12126847.579558 + Penalty 5566.952982 = -12121280.626576 nChanged 177 SP:Iteration 50Q (33271.520000 sec): 3 clusters Score: Raw -12126856.420152 + Penalty 5566.952982 = -12121289.467170 nChanged 160 SP:Iteration 51Q (33272.030000 sec): 3 clusters Score: Raw -12126864.728844 + Penalty 5566.952982 = -12121297.775862 nChanged 129 SP:Iteration 52Q (33272.530000 sec): 3 clusters Score: Raw -12126871.247955 + Penalty 5566.952982 = -12121304.294972 nChanged 118 SP:Iteration 53Q (33273.050000 sec): 3 clusters Score: Raw -12126877.057632 + Penalty 5566.952982 = -12121310.104650 nChanged 131 SP:Iteration 54Q (33273.580000 sec): 3 clusters Score: Raw -12126883.023543 + Penalty 5566.952982 = -12121316.070561 nChanged 107 SP:Iteration 55Q (33274.110000 sec): 3 clusters Score: Raw -12126887.740058 + Penalty 5566.952982 = -12121320.787076 nChanged 101 SP:Iteration 56Q (33274.650000 sec): 3 clusters Score: Raw -12126892.230282 + Penalty 5566.952982 = -12121325.277300 nChanged 98 SP:Iteration 57Q (33275.160000 sec): 3 clusters Score: Raw -12126896.546443 + Penalty 5566.952982 = -12121329.593461 nChanged 105 SP:Iteration 58Q (33275.700000 sec): 3 clusters Score: Raw -12126902.029834 + Penalty 5566.952982 = -12121335.076852 nChanged 123 SP:Iteration 59Q (33276.230000 sec): 3 clusters Score: Raw -12126908.054299 + Penalty 5566.952982 = -12121341.101317 nChanged 128 SP:Iteration 60F (33276.770000 sec): 3 clusters Score: Raw -12126913.800364 + Penalty 5566.952982 = -12121346.847381 nChanged 120 SP:Iteration 61Q (33277.290000 sec): 3 clusters Score: Raw -12126919.591473 + Penalty 5566.952982 = -12121352.638491 nChanged 117 SP:Iteration 62Q (33277.810000 sec): 3 clusters Score: Raw -12126925.275527 + Penalty 5566.952982 = -12121358.322545 nChanged 109 SP:Iteration 63Q (33278.330000 sec): 3 clusters Score: Raw -12126931.469668 + Penalty 5566.952982 = -12121364.516686 nChanged 143 SP:Iteration 64Q (33278.850000 sec): 3 clusters Score: Raw -12126939.099314 + Penalty 5566.952982 = -12121372.146332 nChanged 149 SP:Iteration 65Q (33279.370000 sec): 3 clusters Score: Raw -12126947.470394 + Penalty 5566.952982 = -12121380.517412 nChanged 158 SP:Iteration 66Q (33279.870000 sec): 3 clusters Score: Raw -12126955.802892 + Penalty 5566.952982 = -12121388.849909 nChanged 153 SP:Iteration 67Q (33280.380000 sec): 3 clusters Score: Raw -12126964.120107 + Penalty 5566.952982 = -12121397.167125 nChanged 168 SP:Iteration 68Q (33280.870000 sec): 3 clusters Score: Raw -12126973.596759 + Penalty 5566.952982 = -12121406.643777 nChanged 159 SP:Iteration 69Q (33281.430000 sec): 3 clusters Score: Raw -12126981.470951 + Penalty 5566.952982 = -12121414.517969 nChanged 158 SP:Iteration 70Q (33281.960000 sec): 3 clusters Score: Raw -12126989.775771 + Penalty 5566.952982 = -12121422.822789 nChanged 143 SP:Iteration 71Q (33282.480000 sec): 3 clusters Score: Raw -12126996.864545 + Penalty 5566.952982 = -12121429.911563 nChanged 139 SP:Iteration 72Q (33283.010000 sec): 3 clusters Score: Raw -12127004.137839 + Penalty 5566.952982 = -12121437.184857 nChanged 136 SP:Iteration 73Q (33283.540000 sec): 3 clusters Score: Raw -12127010.331585 + Penalty 5566.952982 = -12121443.378602 nChanged 105 SP:Iteration 74Q (33284.070000 sec): 3 clusters Score: Raw -12127015.218130 + Penalty 5566.952982 = -12121448.265148 nChanged 104 SP:Iteration 75Q (33284.640000 sec): 3 clusters Score: Raw -12127020.462535 + Penalty 5566.952982 = -12121453.509553 nChanged 123 SP:Iteration 76Q (33285.180000 sec): 3 clusters Score: Raw -12127026.548344 + Penalty 5566.952982 = -12121459.595362 nChanged 109 SP:Iteration 77Q (33285.730000 sec): 3 clusters Score: Raw -12127031.677737 + Penalty 5566.952982 = -12121464.724755 nChanged 119 SP:Iteration 78Q (33286.280000 sec): 3 clusters Score: Raw -12127037.651881 + Penalty 5566.952982 = -12121470.698898 nChanged 124 SP:Iteration 79Q (33286.860000 sec): 3 clusters Score: Raw -12127044.116682 + Penalty 5566.952982 = -12121477.163700 nChanged 111 SP:Iteration 80F (33287.400000 sec): 3 clusters Score: Raw -12127049.154997 + Penalty 5566.952982 = -12121482.202015 nChanged 114 SP:Iteration 81Q (33287.900000 sec): 3 clusters Score: Raw -12127054.738593 + Penalty 5566.952982 = -12121487.785611 nChanged 115 SP:Iteration 82Q (33288.460000 sec): 3 clusters Score: Raw -12127060.965426 + Penalty 5566.952982 = -12121494.012444 nChanged 130 SP:Iteration 83Q (33289.000000 sec): 3 clusters Score: Raw -12127068.070799 + Penalty 5566.952982 = -12121501.117816 nChanged 129 SP:Iteration 84Q (33289.590000 sec): 3 clusters Score: Raw -12127075.514974 + Penalty 5566.952982 = -12121508.561991 nChanged 140 SP:Iteration 85Q (33290.140000 sec): 3 clusters Score: Raw -12127083.013273 + Penalty 5566.952982 = -12121516.060291 nChanged 134 SP:Iteration 86Q (33290.690000 sec): 3 clusters Score: Raw -12127091.060254 + Penalty 5566.952982 = -12121524.107272 nChanged 123 SP:Iteration 87Q (33291.300000 sec): 3 clusters Score: Raw -12127097.453553 + Penalty 5566.952982 = -12121530.500571 nChanged 115 SP:Iteration 88Q (33291.860000 sec): 3 clusters Score: Raw -12127103.178292 + Penalty 5566.952982 = -12121536.225310 nChanged 123 SP:Iteration 89Q (33292.460000 sec): 3 clusters Score: Raw -12127109.308807 + Penalty 5566.952982 = -12121542.355825 nChanged 146 SP:Iteration 90Q (33293.070000 sec): 3 clusters Score: Raw -12127117.291300 + Penalty 5566.952982 = -12121550.338318 nChanged 139 SP:Iteration 91Q (33293.650000 sec): 3 clusters Score: Raw -12127123.221139 + Penalty 5566.952982 = -12121556.268157 nChanged 103 SP:Iteration 92Q (33294.210000 sec): 3 clusters Score: Raw -12127127.104308 + Penalty 5566.952982 = -12121560.151326 nChanged 91 SP:Iteration 93Q (33294.770000 sec): 3 clusters Score: Raw -12127131.270434 + Penalty 5566.952982 = -12121564.317452 nChanged 97 SP:Iteration 94Q (33295.320000 sec): 3 clusters Score: Raw -12127135.947121 + Penalty 5566.952982 = -12121568.994139 nChanged 109 SP:Iteration 95Q (33295.920000 sec): 3 clusters Score: Raw -12127142.073136 + Penalty 5566.952982 = -12121575.120154 nChanged 113 SP:Iteration 96Q (33296.500000 sec): 3 clusters Score: Raw -12127149.479941 + Penalty 5566.952982 = -12121582.526959 nChanged 140 SP:Iteration 97Q (33297.020000 sec): 3 clusters Score: Raw -12127157.851471 + Penalty 5566.952982 = -12121590.898489 nChanged 133 SP:Iteration 98Q (33297.570000 sec): 3 clusters Score: Raw -12127164.696417 + Penalty 5566.952982 = -12121597.743434 nChanged 118 SP:Iteration 99Q (33298.130000 sec): 3 clusters Score: Raw -12127170.527106 + Penalty 5566.952982 = -12121603.574124 nChanged 107 SP:Iteration 100F (33298.700000 sec): 3 clusters Score: Raw -12127176.649915 + Penalty 5566.952982 = -12121609.696933 nChanged 120 SP:Iteration 101Q (33299.260000 sec): 3 clusters Score: Raw -12127183.107495 + Penalty 5566.952982 = -12121616.154513 nChanged 133 SP:Iteration 102Q (33299.830000 sec): 3 clusters Score: Raw -12127191.133947 + Penalty 5566.952982 = -12121624.180965 nChanged 148 SP:Iteration 103Q (33300.400000 sec): 3 clusters Score: Raw -12127200.921326 + Penalty 5566.952982 = -12121633.968344 nChanged 151 SP:Iteration 104Q (33301.030000 sec): 3 clusters Score: Raw -12127210.944583 + Penalty 5566.952982 = -12121643.991601 nChanged 167 SP:Iteration 105Q (33301.630000 sec): 3 clusters Score: Raw -12127221.005947 + Penalty 5566.952982 = -12121654.052965 nChanged 157 SP:Iteration 106Q (33302.220000 sec): 3 clusters Score: Raw -12127232.168780 + Penalty 5566.952982 = -12121665.215798 nChanged 183 SP:Iteration 107Q (33302.790000 sec): 3 clusters Score: Raw -12127245.847906 + Penalty 5566.952982 = -12121678.894924 nChanged 214 SP:Iteration 108Q (33303.390000 sec): 3 clusters Score: Raw -12127262.199114 + Penalty 5566.952982 = -12121695.246132 nChanged 219 SP:Iteration 109Q (33303.950000 sec): 3 clusters Score: Raw -12127279.118261 + Penalty 5566.952982 = -12121712.165279 nChanged 211 SP:Iteration 110Q (33304.500000 sec): 3 clusters Score: Raw -12127295.390234 + Penalty 5566.952982 = -12121728.437252 nChanged 228 SP:Iteration 111Q (33305.080000 sec): 3 clusters Score: Raw -12127314.723265 + Penalty 5566.952982 = -12121747.770283 nChanged 242 SP:Iteration 112Q (33305.700000 sec): 3 clusters Score: Raw -12127333.721480 + Penalty 5566.952982 = -12121766.768498 nChanged 240 SP:Iteration 113Q (33306.300000 sec): 3 clusters Score: Raw -12127354.242419 + Penalty 5566.952982 = -12121787.289437 nChanged 251 SP:Iteration 114Q (33306.900000 sec): 3 clusters Score: Raw -12127373.546711 + Penalty 5566.952982 = -12121806.593729 nChanged 259 SP:Iteration 115Q (33307.520000 sec): 3 clusters Score: Raw -12127395.303013 + Penalty 5566.952982 = -12121828.350031 nChanged 307 SP:Iteration 116Q (33308.040000 sec): 3 clusters Score: Raw -12127423.862930 + Penalty 5566.952982 = -12121856.909948 nChanged 313 SP:Iteration 117Q (33308.630000 sec): 3 clusters Score: Raw -12127454.173927 + Penalty 5566.952982 = -12121887.220944 nChanged 313 SP:Iteration 118Q (33309.180000 sec): 3 clusters Score: Raw -12127482.421433 + Penalty 5566.952982 = -12121915.468451 nChanged 305 SP:Iteration 119Q (33309.750000 sec): 3 clusters Score: Raw -12127510.028439 + Penalty 5566.952982 = -12121943.075457 nChanged 291 SP:Iteration 120F (33310.340000 sec): 3 clusters Score: Raw -12127541.204399 + Penalty 5566.952982 = -12121974.251417 nChanged 322 SP:Iteration 121Q (33310.930000 sec): 3 clusters Score: Raw -12127575.981269 + Penalty 5566.952982 = -12122009.028287 nChanged 357 SP:Iteration 122Q (33311.500000 sec): 3 clusters Score: Raw -12127617.342250 + Penalty 5566.952982 = -12122050.389268 nChanged 372 SP:Iteration 123Q (33312.140000 sec): 3 clusters Score: Raw -12127662.661227 + Penalty 5566.952982 = -12122095.708245 nChanged 421 SP:Iteration 124Q (33312.720000 sec): 3 clusters Score: Raw -12127717.589924 + Penalty 5566.952982 = -12122150.636941 nChanged 486 SP:Iteration 125Q (33313.290000 sec): 3 clusters Score: Raw -12127787.096511 + Penalty 5566.952982 = -12122220.143528 nChanged 535 SP:Iteration 126Q (33313.890000 sec): 3 clusters Score: Raw -12127862.731075 + Penalty 5566.952982 = -12122295.778093 nChanged 549 SP:Iteration 127Q (33314.480000 sec): 3 clusters Score: Raw -12127947.051643 + Penalty 5566.952982 = -12122380.098661 nChanged 626 SP:Iteration 128Q (33315.050000 sec): 3 clusters Score: Raw -12128050.192061 + Penalty 5566.952982 = -12122483.239079 nChanged 640 SP:Iteration 129Q (33315.630000 sec): 3 clusters Score: Raw -12128167.043837 + Penalty 5566.952982 = -12122600.090855 nChanged 731 SP:Iteration 130Q (33316.230000 sec): 3 clusters Score: Raw -12128310.243218 + Penalty 5566.952982 = -12122743.290236 nChanged 753 SP:Iteration 131Q (33316.810000 sec): 3 clusters Score: Raw -12128461.917272 + Penalty 5566.952982 = -12122894.964290 nChanged 824 SP:Iteration 132Q (33317.390000 sec): 3 clusters Score: Raw -12128650.424574 + Penalty 5566.952982 = -12123083.471592 nChanged 919 SP:Iteration 133Q (33317.970000 sec): 3 clusters Score: Raw -12128879.811294 + Penalty 5566.952982 = -12123312.858312 nChanged 998 SP:Iteration 134Q (33318.570000 sec): 3 clusters Score: Raw -12129137.938260 + Penalty 5566.952982 = -12123570.985277 nChanged 1072 SP:Iteration 135Q (33319.190000 sec): 3 clusters Score: Raw -12129439.972797 + Penalty 5566.952982 = -12123873.019815 nChanged 1179 SP:Iteration 136Q (33319.780000 sec): 3 clusters Score: Raw -12129803.179994 + Penalty 5566.952982 = -12124236.227012 nChanged 1223 SP:Iteration 137Q (33320.350000 sec): 3 clusters Score: Raw -12130204.881939 + Penalty 5566.952982 = -12124637.928957 nChanged 1302 SP:Iteration 138Q (33320.910000 sec): 3 clusters Score: Raw -12130664.790883 + Penalty 5566.952982 = -12125097.837901 nChanged 1329 SP:Iteration 139Q (33321.560000 sec): 3 clusters Score: Raw -12131170.626332 + Penalty 5566.952982 = -12125603.673350 nChanged 1359 SP:Iteration 140F (33322.150000 sec): 3 clusters Score: Raw -12131717.417781 + Penalty 5566.952982 = -12126150.464799 nChanged 1341 SP:Iteration 141Q (33322.730000 sec): 3 clusters Score: Raw -12132299.307753 + Penalty 5566.952982 = -12126732.354771 nChanged 1412 SP:Iteration 142Q (33323.280000 sec): 3 clusters Score: Raw -12132964.086740 + Penalty 5566.952982 = -12127397.133758 nChanged 1376 SP:Iteration 143Q (33323.830000 sec): 3 clusters Score: Raw -12133663.811835 + Penalty 5566.952982 = -12128096.858853 nChanged 1373 SP:Iteration 144Q (33324.380000 sec): 3 clusters Score: Raw -12134420.965981 + Penalty 5566.952982 = -12128854.012999 nChanged 1285 SP:Iteration 145Q (33324.940000 sec): 3 clusters Score: Raw -12135188.981207 + Penalty 5566.952982 = -12129622.028225 nChanged 1214 SP:Iteration 146Q (33325.450000 sec): 3 clusters Score: Raw -12135977.144988 + Penalty 5566.952982 = -12130410.192006 nChanged 1048 SP:Iteration 147Q (33325.950000 sec): 3 clusters Score: Raw -12136702.232935 + Penalty 5566.952982 = -12131135.279953 nChanged 893 SP:Iteration 148Q (33326.510000 sec): 3 clusters Score: Raw -12137356.560914 + Penalty 5566.952982 = -12131789.607932 nChanged 745 SP:Iteration 149Q (33327.030000 sec): 3 clusters Score: Raw -12137931.082214 + Penalty 5566.952982 = -12132364.129232 nChanged 498 SP:Iteration 150Q (33327.550000 sec): 3 clusters Score: Raw -12138319.246510 + Penalty 5566.952982 = -12132752.293528 nChanged 327 SP:Iteration 151Q (33328.080000 sec): 3 clusters Score: Raw -12138572.158300 + Penalty 5566.952982 = -12133005.205318 nChanged 188 SP:Iteration 152Q (33328.610000 sec): 3 clusters Score: Raw -12138731.193836 + Penalty 5566.952982 = -12133164.240854 nChanged 113 SP:Iteration 153Q (33329.140000 sec): 3 clusters Score: Raw -12138834.493521 + Penalty 5566.952982 = -12133267.540539 nChanged 70 SP:Iteration 154Q (33329.670000 sec): 3 clusters Score: Raw -12138892.838728 + Penalty 5566.952982 = -12133325.885745 nChanged 46 SP:Iteration 155Q (33330.160000 sec): 3 clusters Score: Raw -12138940.147366 + Penalty 5566.952982 = -12133373.194384 nChanged 34 SP:Iteration 156Q (33330.710000 sec): 3 clusters Score: Raw -12138976.395043 + Penalty 5566.952982 = -12133409.442061 nChanged 19 SP:Iteration 157Q (33331.220000 sec): 3 clusters Score: Raw -12138995.865873 + Penalty 5566.952982 = -12133428.912891 nChanged 15 SP:Iteration 158Q (33331.690000 sec): 3 clusters Score: Raw -12139008.236650 + Penalty 5566.952982 = -12133441.283668 nChanged 10 SP:Iteration 159Q (33332.210000 sec): 3 clusters Score: Raw -12139018.385229 + Penalty 5566.952982 = -12133451.432247 nChanged 4 SP:Iteration 160F (33332.760000 sec): 3 clusters Score: Raw -12139022.143074 + Penalty 5566.952982 = -12133455.190092 nChanged 5 SP:Iteration 161Q (33333.310000 sec): 3 clusters Score: Raw -12139027.164124 + Penalty 5566.952982 = -12133460.211142 nChanged 4 SP:Iteration 162Q (33333.850000 sec): 3 clusters Score: Raw -12139029.976436 + Penalty 5566.952982 = -12133463.023454 nChanged 2 SP:Iteration 163Q (33334.330000 sec): 3 clusters Score: Raw -12139032.907903 + Penalty 5566.952982 = -12133465.954921 nChanged 3 SP:Iteration 164Q (33334.870000 sec): 3 clusters Score: Raw -12139037.169496 + Penalty 5566.952982 = -12133470.216514 nChanged 3 SP:Iteration 165Q (33335.370000 sec): 3 clusters Score: Raw -12139040.670900 + Penalty 5566.952982 = -12133473.717918 nChanged 2 SP:Iteration 166Q (33335.870000 sec): 3 clusters Score: Raw -12139041.880528 + Penalty 5566.952982 = -12133474.927546 nChanged 2 SP:Iteration 167Q (33336.340000 sec): 3 clusters Score: Raw -12139043.340611 + Penalty 5566.952982 = -12133476.387628 nChanged 1 SP:Iteration 168Q (33336.810000 sec): 3 clusters Score: Raw -12139045.030472 + Penalty 5566.952982 = -12133478.077490 nChanged 2 SP:Iteration 169Q (33337.370000 sec): 3 clusters Score: Raw -12139048.260563 + Penalty 5566.952982 = -12133481.307581 nChanged 1 SP:Iteration 170Q (33337.890000 sec): 3 clusters Score: Raw -12139049.154897 + Penalty 5566.952982 = -12133482.201914 nChanged 0 SP:Iteration 171F (33338.440000 sec): 3 clusters Score: Raw -12139049.154897 + Penalty 5566.952982 = -12133482.201914 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 17 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33338.570000 sec): 2 clusters Score: Raw -45250.476245 + Penalty 1429.767393 = -43820.708851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33338.720000 sec): 3 clusters Score: Raw -45363.471313 + Penalty 2859.534787 = -42503.936526 nChanged 31 SP:Iteration 1F (33338.870000 sec): 3 clusters Score: Raw -45462.987642 + Penalty 2859.534787 = -42603.452855 nChanged 11 SP:Iteration 2Q (33339.060000 sec): 3 clusters Score: Raw -45507.552902 + Penalty 2859.534787 = -42648.018115 nChanged 6 SP:Iteration 3Q (33339.250000 sec): 3 clusters Score: Raw -45532.750611 + Penalty 2859.534787 = -42673.215824 nChanged 3 SP:Iteration 4Q (33339.460000 sec): 3 clusters Score: Raw -45541.419808 + Penalty 2859.534787 = -42681.885021 nChanged 5 SP:Iteration 5Q (33339.610000 sec): 3 clusters Score: Raw -45596.299742 + Penalty 2859.534787 = -42736.764955 nChanged 6 SP:Iteration 6Q (33339.820000 sec): 3 clusters Score: Raw -45629.741106 + Penalty 2859.534787 = -42770.206319 nChanged 6 SP:Iteration 7Q (33339.970000 sec): 3 clusters Score: Raw -45651.401099 + Penalty 2859.534787 = -42791.866312 nChanged 6 SP:Iteration 8Q (33340.130000 sec): 3 clusters Score: Raw -45702.288530 + Penalty 2859.534787 = -42842.753743 nChanged 5 SP:Iteration 9Q (33340.320000 sec): 3 clusters Score: Raw -45736.222803 + Penalty 2859.534787 = -42876.688016 nChanged 6 SP:Iteration 10Q (33340.480000 sec): 3 clusters Score: Raw -45777.245425 + Penalty 2859.534787 = -42917.710638 nChanged 3 SP:Iteration 11Q (33340.650000 sec): 3 clusters Score: Raw -45786.820877 + Penalty 2859.534787 = -42927.286090 nChanged 1 SP:Iteration 12Q (33340.810000 sec): 3 clusters Score: Raw -45788.782264 + Penalty 2859.534787 = -42929.247477 nChanged 0 SP:Iteration 13F (33341.030000 sec): 3 clusters Score: Raw -45788.782264 + Penalty 2859.534787 = -42929.247477 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 18 (1779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33341.150000 sec): 2 clusters Score: Raw -268430.455350 + Penalty 1855.984059 = -266574.471291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33341.310000 sec): 3 clusters Score: Raw -267789.928157 + Penalty 3711.968117 = -264077.960040 nChanged 549 SP:Iteration 1F (33341.470000 sec): 3 clusters Score: Raw -268223.664124 + Penalty 3711.968117 = -264511.696007 nChanged 126 SP:Iteration 2F (33341.650000 sec): 3 clusters Score: Raw -268342.043824 + Penalty 3711.968117 = -264630.075707 nChanged 86 SP:Iteration 3Q (33341.830000 sec): 3 clusters Score: Raw -268446.846253 + Penalty 3711.968117 = -264734.878136 nChanged 70 SP:Iteration 4Q (33342.020000 sec): 3 clusters Score: Raw -268521.301481 + Penalty 3711.968117 = -264809.333364 nChanged 44 SP:Iteration 5Q (33342.180000 sec): 3 clusters Score: Raw -268564.995544 + Penalty 3711.968117 = -264853.027427 nChanged 30 SP:Iteration 6Q (33342.370000 sec): 3 clusters Score: Raw -268604.163029 + Penalty 3711.968117 = -264892.194912 nChanged 31 SP:Iteration 7Q (33342.540000 sec): 3 clusters Score: Raw -268636.457108 + Penalty 3711.968117 = -264924.488991 nChanged 19 SP:Iteration 8Q (33342.710000 sec): 3 clusters Score: Raw -268652.645668 + Penalty 3711.968117 = -264940.677551 nChanged 25 SP:Iteration 9Q (33342.870000 sec): 3 clusters Score: Raw -268673.473508 + Penalty 3711.968117 = -264961.505391 nChanged 15 SP:Iteration 10Q (33343.040000 sec): 3 clusters Score: Raw -268684.382854 + Penalty 3711.968117 = -264972.414737 nChanged 13 SP:Iteration 11Q (33343.180000 sec): 3 clusters Score: Raw -268694.905347 + Penalty 3711.968117 = -264982.937230 nChanged 11 SP:Iteration 12Q (33343.370000 sec): 3 clusters Score: Raw -268703.061385 + Penalty 3711.968117 = -264991.093268 nChanged 12 SP:Iteration 13Q (33343.510000 sec): 3 clusters Score: Raw -268710.558391 + Penalty 3711.968117 = -264998.590274 nChanged 8 SP:Iteration 14Q (33343.670000 sec): 3 clusters Score: Raw -268716.517776 + Penalty 3711.968117 = -265004.549659 nChanged 9 SP:Iteration 15Q (33343.830000 sec): 3 clusters Score: Raw -268721.557530 + Penalty 3711.968117 = -265009.589413 nChanged 3 SP:Iteration 16Q (33344.010000 sec): 3 clusters Score: Raw -268722.556390 + Penalty 3711.968117 = -265010.588273 nChanged 3 SP:Iteration 17Q (33344.170000 sec): 3 clusters Score: Raw -268724.411873 + Penalty 3711.968117 = -265012.443755 nChanged 4 SP:Iteration 18Q (33344.320000 sec): 3 clusters Score: Raw -268726.276726 + Penalty 3711.968117 = -265014.308609 nChanged 3 SP:Iteration 19Q (33344.510000 sec): 3 clusters Score: Raw -268730.220630 + Penalty 3711.968117 = -265018.252513 nChanged 7 SP:Iteration 20F (33344.660000 sec): 3 clusters Score: Raw -268736.657338 + Penalty 3711.968117 = -265024.689221 nChanged 5 SP:Iteration 21Q (33344.830000 sec): 3 clusters Score: Raw -268739.188238 + Penalty 3711.968117 = -265027.220121 nChanged 5 SP:Iteration 22Q (33345.030000 sec): 3 clusters Score: Raw -268744.046309 + Penalty 3711.968117 = -265032.078192 nChanged 3 SP:Iteration 23Q (33345.240000 sec): 3 clusters Score: Raw -268746.706546 + Penalty 3711.968117 = -265034.738429 nChanged 3 SP:Iteration 24Q (33345.410000 sec): 3 clusters Score: Raw -268747.991424 + Penalty 3711.968117 = -265036.023307 nChanged 3 SP:Iteration 25Q (33345.570000 sec): 3 clusters Score: Raw -268750.500861 + Penalty 3711.968117 = -265038.532744 nChanged 2 SP:Iteration 26Q (33345.750000 sec): 3 clusters Score: Raw -268752.680482 + Penalty 3711.968117 = -265040.712365 nChanged 1 SP:Iteration 27Q (33345.930000 sec): 3 clusters Score: Raw -268753.153801 + Penalty 3711.968117 = -265041.185684 nChanged 1 SP:Iteration 28Q (33346.070000 sec): 3 clusters Score: Raw -268753.795897 + Penalty 3711.968117 = -265041.827780 nChanged 0 SP:Iteration 29F (33346.270000 sec): 3 clusters Score: Raw -268753.795897 + Penalty 3711.968117 = -265041.827780 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 19 (5074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33346.380000 sec): 2 clusters Score: Raw -767573.468377 + Penalty 2115.907416 = -765457.560962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33346.560000 sec): 3 clusters Score: Raw -765105.708828 + Penalty 4231.814831 = -760873.893997 nChanged 1934 SP:Iteration 1F (33346.750000 sec): 3 clusters Score: Raw -766220.000625 + Penalty 4231.814831 = -761988.185794 nChanged 385 SP:Iteration 2F (33346.970000 sec): 3 clusters Score: Raw -766512.019597 + Penalty 4231.814831 = -762280.204766 nChanged 310 SP:Iteration 3F (33347.200000 sec): 3 clusters Score: Raw -766846.797489 + Penalty 4231.814831 = -762614.982658 nChanged 314 SP:Iteration 4F (33347.410000 sec): 3 clusters Score: Raw -767199.248743 + Penalty 4231.814831 = -762967.433912 nChanged 306 SP:Iteration 5F (33347.630000 sec): 3 clusters Score: Raw -767488.751938 + Penalty 4231.814831 = -763256.937107 nChanged 304 SP:Iteration 6F (33347.840000 sec): 3 clusters Score: Raw -767748.928455 + Penalty 4231.814831 = -763517.113624 nChanged 302 SP:Iteration 7F (33348.040000 sec): 3 clusters Score: Raw -768020.372963 + Penalty 4231.814831 = -763788.558132 nChanged 248 SP:Iteration 8Q (33348.220000 sec): 3 clusters Score: Raw -768234.113650 + Penalty 4231.814831 = -764002.298819 nChanged 186 SP:Iteration 9Q (33348.410000 sec): 3 clusters Score: Raw -768414.501277 + Penalty 4231.814831 = -764182.686446 nChanged 169 SP:Iteration 10Q (33348.660000 sec): 3 clusters Score: Raw -768584.003050 + Penalty 4231.814831 = -764352.188219 nChanged 131 SP:Iteration 11Q (33348.880000 sec): 3 clusters Score: Raw -768723.906043 + Penalty 4231.814831 = -764492.091212 nChanged 107 SP:Iteration 12Q (33349.050000 sec): 3 clusters Score: Raw -768831.132565 + Penalty 4231.814831 = -764599.317734 nChanged 82 SP:Iteration 13Q (33349.250000 sec): 3 clusters Score: Raw -768924.063970 + Penalty 4231.814831 = -764692.249139 nChanged 72 SP:Iteration 14Q (33349.490000 sec): 3 clusters Score: Raw -769003.083206 + Penalty 4231.814831 = -764771.268375 nChanged 50 SP:Iteration 15Q (33349.640000 sec): 3 clusters Score: Raw -769068.890094 + Penalty 4231.814831 = -764837.075262 nChanged 49 SP:Iteration 16Q (33349.870000 sec): 3 clusters Score: Raw -769127.420400 + Penalty 4231.814831 = -764895.605569 nChanged 33 SP:Iteration 17Q (33350.050000 sec): 3 clusters Score: Raw -769157.584843 + Penalty 4231.814831 = -764925.770012 nChanged 20 SP:Iteration 18Q (33350.240000 sec): 3 clusters Score: Raw -769174.336239 + Penalty 4231.814831 = -764942.521408 nChanged 16 SP:Iteration 19Q (33350.460000 sec): 3 clusters Score: Raw -769189.736090 + Penalty 4231.814831 = -764957.921259 nChanged 14 SP:Iteration 20F (33350.630000 sec): 3 clusters Score: Raw -769199.919749 + Penalty 4231.814831 = -764968.104917 nChanged 12 SP:Iteration 21Q (33350.840000 sec): 3 clusters Score: Raw -769206.548042 + Penalty 4231.814831 = -764974.733211 nChanged 3 SP:Iteration 22Q (33351.010000 sec): 3 clusters Score: Raw -769210.274584 + Penalty 4231.814831 = -764978.459753 nChanged 5 SP:Iteration 23Q (33351.220000 sec): 3 clusters Score: Raw -769213.613887 + Penalty 4231.814831 = -764981.799056 nChanged 4 SP:Iteration 24Q (33351.400000 sec): 3 clusters Score: Raw -769216.876363 + Penalty 4231.814831 = -764985.061532 nChanged 2 SP:Iteration 25Q (33351.580000 sec): 3 clusters Score: Raw -769218.183217 + Penalty 4231.814831 = -764986.368386 nChanged 0 SP:Iteration 26F (33351.830000 sec): 3 clusters Score: Raw -769218.183217 + Penalty 4231.814831 = -764986.368386 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 20 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33351.940000 sec): 2 clusters Score: Raw -15476.004377 + Penalty 1234.229968 = -14241.774408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33352.110000 sec): 3 clusters Score: Raw -16186.083822 + Penalty 2468.459936 = -13717.623885 nChanged 26 SP:Iteration 1F (33352.280000 sec): 3 clusters Score: Raw -16436.197036 + Penalty 2468.459936 = -13967.737100 nChanged 4 SP:Iteration 2Q (33352.460000 sec): 3 clusters Score: Raw -16489.125740 + Penalty 2468.459936 = -14020.665803 nChanged 0 SP:Iteration 3F (33352.640000 sec): 3 clusters Score: Raw -16489.125740 + Penalty 2468.459936 = -14020.665803 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 21 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33352.760000 sec): 2 clusters Score: Raw -43038.793713 + Penalty 1361.256556 = -41677.537157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33352.900000 sec): 3 clusters Score: Raw -43214.463965 + Penalty 2722.513112 = -40491.950853 nChanged 17 SP:Iteration 1F (33353.090000 sec): 3 clusters Score: Raw -43276.933875 + Penalty 2722.513112 = -40554.420763 nChanged 5 SP:Iteration 2Q (33353.250000 sec): 3 clusters Score: Raw -43302.234379 + Penalty 2722.513112 = -40579.721267 nChanged 0 SP:Iteration 3F (33353.460000 sec): 3 clusters Score: Raw -43302.234379 + Penalty 2722.513112 = -40579.721267 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 22 (34251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33353.690000 sec): 2 clusters Score: Raw -5444686.435829 + Penalty 2589.484818 = -5442096.951011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33354.070000 sec): 3 clusters Score: Raw -5423971.367795 + Penalty 5178.969636 = -5418792.398159 nChanged 15496 SP:Iteration 1F (33354.470000 sec): 3 clusters Score: Raw -5432391.685233 + Penalty 5178.969636 = -5427212.715597 nChanged 1579 SP:Iteration 2Q (33354.850000 sec): 3 clusters Score: Raw -5432914.556706 + Penalty 5178.969636 = -5427735.587070 nChanged 1599 SP:Iteration 3Q (33355.160000 sec): 3 clusters Score: Raw -5433514.065122 + Penalty 5178.969636 = -5428335.095486 nChanged 1730 SP:Iteration 4F (33355.510000 sec): 3 clusters Score: Raw -5434367.853428 + Penalty 5178.969636 = -5429188.883792 nChanged 2083 SP:Iteration 5F (33355.870000 sec): 3 clusters Score: Raw -5435665.817247 + Penalty 5178.969636 = -5430486.847611 nChanged 2481 SP:Iteration 6F (33356.210000 sec): 3 clusters Score: Raw -5437546.899204 + Penalty 5178.969636 = -5432367.929568 nChanged 2606 SP:Iteration 7F (33356.540000 sec): 3 clusters Score: Raw -5439836.908838 + Penalty 5178.969636 = -5434657.939202 nChanged 2314 SP:Iteration 8F (33356.880000 sec): 3 clusters Score: Raw -5442021.455244 + Penalty 5178.969636 = -5436842.485608 nChanged 1609 SP:Iteration 9Q (33357.250000 sec): 3 clusters Score: Raw -5443570.081667 + Penalty 5178.969636 = -5438391.112031 nChanged 838 SP:Iteration 10Q (33357.590000 sec): 3 clusters Score: Raw -5444372.891179 + Penalty 5178.969636 = -5439193.921543 nChanged 342 SP:Iteration 11Q (33357.960000 sec): 3 clusters Score: Raw -5444703.493945 + Penalty 5178.969636 = -5439524.524309 nChanged 135 SP:Iteration 12Q (33358.310000 sec): 3 clusters Score: Raw -5444852.765100 + Penalty 5178.969636 = -5439673.795464 nChanged 61 SP:Iteration 13Q (33358.620000 sec): 3 clusters Score: Raw -5444919.250196 + Penalty 5178.969636 = -5439740.280560 nChanged 29 SP:Iteration 14Q (33358.960000 sec): 3 clusters Score: Raw -5444958.226535 + Penalty 5178.969636 = -5439779.256899 nChanged 22 SP:Iteration 15Q (33359.270000 sec): 3 clusters Score: Raw -5444983.266370 + Penalty 5178.969636 = -5439804.296734 nChanged 18 SP:Iteration 16Q (33359.630000 sec): 3 clusters Score: Raw -5445005.354555 + Penalty 5178.969636 = -5439826.384919 nChanged 9 SP:Iteration 17Q (33359.970000 sec): 3 clusters Score: Raw -5445017.371048 + Penalty 5178.969636 = -5439838.401412 nChanged 6 SP:Iteration 18Q (33360.310000 sec): 3 clusters Score: Raw -5445023.673363 + Penalty 5178.969636 = -5439844.703727 nChanged 4 SP:Iteration 19Q (33360.670000 sec): 3 clusters Score: Raw -5445029.010784 + Penalty 5178.969636 = -5439850.041148 nChanged 4 SP:Iteration 20F (33361.020000 sec): 3 clusters Score: Raw -5445036.694802 + Penalty 5178.969636 = -5439857.725166 nChanged 7 SP:Iteration 21Q (33361.370000 sec): 3 clusters Score: Raw -5445044.696561 + Penalty 5178.969636 = -5439865.726925 nChanged 2 SP:Iteration 22Q (33361.710000 sec): 3 clusters Score: Raw -5445046.655550 + Penalty 5178.969636 = -5439867.685914 nChanged 0 SP:Iteration 23F (33362.080000 sec): 3 clusters Score: Raw -5445046.655550 + Penalty 5178.969636 = -5439867.685914 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 23 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33362.240000 sec): 2 clusters Score: Raw -1117747.542633 + Penalty 2201.175198 = -1115546.367435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33362.510000 sec): 3 clusters Score: Raw -1114099.933526 + Penalty 4402.350397 = -1109697.583130 nChanged 2830 SP:Iteration 1F (33362.730000 sec): 3 clusters Score: Raw -1115648.760324 + Penalty 4402.350397 = -1111246.409928 nChanged 498 SP:Iteration 2F (33362.940000 sec): 3 clusters Score: Raw -1115916.132308 + Penalty 4402.350397 = -1111513.781912 nChanged 383 SP:Iteration 3F (33363.180000 sec): 3 clusters Score: Raw -1116101.464466 + Penalty 4402.350397 = -1111699.114069 nChanged 288 SP:Iteration 4Q (33363.400000 sec): 3 clusters Score: Raw -1116240.697371 + Penalty 4402.350397 = -1111838.346975 nChanged 275 SP:Iteration 5Q (33363.610000 sec): 3 clusters Score: Raw -1116399.561020 + Penalty 4402.350397 = -1111997.210623 nChanged 286 SP:Iteration 6Q (33363.840000 sec): 3 clusters Score: Raw -1116619.943315 + Penalty 4402.350397 = -1112217.592918 nChanged 360 SP:Iteration 7F (33364.050000 sec): 3 clusters Score: Raw -1116947.514199 + Penalty 4402.350397 = -1112545.163802 nChanged 393 SP:Iteration 8F (33364.300000 sec): 3 clusters Score: Raw -1117360.034648 + Penalty 4402.350397 = -1112957.684252 nChanged 389 SP:Iteration 9F (33364.490000 sec): 3 clusters Score: Raw -1117794.882886 + Penalty 4402.350397 = -1113392.532489 nChanged 348 SP:Iteration 10Q (33364.700000 sec): 3 clusters Score: Raw -1118166.162611 + Penalty 4402.350397 = -1113763.812215 nChanged 239 SP:Iteration 11Q (33364.930000 sec): 3 clusters Score: Raw -1118414.729076 + Penalty 4402.350397 = -1114012.378680 nChanged 176 SP:Iteration 12Q (33365.130000 sec): 3 clusters Score: Raw -1118606.426051 + Penalty 4402.350397 = -1114204.075655 nChanged 116 SP:Iteration 13Q (33365.340000 sec): 3 clusters Score: Raw -1118733.508935 + Penalty 4402.350397 = -1114331.158538 nChanged 85 SP:Iteration 14Q (33365.560000 sec): 3 clusters Score: Raw -1118813.942237 + Penalty 4402.350397 = -1114411.591841 nChanged 66 SP:Iteration 15Q (33365.770000 sec): 3 clusters Score: Raw -1118881.454767 + Penalty 4402.350397 = -1114479.104370 nChanged 56 SP:Iteration 16Q (33365.950000 sec): 3 clusters Score: Raw -1118948.327603 + Penalty 4402.350397 = -1114545.977206 nChanged 58 SP:Iteration 17Q (33366.130000 sec): 3 clusters Score: Raw -1118999.468444 + Penalty 4402.350397 = -1114597.118048 nChanged 45 SP:Iteration 18Q (33366.350000 sec): 3 clusters Score: Raw -1119047.850477 + Penalty 4402.350397 = -1114645.500081 nChanged 48 SP:Iteration 19Q (33366.580000 sec): 3 clusters Score: Raw -1119093.244727 + Penalty 4402.350397 = -1114690.894331 nChanged 52 SP:Iteration 20F (33366.760000 sec): 3 clusters Score: Raw -1119145.938764 + Penalty 4402.350397 = -1114743.588367 nChanged 50 SP:Iteration 21Q (33366.930000 sec): 3 clusters Score: Raw -1119205.020812 + Penalty 4402.350397 = -1114802.670415 nChanged 48 SP:Iteration 22Q (33367.130000 sec): 3 clusters Score: Raw -1119257.499165 + Penalty 4402.350397 = -1114855.148769 nChanged 54 SP:Iteration 23Q (33367.310000 sec): 3 clusters Score: Raw -1119305.401696 + Penalty 4402.350397 = -1114903.051300 nChanged 39 SP:Iteration 24Q (33367.500000 sec): 3 clusters Score: Raw -1119328.667241 + Penalty 4402.350397 = -1114926.316844 nChanged 30 SP:Iteration 25Q (33367.720000 sec): 3 clusters Score: Raw -1119344.504459 + Penalty 4402.350397 = -1114942.154063 nChanged 16 SP:Iteration 26Q (33367.890000 sec): 3 clusters Score: Raw -1119351.501241 + Penalty 4402.350397 = -1114949.150844 nChanged 15 SP:Iteration 27Q (33368.100000 sec): 3 clusters Score: Raw -1119357.776389 + Penalty 4402.350397 = -1114955.425992 nChanged 10 SP:Iteration 28Q (33368.290000 sec): 3 clusters Score: Raw -1119361.512219 + Penalty 4402.350397 = -1114959.161822 nChanged 5 SP:Iteration 29Q (33368.490000 sec): 3 clusters Score: Raw -1119363.643666 + Penalty 4402.350397 = -1114961.293269 nChanged 1 SP:Iteration 30Q (33368.710000 sec): 3 clusters Score: Raw -1119363.756818 + Penalty 4402.350397 = -1114961.406422 nChanged 1 SP:Iteration 31Q (33368.930000 sec): 3 clusters Score: Raw -1119364.103636 + Penalty 4402.350397 = -1114961.753239 nChanged 0 SP:Iteration 32F (33369.110000 sec): 3 clusters Score: Raw -1119364.103636 + Penalty 4402.350397 = -1114961.753239 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 24 (32928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33369.360000 sec): 2 clusters Score: Raw -5143225.920109 + Penalty 2579.715502 = -5140646.204607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33369.670000 sec): 3 clusters Score: Raw -5123363.863632 + Penalty 5159.431005 = -5118204.432627 nChanged 14913 SP:Iteration 1F (33370.040000 sec): 3 clusters Score: Raw -5131633.097677 + Penalty 5159.431005 = -5126473.666672 nChanged 1780 SP:Iteration 2F (33370.370000 sec): 3 clusters Score: Raw -5132450.950101 + Penalty 5159.431005 = -5127291.519097 nChanged 1836 SP:Iteration 3F (33370.730000 sec): 3 clusters Score: Raw -5133446.744510 + Penalty 5159.431005 = -5128287.313505 nChanged 2028 SP:Iteration 4F (33371.030000 sec): 3 clusters Score: Raw -5134611.344878 + Penalty 5159.431005 = -5129451.913874 nChanged 2143 SP:Iteration 5F (33371.350000 sec): 3 clusters Score: Raw -5135862.550779 + Penalty 5159.431005 = -5130703.119775 nChanged 2104 SP:Iteration 6F (33371.680000 sec): 3 clusters Score: Raw -5137023.245465 + Penalty 5159.431005 = -5131863.814460 nChanged 1804 SP:Iteration 7F (33372.050000 sec): 3 clusters Score: Raw -5138013.292242 + Penalty 5159.431005 = -5132853.861237 nChanged 1486 SP:Iteration 8Q (33372.430000 sec): 3 clusters Score: Raw -5138848.055198 + Penalty 5159.431005 = -5133688.624194 nChanged 1204 SP:Iteration 9Q (33372.780000 sec): 3 clusters Score: Raw -5139603.865328 + Penalty 5159.431005 = -5134444.434323 nChanged 913 SP:Iteration 10Q (33373.120000 sec): 3 clusters Score: Raw -5140159.001921 + Penalty 5159.431005 = -5134999.570916 nChanged 729 SP:Iteration 11Q (33373.430000 sec): 3 clusters Score: Raw -5140513.853304 + Penalty 5159.431005 = -5135354.422300 nChanged 628 SP:Iteration 12Q (33373.790000 sec): 3 clusters Score: Raw -5140788.241905 + Penalty 5159.431005 = -5135628.810900 nChanged 529 SP:Iteration 13Q (33374.130000 sec): 3 clusters Score: Raw -5141026.268946 + Penalty 5159.431005 = -5135866.837941 nChanged 515 SP:Iteration 14Q (33374.460000 sec): 3 clusters Score: Raw -5141275.201249 + Penalty 5159.431005 = -5136115.770244 nChanged 470 SP:Iteration 15Q (33374.800000 sec): 3 clusters Score: Raw -5141535.379641 + Penalty 5159.431005 = -5136375.948637 nChanged 480 SP:Iteration 16Q (33375.160000 sec): 3 clusters Score: Raw -5141838.532634 + Penalty 5159.431005 = -5136679.101629 nChanged 492 SP:Iteration 17Q (33375.460000 sec): 3 clusters Score: Raw -5142223.581797 + Penalty 5159.431005 = -5137064.150793 nChanged 501 SP:Iteration 18Q (33375.830000 sec): 3 clusters Score: Raw -5142716.558032 + Penalty 5159.431005 = -5137557.127027 nChanged 422 SP:Iteration 19Q (33376.130000 sec): 3 clusters Score: Raw -5143114.625900 + Penalty 5159.431005 = -5137955.194895 nChanged 304 SP:Iteration 20F (33376.490000 sec): 3 clusters Score: Raw -5143342.043581 + Penalty 5159.431005 = -5138182.612576 nChanged 254 SP:Iteration 21Q (33376.800000 sec): 3 clusters Score: Raw -5143498.903859 + Penalty 5159.431005 = -5138339.472854 nChanged 219 SP:Iteration 22Q (33377.140000 sec): 3 clusters Score: Raw -5143601.918539 + Penalty 5159.431005 = -5138442.487534 nChanged 198 SP:Iteration 23Q (33377.470000 sec): 3 clusters Score: Raw -5143681.688589 + Penalty 5159.431005 = -5138522.257584 nChanged 155 SP:Iteration 24Q (33377.760000 sec): 3 clusters Score: Raw -5143742.744862 + Penalty 5159.431005 = -5138583.313858 nChanged 127 SP:Iteration 25Q (33378.050000 sec): 3 clusters Score: Raw -5143790.587050 + Penalty 5159.431005 = -5138631.156045 nChanged 106 SP:Iteration 26Q (33378.360000 sec): 3 clusters Score: Raw -5143824.136485 + Penalty 5159.431005 = -5138664.705480 nChanged 98 SP:Iteration 27Q (33378.700000 sec): 3 clusters Score: Raw -5143850.917464 + Penalty 5159.431005 = -5138691.486459 nChanged 78 SP:Iteration 28Q (33379.000000 sec): 3 clusters Score: Raw -5143871.961949 + Penalty 5159.431005 = -5138712.530944 nChanged 62 SP:Iteration 29Q (33379.320000 sec): 3 clusters Score: Raw -5143888.729992 + Penalty 5159.431005 = -5138729.298988 nChanged 50 SP:Iteration 30Q (33379.660000 sec): 3 clusters Score: Raw -5143900.621644 + Penalty 5159.431005 = -5138741.190639 nChanged 51 SP:Iteration 31Q (33379.960000 sec): 3 clusters Score: Raw -5143912.594202 + Penalty 5159.431005 = -5138753.163197 nChanged 49 SP:Iteration 32Q (33380.260000 sec): 3 clusters Score: Raw -5143922.956046 + Penalty 5159.431005 = -5138763.525041 nChanged 37 SP:Iteration 33Q (33380.600000 sec): 3 clusters Score: Raw -5143931.492462 + Penalty 5159.431005 = -5138772.061457 nChanged 26 SP:Iteration 34Q (33380.920000 sec): 3 clusters Score: Raw -5143936.706975 + Penalty 5159.431005 = -5138777.275971 nChanged 21 SP:Iteration 35Q (33381.240000 sec): 3 clusters Score: Raw -5143940.867072 + Penalty 5159.431005 = -5138781.436068 nChanged 22 SP:Iteration 36Q (33381.550000 sec): 3 clusters Score: Raw -5143945.730687 + Penalty 5159.431005 = -5138786.299682 nChanged 31 SP:Iteration 37Q (33381.910000 sec): 3 clusters Score: Raw -5143952.579640 + Penalty 5159.431005 = -5138793.148635 nChanged 24 SP:Iteration 38Q (33382.210000 sec): 3 clusters Score: Raw -5143956.772701 + Penalty 5159.431005 = -5138797.341696 nChanged 16 SP:Iteration 39Q (33382.510000 sec): 3 clusters Score: Raw -5143959.529730 + Penalty 5159.431005 = -5138800.098726 nChanged 3 SP:Iteration 40F (33382.820000 sec): 3 clusters Score: Raw -5143960.210181 + Penalty 5159.431005 = -5138800.779177 nChanged 5 SP:Iteration 41Q (33383.150000 sec): 3 clusters Score: Raw -5143961.070286 + Penalty 5159.431005 = -5138801.639282 nChanged 8 SP:Iteration 42Q (33383.440000 sec): 3 clusters Score: Raw -5143962.263852 + Penalty 5159.431005 = -5138802.832847 nChanged 3 SP:Iteration 43Q (33383.730000 sec): 3 clusters Score: Raw -5143962.517921 + Penalty 5159.431005 = -5138803.086916 nChanged 3 SP:Iteration 44Q (33384.080000 sec): 3 clusters Score: Raw -5143962.978958 + Penalty 5159.431005 = -5138803.547953 nChanged 2 SP:Iteration 45Q (33384.370000 sec): 3 clusters Score: Raw -5143963.153660 + Penalty 5159.431005 = -5138803.722655 nChanged 0 SP:Iteration 46F (33384.740000 sec): 3 clusters Score: Raw -5143963.153660 + Penalty 5159.431005 = -5138803.722655 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 25 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33384.850000 sec): 2 clusters Score: Raw -28648.504938 + Penalty 1331.918231 = -27316.586707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33385.010000 sec): 3 clusters Score: Raw -28929.925774 + Penalty 2663.836462 = -26266.089312 nChanged 31 SP:Iteration 1F (33385.210000 sec): 3 clusters Score: Raw -29087.100872 + Penalty 2663.836462 = -26423.264410 nChanged 9 SP:Iteration 2Q (33385.420000 sec): 3 clusters Score: Raw -29130.731907 + Penalty 2663.836462 = -26466.895445 nChanged 2 SP:Iteration 3Q (33385.560000 sec): 3 clusters Score: Raw -29140.752599 + Penalty 2663.836462 = -26476.916137 nChanged 1 SP:Iteration 4Q (33385.740000 sec): 3 clusters Score: Raw -29144.881633 + Penalty 2663.836462 = -26481.045171 nChanged 0 SP:Iteration 5F (33385.940000 sec): 3 clusters Score: Raw -29144.881633 + Penalty 2663.836462 = -26481.045171 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 26 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33385.980000 sec): 2 clusters Score: Raw -50723.337237 + Penalty 1479.604391 = -49243.732845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33386.170000 sec): 3 clusters Score: Raw -51105.237317 + Penalty 2959.208783 = -48146.028535 nChanged 82 SP:Iteration 1F (33386.370000 sec): 3 clusters Score: Raw -51326.951269 + Penalty 2959.208783 = -48367.742487 nChanged 28 SP:Iteration 2F (33386.530000 sec): 3 clusters Score: Raw -51440.375656 + Penalty 2959.208783 = -48481.166873 nChanged 12 SP:Iteration 3Q (33386.760000 sec): 3 clusters Score: Raw -51461.571962 + Penalty 2959.208783 = -48502.363179 nChanged 2 SP:Iteration 4Q (33386.920000 sec): 3 clusters Score: Raw -51465.567220 + Penalty 2959.208783 = -48506.358437 nChanged 0 SP:Iteration 5F (33387.100000 sec): 3 clusters Score: Raw -51465.567220 + Penalty 2959.208783 = -48506.358437 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 27 (9465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33387.220000 sec): 2 clusters Score: Raw -1447660.378782 + Penalty 2270.528304 = -1445389.850478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33387.440000 sec): 3 clusters Score: Raw -1442561.602596 + Penalty 4541.056608 = -1438020.545988 nChanged 3880 SP:Iteration 1F (33387.690000 sec): 3 clusters Score: Raw -1444670.303811 + Penalty 4541.056608 = -1440129.247204 nChanged 652 SP:Iteration 2F (33387.930000 sec): 3 clusters Score: Raw -1445048.045059 + Penalty 4541.056608 = -1440506.988452 nChanged 562 SP:Iteration 3F (33388.160000 sec): 3 clusters Score: Raw -1445339.324783 + Penalty 4541.056608 = -1440798.268176 nChanged 455 SP:Iteration 4Q (33388.420000 sec): 3 clusters Score: Raw -1445595.067154 + Penalty 4541.056608 = -1441054.010547 nChanged 438 SP:Iteration 5Q (33388.680000 sec): 3 clusters Score: Raw -1445809.509544 + Penalty 4541.056608 = -1441268.452936 nChanged 394 SP:Iteration 6Q (33388.920000 sec): 3 clusters Score: Raw -1446037.907379 + Penalty 4541.056608 = -1441496.850771 nChanged 367 SP:Iteration 7Q (33389.160000 sec): 3 clusters Score: Raw -1446247.469509 + Penalty 4541.056608 = -1441706.412901 nChanged 373 SP:Iteration 8Q (33389.420000 sec): 3 clusters Score: Raw -1446458.753295 + Penalty 4541.056608 = -1441917.696687 nChanged 312 SP:Iteration 9Q (33389.690000 sec): 3 clusters Score: Raw -1446630.563604 + Penalty 4541.056608 = -1442089.506997 nChanged 317 SP:Iteration 10Q (33389.920000 sec): 3 clusters Score: Raw -1446821.945159 + Penalty 4541.056608 = -1442280.888551 nChanged 293 SP:Iteration 11Q (33390.120000 sec): 3 clusters Score: Raw -1446999.174117 + Penalty 4541.056608 = -1442458.117509 nChanged 292 SP:Iteration 12Q (33390.330000 sec): 3 clusters Score: Raw -1447169.044947 + Penalty 4541.056608 = -1442627.988339 nChanged 280 SP:Iteration 13Q (33390.520000 sec): 3 clusters Score: Raw -1447333.242930 + Penalty 4541.056608 = -1442792.186322 nChanged 258 SP:Iteration 14Q (33390.760000 sec): 3 clusters Score: Raw -1447488.147199 + Penalty 4541.056608 = -1442947.090591 nChanged 252 SP:Iteration 15Q (33390.980000 sec): 3 clusters Score: Raw -1447626.763629 + Penalty 4541.056608 = -1443085.707022 nChanged 198 SP:Iteration 16Q (33391.180000 sec): 3 clusters Score: Raw -1447722.773746 + Penalty 4541.056608 = -1443181.717139 nChanged 154 SP:Iteration 17Q (33391.400000 sec): 3 clusters Score: Raw -1447796.657308 + Penalty 4541.056608 = -1443255.600700 nChanged 151 SP:Iteration 18Q (33391.600000 sec): 3 clusters Score: Raw -1447864.077653 + Penalty 4541.056608 = -1443323.021046 nChanged 139 SP:Iteration 19Q (33391.820000 sec): 3 clusters Score: Raw -1447913.300373 + Penalty 4541.056608 = -1443372.243765 nChanged 98 SP:Iteration 20F (33392.040000 sec): 3 clusters Score: Raw -1447945.124418 + Penalty 4541.056608 = -1443404.067810 nChanged 74 SP:Iteration 21Q (33392.250000 sec): 3 clusters Score: Raw -1447967.489880 + Penalty 4541.056608 = -1443426.433273 nChanged 64 SP:Iteration 22Q (33392.470000 sec): 3 clusters Score: Raw -1447986.094704 + Penalty 4541.056608 = -1443445.038097 nChanged 56 SP:Iteration 23Q (33392.700000 sec): 3 clusters Score: Raw -1447999.653185 + Penalty 4541.056608 = -1443458.596578 nChanged 41 SP:Iteration 24Q (33392.890000 sec): 3 clusters Score: Raw -1448009.154327 + Penalty 4541.056608 = -1443468.097719 nChanged 43 SP:Iteration 25Q (33393.080000 sec): 3 clusters Score: Raw -1448018.251574 + Penalty 4541.056608 = -1443477.194967 nChanged 33 SP:Iteration 26Q (33393.330000 sec): 3 clusters Score: Raw -1448026.133367 + Penalty 4541.056608 = -1443485.076759 nChanged 28 SP:Iteration 27Q (33393.510000 sec): 3 clusters Score: Raw -1448031.586191 + Penalty 4541.056608 = -1443490.529584 nChanged 26 SP:Iteration 28Q (33393.750000 sec): 3 clusters Score: Raw -1448035.927507 + Penalty 4541.056608 = -1443494.870900 nChanged 21 SP:Iteration 29Q (33393.960000 sec): 3 clusters Score: Raw -1448038.757944 + Penalty 4541.056608 = -1443497.701336 nChanged 11 SP:Iteration 30Q (33394.210000 sec): 3 clusters Score: Raw -1448040.352365 + Penalty 4541.056608 = -1443499.295757 nChanged 12 SP:Iteration 31Q (33394.420000 sec): 3 clusters Score: Raw -1448042.827779 + Penalty 4541.056608 = -1443501.771171 nChanged 8 SP:Iteration 32Q (33394.660000 sec): 3 clusters Score: Raw -1448044.594767 + Penalty 4541.056608 = -1443503.538160 nChanged 14 SP:Iteration 33Q (33394.870000 sec): 3 clusters Score: Raw -1448047.482184 + Penalty 4541.056608 = -1443506.425576 nChanged 13 SP:Iteration 34Q (33395.070000 sec): 3 clusters Score: Raw -1448049.779785 + Penalty 4541.056608 = -1443508.723177 nChanged 10 SP:Iteration 35Q (33395.290000 sec): 3 clusters Score: Raw -1448052.204148 + Penalty 4541.056608 = -1443511.147540 nChanged 9 SP:Iteration 36Q (33395.520000 sec): 3 clusters Score: Raw -1448053.610017 + Penalty 4541.056608 = -1443512.553410 nChanged 5 SP:Iteration 37Q (33395.750000 sec): 3 clusters Score: Raw -1448054.163122 + Penalty 4541.056608 = -1443513.106514 nChanged 3 SP:Iteration 38Q (33396.000000 sec): 3 clusters Score: Raw -1448054.851893 + Penalty 4541.056608 = -1443513.795285 nChanged 2 SP:Iteration 39Q (33396.190000 sec): 3 clusters Score: Raw -1448055.088648 + Penalty 4541.056608 = -1443514.032041 nChanged 1 SP:Iteration 40F (33396.420000 sec): 3 clusters Score: Raw -1448055.522220 + Penalty 4541.056608 = -1443514.465613 nChanged 1 SP:Iteration 41Q (33396.630000 sec): 3 clusters Score: Raw -1448055.615075 + Penalty 4541.056608 = -1443514.558467 nChanged 1 SP:Iteration 42Q (33396.850000 sec): 3 clusters Score: Raw -1448055.853553 + Penalty 4541.056608 = -1443514.796946 nChanged 2 SP:Iteration 43Q (33397.090000 sec): 3 clusters Score: Raw -1448056.331146 + Penalty 4541.056608 = -1443515.274538 nChanged 2 SP:Iteration 44Q (33397.270000 sec): 3 clusters Score: Raw -1448056.611319 + Penalty 4541.056608 = -1443515.554711 nChanged 3 SP:Iteration 45Q (33397.460000 sec): 3 clusters Score: Raw -1448057.252959 + Penalty 4541.056608 = -1443516.196352 nChanged 3 SP:Iteration 46Q (33397.700000 sec): 3 clusters Score: Raw -1448057.638434 + Penalty 4541.056608 = -1443516.581827 nChanged 1 SP:Iteration 47Q (33397.890000 sec): 3 clusters Score: Raw -1448057.806221 + Penalty 4541.056608 = -1443516.749613 nChanged 0 SP:Iteration 48F (33398.140000 sec): 3 clusters Score: Raw -1448057.806221 + Penalty 4541.056608 = -1443516.749613 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 28 (43991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33398.440000 sec): 2 clusters Score: Raw -6988618.442943 + Penalty 2651.551606 = -6985966.891337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33398.850000 sec): 3 clusters Score: Raw -6961414.107098 + Penalty 5303.103212 = -6956111.003886 nChanged 20288 SP:Iteration 1F (33399.240000 sec): 3 clusters Score: Raw -6972820.783338 + Penalty 5303.103212 = -6967517.680127 nChanged 1978 SP:Iteration 2Q (33399.650000 sec): 3 clusters Score: Raw -6973536.193563 + Penalty 5303.103212 = -6968233.090351 nChanged 2171 SP:Iteration 3Q (33400.020000 sec): 3 clusters Score: Raw -6974403.279438 + Penalty 5303.103212 = -6969100.176226 nChanged 2349 SP:Iteration 4F (33400.430000 sec): 3 clusters Score: Raw -6975552.105903 + Penalty 5303.103212 = -6970249.002691 nChanged 2660 SP:Iteration 5F (33400.850000 sec): 3 clusters Score: Raw -6977069.711767 + Penalty 5303.103212 = -6971766.608555 nChanged 2890 SP:Iteration 6F (33401.220000 sec): 3 clusters Score: Raw -6978981.960084 + Penalty 5303.103212 = -6973678.856873 nChanged 2967 SP:Iteration 7F (33401.660000 sec): 3 clusters Score: Raw -6981233.700611 + Penalty 5303.103212 = -6975930.597399 nChanged 2666 SP:Iteration 8F (33402.040000 sec): 3 clusters Score: Raw -6983341.201320 + Penalty 5303.103212 = -6978038.098108 nChanged 2205 SP:Iteration 9F (33402.440000 sec): 3 clusters Score: Raw -6985189.414379 + Penalty 5303.103212 = -6979886.311167 nChanged 1640 SP:Iteration 10Q (33402.830000 sec): 3 clusters Score: Raw -6986570.708705 + Penalty 5303.103212 = -6981267.605493 nChanged 1082 SP:Iteration 11Q (33403.210000 sec): 3 clusters Score: Raw -6987469.787862 + Penalty 5303.103212 = -6982166.684650 nChanged 689 SP:Iteration 12Q (33403.610000 sec): 3 clusters Score: Raw -6988039.691656 + Penalty 5303.103212 = -6982736.588444 nChanged 425 SP:Iteration 13Q (33404.030000 sec): 3 clusters Score: Raw -6988381.449080 + Penalty 5303.103212 = -6983078.345868 nChanged 256 SP:Iteration 14Q (33404.410000 sec): 3 clusters Score: Raw -6988596.353673 + Penalty 5303.103212 = -6983293.250462 nChanged 150 SP:Iteration 15Q (33404.750000 sec): 3 clusters Score: Raw -6988713.353273 + Penalty 5303.103212 = -6983410.250061 nChanged 94 SP:Iteration 16Q (33405.090000 sec): 3 clusters Score: Raw -6988787.455955 + Penalty 5303.103212 = -6983484.352743 nChanged 74 SP:Iteration 17Q (33405.510000 sec): 3 clusters Score: Raw -6988845.318563 + Penalty 5303.103212 = -6983542.215351 nChanged 49 SP:Iteration 18Q (33405.880000 sec): 3 clusters Score: Raw -6988886.153185 + Penalty 5303.103212 = -6983583.049973 nChanged 29 SP:Iteration 19Q (33406.220000 sec): 3 clusters Score: Raw -6988909.608614 + Penalty 5303.103212 = -6983606.505402 nChanged 16 SP:Iteration 20F (33406.640000 sec): 3 clusters Score: Raw -6988922.319236 + Penalty 5303.103212 = -6983619.216024 nChanged 11 SP:Iteration 21Q (33407.020000 sec): 3 clusters Score: Raw -6988929.155396 + Penalty 5303.103212 = -6983626.052184 nChanged 6 SP:Iteration 22Q (33407.400000 sec): 3 clusters Score: Raw -6988934.765701 + Penalty 5303.103212 = -6983631.662489 nChanged 5 SP:Iteration 23Q (33407.740000 sec): 3 clusters Score: Raw -6988937.262340 + Penalty 5303.103212 = -6983634.159128 nChanged 6 SP:Iteration 24Q (33408.070000 sec): 3 clusters Score: Raw -6988940.793373 + Penalty 5303.103212 = -6983637.690161 nChanged 2 SP:Iteration 25Q (33408.420000 sec): 3 clusters Score: Raw -6988941.586638 + Penalty 5303.103212 = -6983638.483426 nChanged 1 SP:Iteration 26Q (33408.830000 sec): 3 clusters Score: Raw -6988942.347982 + Penalty 5303.103212 = -6983639.244770 nChanged 3 SP:Iteration 27Q (33409.200000 sec): 3 clusters Score: Raw -6988944.420114 + Penalty 5303.103212 = -6983641.316903 nChanged 2 SP:Iteration 28Q (33409.580000 sec): 3 clusters Score: Raw -6988945.149380 + Penalty 5303.103212 = -6983642.046168 nChanged 1 SP:Iteration 29Q (33409.960000 sec): 3 clusters Score: Raw -6988945.291831 + Penalty 5303.103212 = -6983642.188619 nChanged 0 SP:Iteration 30F (33410.360000 sec): 3 clusters Score: Raw -6988945.291831 + Penalty 5303.103212 = -6983642.188619 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 29 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33410.450000 sec): 2 clusters Score: Raw -157143.495190 + Penalty 1728.508086 = -155414.987104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33410.640000 sec): 3 clusters Score: Raw -156932.311243 + Penalty 3457.016172 = -153475.295071 nChanged 298 SP:Iteration 1F (33410.830000 sec): 3 clusters Score: Raw -157297.055934 + Penalty 3457.016172 = -153840.039762 nChanged 88 SP:Iteration 2F (33411.020000 sec): 3 clusters Score: Raw -157428.193592 + Penalty 3457.016172 = -153971.177420 nChanged 46 SP:Iteration 3Q (33411.200000 sec): 3 clusters Score: Raw -157480.296839 + Penalty 3457.016172 = -154023.280666 nChanged 22 SP:Iteration 4Q (33411.340000 sec): 3 clusters Score: Raw -157507.546517 + Penalty 3457.016172 = -154050.530345 nChanged 20 SP:Iteration 5Q (33411.520000 sec): 3 clusters Score: Raw -157527.945956 + Penalty 3457.016172 = -154070.929784 nChanged 16 SP:Iteration 6Q (33411.720000 sec): 3 clusters Score: Raw -157545.586476 + Penalty 3457.016172 = -154088.570304 nChanged 13 SP:Iteration 7Q (33411.850000 sec): 3 clusters Score: Raw -157559.015667 + Penalty 3457.016172 = -154101.999495 nChanged 14 SP:Iteration 8Q (33412.050000 sec): 3 clusters Score: Raw -157569.461158 + Penalty 3457.016172 = -154112.444985 nChanged 5 SP:Iteration 9Q (33412.190000 sec): 3 clusters Score: Raw -157572.218201 + Penalty 3457.016172 = -154115.202029 nChanged 6 SP:Iteration 10Q (33412.360000 sec): 3 clusters Score: Raw -157575.907386 + Penalty 3457.016172 = -154118.891214 nChanged 2 SP:Iteration 11Q (33412.510000 sec): 3 clusters Score: Raw -157577.545968 + Penalty 3457.016172 = -154120.529795 nChanged 3 SP:Iteration 12Q (33412.690000 sec): 3 clusters Score: Raw -157579.551359 + Penalty 3457.016172 = -154122.535187 nChanged 2 SP:Iteration 13Q (33412.870000 sec): 3 clusters Score: Raw -157580.061047 + Penalty 3457.016172 = -154123.044875 nChanged 1 SP:Iteration 14Q (33413.060000 sec): 3 clusters Score: Raw -157580.281580 + Penalty 3457.016172 = -154123.265408 nChanged 0 SP:Iteration 15F (33413.200000 sec): 3 clusters Score: Raw -157580.281580 + Penalty 3457.016172 = -154123.265408 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 30 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33413.300000 sec): 2 clusters Score: Raw -93100.811160 + Penalty 1601.278875 = -91499.532286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33413.510000 sec): 3 clusters Score: Raw -93051.755369 + Penalty 3202.557749 = -89849.197620 nChanged 137 SP:Iteration 1F (33413.660000 sec): 3 clusters Score: Raw -93294.207702 + Penalty 3202.557749 = -90091.649953 nChanged 43 SP:Iteration 2F (33413.820000 sec): 3 clusters Score: Raw -93385.576013 + Penalty 3202.557749 = -90183.018264 nChanged 15 SP:Iteration 3Q (33414.000000 sec): 3 clusters Score: Raw -93416.988331 + Penalty 3202.557749 = -90214.430582 nChanged 9 SP:Iteration 4Q (33414.210000 sec): 3 clusters Score: Raw -93438.555349 + Penalty 3202.557749 = -90235.997599 nChanged 5 SP:Iteration 5Q (33414.360000 sec): 3 clusters Score: Raw -93445.979337 + Penalty 3202.557749 = -90243.421587 nChanged 2 SP:Iteration 6Q (33414.520000 sec): 3 clusters Score: Raw -93450.659347 + Penalty 3202.557749 = -90248.101597 nChanged 1 SP:Iteration 7Q (33414.710000 sec): 3 clusters Score: Raw -93451.075833 + Penalty 3202.557749 = -90248.518084 nChanged 0 SP:Iteration 8F (33414.870000 sec): 3 clusters Score: Raw -93451.075833 + Penalty 3202.557749 = -90248.518084 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 31 (221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33414.980000 sec): 2 clusters Score: Raw -32084.662670 + Penalty 1338.744350 = -30745.918320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33415.130000 sec): 3 clusters Score: Raw -32317.972351 + Penalty 2677.488700 = -29640.483651 nChanged 17 SP:Iteration 1F (33415.300000 sec): 3 clusters Score: Raw -32425.305307 + Penalty 2677.488700 = -29747.816607 nChanged 6 SP:Iteration 2Q (33415.510000 sec): 3 clusters Score: Raw -32488.281424 + Penalty 2677.488700 = -29810.792724 nChanged 3 SP:Iteration 3Q (33415.660000 sec): 3 clusters Score: Raw -32505.778026 + Penalty 2677.488700 = -29828.289326 nChanged 0 SP:Iteration 4F (33415.860000 sec): 3 clusters Score: Raw -32505.778026 + Penalty 2677.488700 = -29828.289326 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 32 (9022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33416.000000 sec): 2 clusters Score: Raw -1444204.754762 + Penalty 2258.640487 = -1441946.114275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33416.220000 sec): 3 clusters Score: Raw -1439440.973606 + Penalty 4517.280974 = -1434923.692632 nChanged 3629 SP:Iteration 1F (33416.410000 sec): 3 clusters Score: Raw -1441314.341027 + Penalty 4517.280974 = -1436797.060053 nChanged 565 SP:Iteration 2F (33416.600000 sec): 3 clusters Score: Raw -1441604.628647 + Penalty 4517.280974 = -1437087.347674 nChanged 457 SP:Iteration 3F (33416.840000 sec): 3 clusters Score: Raw -1441813.138845 + Penalty 4517.280974 = -1437295.857871 nChanged 377 SP:Iteration 4Q (33417.020000 sec): 3 clusters Score: Raw -1441971.734354 + Penalty 4517.280974 = -1437454.453380 nChanged 306 SP:Iteration 5Q (33417.220000 sec): 3 clusters Score: Raw -1442085.239400 + Penalty 4517.280974 = -1437567.958426 nChanged 306 SP:Iteration 6Q (33417.420000 sec): 3 clusters Score: Raw -1442203.256827 + Penalty 4517.280974 = -1437685.975854 nChanged 272 SP:Iteration 7Q (33417.660000 sec): 3 clusters Score: Raw -1442300.878483 + Penalty 4517.280974 = -1437783.597509 nChanged 241 SP:Iteration 8Q (33417.890000 sec): 3 clusters Score: Raw -1442385.928635 + Penalty 4517.280974 = -1437868.647661 nChanged 216 SP:Iteration 9Q (33418.140000 sec): 3 clusters Score: Raw -1442456.970742 + Penalty 4517.280974 = -1437939.689768 nChanged 207 SP:Iteration 10Q (33418.330000 sec): 3 clusters Score: Raw -1442531.533073 + Penalty 4517.280974 = -1438014.252099 nChanged 208 SP:Iteration 11Q (33418.560000 sec): 3 clusters Score: Raw -1442604.462015 + Penalty 4517.280974 = -1438087.181041 nChanged 214 SP:Iteration 12Q (33418.770000 sec): 3 clusters Score: Raw -1442677.920413 + Penalty 4517.280974 = -1438160.639440 nChanged 205 SP:Iteration 13Q (33419.020000 sec): 3 clusters Score: Raw -1442754.296246 + Penalty 4517.280974 = -1438237.015272 nChanged 211 SP:Iteration 14Q (33419.220000 sec): 3 clusters Score: Raw -1442843.524132 + Penalty 4517.280974 = -1438326.243158 nChanged 241 SP:Iteration 15Q (33419.460000 sec): 3 clusters Score: Raw -1442953.755008 + Penalty 4517.280974 = -1438436.474034 nChanged 260 SP:Iteration 16Q (33419.690000 sec): 3 clusters Score: Raw -1443079.464878 + Penalty 4517.280974 = -1438562.183905 nChanged 275 SP:Iteration 17Q (33419.900000 sec): 3 clusters Score: Raw -1443229.445241 + Penalty 4517.280974 = -1438712.164267 nChanged 280 SP:Iteration 18Q (33420.120000 sec): 3 clusters Score: Raw -1443383.549698 + Penalty 4517.280974 = -1438866.268724 nChanged 250 SP:Iteration 19Q (33420.320000 sec): 3 clusters Score: Raw -1443531.922337 + Penalty 4517.280974 = -1439014.641363 nChanged 275 SP:Iteration 20F (33420.570000 sec): 3 clusters Score: Raw -1443708.662972 + Penalty 4517.280974 = -1439191.381998 nChanged 234 SP:Iteration 21Q (33420.790000 sec): 3 clusters Score: Raw -1443851.618404 + Penalty 4517.280974 = -1439334.337431 nChanged 201 SP:Iteration 22Q (33420.990000 sec): 3 clusters Score: Raw -1443981.468347 + Penalty 4517.280974 = -1439464.187373 nChanged 166 SP:Iteration 23Q (33421.200000 sec): 3 clusters Score: Raw -1444094.605369 + Penalty 4517.280974 = -1439577.324395 nChanged 127 SP:Iteration 24Q (33421.410000 sec): 3 clusters Score: Raw -1444170.048696 + Penalty 4517.280974 = -1439652.767723 nChanged 87 SP:Iteration 25Q (33421.600000 sec): 3 clusters Score: Raw -1444227.208319 + Penalty 4517.280974 = -1439709.927345 nChanged 64 SP:Iteration 26Q (33421.820000 sec): 3 clusters Score: Raw -1444269.122231 + Penalty 4517.280974 = -1439751.841257 nChanged 51 SP:Iteration 27Q (33422.030000 sec): 3 clusters Score: Raw -1444300.998448 + Penalty 4517.280974 = -1439783.717475 nChanged 34 SP:Iteration 28Q (33422.250000 sec): 3 clusters Score: Raw -1444322.588622 + Penalty 4517.280974 = -1439805.307649 nChanged 27 SP:Iteration 29Q (33422.480000 sec): 3 clusters Score: Raw -1444341.736876 + Penalty 4517.280974 = -1439824.455902 nChanged 27 SP:Iteration 30Q (33422.670000 sec): 3 clusters Score: Raw -1444359.153840 + Penalty 4517.280974 = -1439841.872866 nChanged 19 SP:Iteration 31Q (33422.850000 sec): 3 clusters Score: Raw -1444370.985534 + Penalty 4517.280974 = -1439853.704561 nChanged 24 SP:Iteration 32Q (33423.100000 sec): 3 clusters Score: Raw -1444386.210989 + Penalty 4517.280974 = -1439868.930015 nChanged 13 SP:Iteration 33Q (33423.280000 sec): 3 clusters Score: Raw -1444396.844031 + Penalty 4517.280974 = -1439879.563057 nChanged 15 SP:Iteration 34Q (33423.540000 sec): 3 clusters Score: Raw -1444405.669094 + Penalty 4517.280974 = -1439888.388120 nChanged 6 SP:Iteration 35Q (33423.720000 sec): 3 clusters Score: Raw -1444410.005101 + Penalty 4517.280974 = -1439892.724128 nChanged 12 SP:Iteration 36Q (33423.980000 sec): 3 clusters Score: Raw -1444418.809455 + Penalty 4517.280974 = -1439901.528481 nChanged 12 SP:Iteration 37Q (33424.160000 sec): 3 clusters Score: Raw -1444427.324838 + Penalty 4517.280974 = -1439910.043864 nChanged 13 SP:Iteration 38Q (33424.380000 sec): 3 clusters Score: Raw -1444436.547444 + Penalty 4517.280974 = -1439919.266471 nChanged 16 SP:Iteration 39Q (33424.570000 sec): 3 clusters Score: Raw -1444448.567880 + Penalty 4517.280974 = -1439931.286906 nChanged 12 SP:Iteration 40F (33424.790000 sec): 3 clusters Score: Raw -1444457.256381 + Penalty 4517.280974 = -1439939.975407 nChanged 10 SP:Iteration 41Q (33425.020000 sec): 3 clusters Score: Raw -1444466.090274 + Penalty 4517.280974 = -1439948.809300 nChanged 12 SP:Iteration 42Q (33425.250000 sec): 3 clusters Score: Raw -1444476.087557 + Penalty 4517.280974 = -1439958.806584 nChanged 4 SP:Iteration 43Q (33425.500000 sec): 3 clusters Score: Raw -1444480.652897 + Penalty 4517.280974 = -1439963.371923 nChanged 5 SP:Iteration 44Q (33425.710000 sec): 3 clusters Score: Raw -1444485.565637 + Penalty 4517.280974 = -1439968.284664 nChanged 3 SP:Iteration 45Q (33425.920000 sec): 3 clusters Score: Raw -1444488.083638 + Penalty 4517.280974 = -1439970.802664 nChanged 4 SP:Iteration 46Q (33426.170000 sec): 3 clusters Score: Raw -1444490.088864 + Penalty 4517.280974 = -1439972.807891 nChanged 2 SP:Iteration 47Q (33426.410000 sec): 3 clusters Score: Raw -1444491.323135 + Penalty 4517.280974 = -1439974.042161 nChanged 1 SP:Iteration 48Q (33426.600000 sec): 3 clusters Score: Raw -1444492.098651 + Penalty 4517.280974 = -1439974.817677 nChanged 2 SP:Iteration 49Q (33426.820000 sec): 3 clusters Score: Raw -1444493.002789 + Penalty 4517.280974 = -1439975.721815 nChanged 1 SP:Iteration 50Q (33427.030000 sec): 3 clusters Score: Raw -1444493.651766 + Penalty 4517.280974 = -1439976.370792 nChanged 0 SP:Iteration 51F (33427.230000 sec): 3 clusters Score: Raw -1444493.651766 + Penalty 4517.280974 = -1439976.370792 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 33 (1011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33427.360000 sec): 2 clusters Score: Raw -147969.828402 + Penalty 1715.836414 = -146253.991988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33427.540000 sec): 3 clusters Score: Raw -147730.388731 + Penalty 3431.672829 = -144298.715902 nChanged 244 SP:Iteration 1F (33427.710000 sec): 3 clusters Score: Raw -147977.395271 + Penalty 3431.672829 = -144545.722443 nChanged 65 SP:Iteration 2F (33427.940000 sec): 3 clusters Score: Raw -148052.240946 + Penalty 3431.672829 = -144620.568117 nChanged 38 SP:Iteration 3Q (33428.080000 sec): 3 clusters Score: Raw -148092.360147 + Penalty 3431.672829 = -144660.687318 nChanged 18 SP:Iteration 4Q (33428.280000 sec): 3 clusters Score: Raw -148115.642318 + Penalty 3431.672829 = -144683.969489 nChanged 9 SP:Iteration 5Q (33428.440000 sec): 3 clusters Score: Raw -148126.911489 + Penalty 3431.672829 = -144695.238660 nChanged 8 SP:Iteration 6Q (33428.600000 sec): 3 clusters Score: Raw -148135.227128 + Penalty 3431.672829 = -144703.554300 nChanged 5 SP:Iteration 7Q (33428.770000 sec): 3 clusters Score: Raw -148140.672710 + Penalty 3431.672829 = -144708.999881 nChanged 3 SP:Iteration 8Q (33428.940000 sec): 3 clusters Score: Raw -148143.607133 + Penalty 3431.672829 = -144711.934305 nChanged 3 SP:Iteration 9Q (33429.160000 sec): 3 clusters Score: Raw -148147.968375 + Penalty 3431.672829 = -144716.295547 nChanged 8 SP:Iteration 10Q (33429.310000 sec): 3 clusters Score: Raw -148158.489228 + Penalty 3431.672829 = -144726.816400 nChanged 8 SP:Iteration 11Q (33429.460000 sec): 3 clusters Score: Raw -148171.537843 + Penalty 3431.672829 = -144739.865014 nChanged 3 SP:Iteration 12Q (33429.640000 sec): 3 clusters Score: Raw -148175.984582 + Penalty 3431.672829 = -144744.311753 nChanged 2 SP:Iteration 13Q (33429.820000 sec): 3 clusters Score: Raw -148177.838380 + Penalty 3431.672829 = -144746.165551 nChanged 0 SP:Iteration 14F (33429.990000 sec): 3 clusters Score: Raw -148177.838380 + Penalty 3431.672829 = -144746.165551 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 34 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33430.060000 sec): 2 clusters Score: Raw -30518.171823 + Penalty 1333.069045 = -29185.102778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33430.240000 sec): 3 clusters Score: Raw -30675.969556 + Penalty 2666.138090 = -28009.831466 nChanged 21 SP:Iteration 1F (33430.430000 sec): 3 clusters Score: Raw -30778.049864 + Penalty 2666.138090 = -28111.911773 nChanged 9 SP:Iteration 2Q (33430.620000 sec): 3 clusters Score: Raw -30818.656753 + Penalty 2666.138090 = -28152.518663 nChanged 5 SP:Iteration 3Q (33430.780000 sec): 3 clusters Score: Raw -30847.641551 + Penalty 2666.138090 = -28181.503461 nChanged 4 SP:Iteration 4Q (33430.970000 sec): 3 clusters Score: Raw -30888.380159 + Penalty 2666.138090 = -28222.242069 nChanged 2 SP:Iteration 5Q (33431.120000 sec): 3 clusters Score: Raw -30903.800845 + Penalty 2666.138090 = -28237.662754 nChanged 2 SP:Iteration 6Q (33431.280000 sec): 3 clusters Score: Raw -30911.349787 + Penalty 2666.138090 = -28245.211697 nChanged 1 SP:Iteration 7Q (33431.440000 sec): 3 clusters Score: Raw -30917.837899 + Penalty 2666.138090 = -28251.699809 nChanged 2 SP:Iteration 8Q (33431.630000 sec): 3 clusters Score: Raw -30930.478627 + Penalty 2666.138090 = -28264.340537 nChanged 2 SP:Iteration 9Q (33431.810000 sec): 3 clusters Score: Raw -30940.153155 + Penalty 2666.138090 = -28274.015065 nChanged 1 SP:Iteration 10Q (33431.980000 sec): 3 clusters Score: Raw -30947.937918 + Penalty 2666.138090 = -28281.799828 nChanged 0 SP:Iteration 11F (33432.150000 sec): 3 clusters Score: Raw -30947.937918 + Penalty 2666.138090 = -28281.799828 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 35 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33432.220000 sec): 2 clusters Score: Raw -33691.387521 + Penalty 1334.214544 = -32357.172977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33432.390000 sec): 3 clusters Score: Raw -33853.485793 + Penalty 2668.429087 = -31185.056706 nChanged 14 SP:Iteration 1F (33432.580000 sec): 3 clusters Score: Raw -33930.563558 + Penalty 2668.429087 = -31262.134471 nChanged 6 SP:Iteration 2Q (33432.760000 sec): 3 clusters Score: Raw -33962.283934 + Penalty 2668.429087 = -31293.854847 nChanged 4 SP:Iteration 3Q (33432.940000 sec): 3 clusters Score: Raw -33978.170427 + Penalty 2668.429087 = -31309.741339 nChanged 2 SP:Iteration 4Q (33433.090000 sec): 3 clusters Score: Raw -33994.241771 + Penalty 2668.429087 = -31325.812684 nChanged 1 SP:Iteration 5Q (33433.250000 sec): 3 clusters Score: Raw -34000.010702 + Penalty 2668.429087 = -31331.581614 nChanged 0 SP:Iteration 6F (33433.430000 sec): 3 clusters Score: Raw -34000.010702 + Penalty 2668.429087 = -31331.581614 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 36 (442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33433.520000 sec): 2 clusters Score: Raw -65481.229190 + Penalty 1510.644851 = -63970.584339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33433.660000 sec): 3 clusters Score: Raw -65564.706974 + Penalty 3021.289702 = -62543.417273 nChanged 64 SP:Iteration 1F (33433.860000 sec): 3 clusters Score: Raw -65757.855268 + Penalty 3021.289702 = -62736.565567 nChanged 21 SP:Iteration 2Q (33434.040000 sec): 3 clusters Score: Raw -65818.025693 + Penalty 3021.289702 = -62796.735992 nChanged 12 SP:Iteration 3Q (33434.220000 sec): 3 clusters Score: Raw -65872.520925 + Penalty 3021.289702 = -62851.231223 nChanged 8 SP:Iteration 4Q (33434.400000 sec): 3 clusters Score: Raw -65903.197349 + Penalty 3021.289702 = -62881.907648 nChanged 3 SP:Iteration 5Q (33434.590000 sec): 3 clusters Score: Raw -65906.754910 + Penalty 3021.289702 = -62885.465208 nChanged 2 SP:Iteration 6Q (33434.780000 sec): 3 clusters Score: Raw -65912.594415 + Penalty 3021.289702 = -62891.304714 nChanged 3 SP:Iteration 7Q (33434.950000 sec): 3 clusters Score: Raw -65915.811551 + Penalty 3021.289702 = -62894.521849 nChanged 3 SP:Iteration 8Q (33435.150000 sec): 3 clusters Score: Raw -65923.590051 + Penalty 3021.289702 = -62902.300349 nChanged 1 SP:Iteration 9Q (33435.330000 sec): 3 clusters Score: Raw -65927.452516 + Penalty 3021.289702 = -62906.162814 nChanged 0 SP:Iteration 10F (33435.510000 sec): 3 clusters Score: Raw -65927.452516 + Penalty 3021.289702 = -62906.162814 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 37 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33435.580000 sec): 2 clusters Score: Raw -60178.312187 + Penalty 1487.736267 = -58690.575919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33435.790000 sec): 3 clusters Score: Raw -60212.464326 + Penalty 2975.472535 = -57236.991792 nChanged 61 SP:Iteration 1F (33435.950000 sec): 3 clusters Score: Raw -60357.429861 + Penalty 2975.472535 = -57381.957326 nChanged 24 SP:Iteration 2F (33436.100000 sec): 3 clusters Score: Raw -60419.252257 + Penalty 2975.472535 = -57443.779722 nChanged 3 SP:Iteration 3Q (33436.260000 sec): 3 clusters Score: Raw -60427.402384 + Penalty 2975.472535 = -57451.929849 nChanged 3 SP:Iteration 4Q (33436.470000 sec): 3 clusters Score: Raw -60437.855790 + Penalty 2975.472535 = -57462.383255 nChanged 0 SP:Iteration 5F (33436.620000 sec): 3 clusters Score: Raw -60437.855790 + Penalty 2975.472535 = -57462.383255 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 38 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33436.710000 sec): 2 clusters Score: Raw -44525.697712 + Penalty 1401.817317 = -43123.880395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33436.880000 sec): 3 clusters Score: Raw -44661.569556 + Penalty 2803.634633 = -41857.934922 nChanged 43 SP:Iteration 1F (33437.070000 sec): 3 clusters Score: Raw -44798.795719 + Penalty 2803.634633 = -41995.161086 nChanged 6 SP:Iteration 2Q (33437.300000 sec): 3 clusters Score: Raw -44813.527790 + Penalty 2803.634633 = -42009.893157 nChanged 6 SP:Iteration 3Q (33437.480000 sec): 3 clusters Score: Raw -44839.936519 + Penalty 2803.634633 = -42036.301885 nChanged 6 SP:Iteration 4Q (33437.630000 sec): 3 clusters Score: Raw -44859.951031 + Penalty 2803.634633 = -42056.316398 nChanged 9 SP:Iteration 5Q (33437.770000 sec): 3 clusters Score: Raw -44919.650261 + Penalty 2803.634633 = -42116.015628 nChanged 8 SP:Iteration 6Q (33437.920000 sec): 3 clusters Score: Raw -44975.468364 + Penalty 2803.634633 = -42171.833731 nChanged 7 SP:Iteration 7Q (33438.080000 sec): 3 clusters Score: Raw -45023.800596 + Penalty 2803.634633 = -42220.165963 nChanged 4 SP:Iteration 8Q (33438.230000 sec): 3 clusters Score: Raw -45058.960795 + Penalty 2803.634633 = -42255.326161 nChanged 3 SP:Iteration 9Q (33438.440000 sec): 3 clusters Score: Raw -45088.635764 + Penalty 2803.634633 = -42285.001131 nChanged 5 SP:Iteration 10Q (33438.570000 sec): 3 clusters Score: Raw -45115.119235 + Penalty 2803.634633 = -42311.484601 nChanged 5 SP:Iteration 11Q (33438.740000 sec): 3 clusters Score: Raw -45145.611356 + Penalty 2803.634633 = -42341.976723 nChanged 1 SP:Iteration 12Q (33438.970000 sec): 3 clusters Score: Raw -45152.370704 + Penalty 2803.634633 = -42348.736071 nChanged 0 SP:Iteration 13F (33439.160000 sec): 3 clusters Score: Raw -45152.370704 + Penalty 2803.634633 = -42348.736071 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 39 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33439.280000 sec): 2 clusters Score: Raw -39085.269798 + Penalty 1358.162961 = -37727.106837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33439.500000 sec): 3 clusters Score: Raw -39274.607318 + Penalty 2716.325922 = -36558.281396 nChanged 31 SP:Iteration 1F (33439.650000 sec): 3 clusters Score: Raw -39430.308129 + Penalty 2716.325922 = -36713.982207 nChanged 5 SP:Iteration 2Q (33439.840000 sec): 3 clusters Score: Raw -39456.131541 + Penalty 2716.325922 = -36739.805619 nChanged 1 SP:Iteration 3Q (33440.000000 sec): 3 clusters Score: Raw -39472.102082 + Penalty 2716.325922 = -36755.776161 nChanged 2 SP:Iteration 4Q (33440.190000 sec): 3 clusters Score: Raw -39488.569251 + Penalty 2716.325922 = -36772.243330 nChanged 0 SP:Iteration 5F (33440.340000 sec): 3 clusters Score: Raw -39488.569251 + Penalty 2716.325922 = -36772.243330 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 40 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33440.420000 sec): 2 clusters Score: Raw -36143.237283 + Penalty 1386.564771 = -34756.672512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33440.600000 sec): 3 clusters Score: Raw -36314.673621 + Penalty 2773.129542 = -33541.544079 nChanged 33 SP:Iteration 1F (33440.800000 sec): 3 clusters Score: Raw -36440.602039 + Penalty 2773.129542 = -33667.472497 nChanged 11 SP:Iteration 2Q (33440.960000 sec): 3 clusters Score: Raw -36486.552401 + Penalty 2773.129542 = -33713.422859 nChanged 5 SP:Iteration 3Q (33441.150000 sec): 3 clusters Score: Raw -36500.435732 + Penalty 2773.129542 = -33727.306189 nChanged 4 SP:Iteration 4Q (33441.340000 sec): 3 clusters Score: Raw -36527.932266 + Penalty 2773.129542 = -33754.802723 nChanged 4 SP:Iteration 5Q (33441.490000 sec): 3 clusters Score: Raw -36540.465981 + Penalty 2773.129542 = -33767.336438 nChanged 0 SP:Iteration 6F (33441.680000 sec): 3 clusters Score: Raw -36540.465981 + Penalty 2773.129542 = -33767.336438 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 41 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33441.810000 sec): 2 clusters Score: Raw -11482.015660 + Penalty 1134.528323 = -10347.487337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33441.950000 sec): 3 clusters Score: Raw -11943.687866 + Penalty 2269.056645 = -9674.631221 nChanged 2 SP:Iteration 1Q (33442.120000 sec): 3 clusters Score: Raw -11957.174956 + Penalty 2269.056645 = -9688.118311 nChanged 0 SP:Iteration 2F (33442.290000 sec): 3 clusters Score: Raw -11957.174956 + Penalty 2269.056645 = -9688.118311 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 42 (14892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33442.460000 sec): 2 clusters Score: Raw -2266933.734526 + Penalty 2382.927700 = -2264550.806826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33442.700000 sec): 3 clusters Score: Raw -2258643.852465 + Penalty 4765.855400 = -2253877.997065 nChanged 6329 SP:Iteration 1F (33443.010000 sec): 3 clusters Score: Raw -2262385.793117 + Penalty 4765.855400 = -2257619.937718 nChanged 1147 SP:Iteration 2F (33443.290000 sec): 3 clusters Score: Raw -2263236.749064 + Penalty 4765.855400 = -2258470.893664 nChanged 1139 SP:Iteration 3F (33443.540000 sec): 3 clusters Score: Raw -2264060.737986 + Penalty 4765.855400 = -2259294.882586 nChanged 1044 SP:Iteration 4F (33443.770000 sec): 3 clusters Score: Raw -2264747.352330 + Penalty 4765.855400 = -2259981.496931 nChanged 945 SP:Iteration 5F (33444.010000 sec): 3 clusters Score: Raw -2265377.313119 + Penalty 4765.855400 = -2260611.457720 nChanged 804 SP:Iteration 6F (33444.320000 sec): 3 clusters Score: Raw -2265945.563973 + Penalty 4765.855400 = -2261179.708573 nChanged 678 SP:Iteration 7Q (33444.550000 sec): 3 clusters Score: Raw -2266443.996347 + Penalty 4765.855400 = -2261678.140947 nChanged 551 SP:Iteration 8Q (33444.850000 sec): 3 clusters Score: Raw -2266867.626613 + Penalty 4765.855400 = -2262101.771213 nChanged 496 SP:Iteration 9Q (33445.130000 sec): 3 clusters Score: Raw -2267297.425467 + Penalty 4765.855400 = -2262531.570067 nChanged 429 SP:Iteration 10Q (33445.420000 sec): 3 clusters Score: Raw -2267680.943423 + Penalty 4765.855400 = -2262915.088023 nChanged 337 SP:Iteration 11Q (33445.660000 sec): 3 clusters Score: Raw -2267924.618437 + Penalty 4765.855400 = -2263158.763037 nChanged 231 SP:Iteration 12Q (33445.910000 sec): 3 clusters Score: Raw -2268072.290476 + Penalty 4765.855400 = -2263306.435077 nChanged 182 SP:Iteration 13Q (33446.190000 sec): 3 clusters Score: Raw -2268168.802237 + Penalty 4765.855400 = -2263402.946837 nChanged 140 SP:Iteration 14Q (33446.450000 sec): 3 clusters Score: Raw -2268242.812196 + Penalty 4765.855400 = -2263476.956797 nChanged 124 SP:Iteration 15Q (33446.710000 sec): 3 clusters Score: Raw -2268310.314579 + Penalty 4765.855400 = -2263544.459179 nChanged 96 SP:Iteration 16Q (33446.940000 sec): 3 clusters Score: Raw -2268367.511113 + Penalty 4765.855400 = -2263601.655713 nChanged 87 SP:Iteration 17Q (33447.170000 sec): 3 clusters Score: Raw -2268416.212155 + Penalty 4765.855400 = -2263650.356755 nChanged 71 SP:Iteration 18Q (33447.450000 sec): 3 clusters Score: Raw -2268458.592228 + Penalty 4765.855400 = -2263692.736828 nChanged 58 SP:Iteration 19Q (33447.700000 sec): 3 clusters Score: Raw -2268489.431882 + Penalty 4765.855400 = -2263723.576482 nChanged 61 SP:Iteration 20F (33447.970000 sec): 3 clusters Score: Raw -2268523.871159 + Penalty 4765.855400 = -2263758.015759 nChanged 49 SP:Iteration 21Q (33448.230000 sec): 3 clusters Score: Raw -2268551.060063 + Penalty 4765.855400 = -2263785.204663 nChanged 34 SP:Iteration 22Q (33448.460000 sec): 3 clusters Score: Raw -2268575.634112 + Penalty 4765.855400 = -2263809.778713 nChanged 33 SP:Iteration 23Q (33448.690000 sec): 3 clusters Score: Raw -2268621.140864 + Penalty 4765.855400 = -2263855.285464 nChanged 47 SP:Iteration 24Q (33448.910000 sec): 3 clusters Score: Raw -2268697.926277 + Penalty 4765.855400 = -2263932.070877 nChanged 51 SP:Iteration 25Q (33449.130000 sec): 3 clusters Score: Raw -2268744.386439 + Penalty 4765.855400 = -2263978.531040 nChanged 42 SP:Iteration 26Q (33449.350000 sec): 3 clusters Score: Raw -2268773.156118 + Penalty 4765.855400 = -2264007.300718 nChanged 40 SP:Iteration 27Q (33449.620000 sec): 3 clusters Score: Raw -2268795.808592 + Penalty 4765.855400 = -2264029.953192 nChanged 41 SP:Iteration 28Q (33449.850000 sec): 3 clusters Score: Raw -2268823.289742 + Penalty 4765.855400 = -2264057.434342 nChanged 24 SP:Iteration 29Q (33450.100000 sec): 3 clusters Score: Raw -2268833.971652 + Penalty 4765.855400 = -2264068.116252 nChanged 19 SP:Iteration 30Q (33450.350000 sec): 3 clusters Score: Raw -2268843.447883 + Penalty 4765.855400 = -2264077.592483 nChanged 11 SP:Iteration 31Q (33450.590000 sec): 3 clusters Score: Raw -2268846.834919 + Penalty 4765.855400 = -2264080.979520 nChanged 9 SP:Iteration 32Q (33450.890000 sec): 3 clusters Score: Raw -2268850.212579 + Penalty 4765.855400 = -2264084.357180 nChanged 11 SP:Iteration 33Q (33451.130000 sec): 3 clusters Score: Raw -2268855.552101 + Penalty 4765.855400 = -2264089.696701 nChanged 13 SP:Iteration 34Q (33451.440000 sec): 3 clusters Score: Raw -2268861.648606 + Penalty 4765.855400 = -2264095.793206 nChanged 8 SP:Iteration 35Q (33451.690000 sec): 3 clusters Score: Raw -2268864.881222 + Penalty 4765.855400 = -2264099.025822 nChanged 5 SP:Iteration 36Q (33451.970000 sec): 3 clusters Score: Raw -2268866.766918 + Penalty 4765.855400 = -2264100.911518 nChanged 1 SP:Iteration 37Q (33452.250000 sec): 3 clusters Score: Raw -2268867.309687 + Penalty 4765.855400 = -2264101.454287 nChanged 3 SP:Iteration 38Q (33452.470000 sec): 3 clusters Score: Raw -2268868.186660 + Penalty 4765.855400 = -2264102.331260 nChanged 1 SP:Iteration 39Q (33452.730000 sec): 3 clusters Score: Raw -2268868.469443 + Penalty 4765.855400 = -2264102.614043 nChanged 0 SP:Iteration 40F (33452.990000 sec): 3 clusters Score: Raw -2268903.351175 + Penalty 4765.855400 = -2264137.495775 nChanged 13 SP:Iteration 41Q (33453.270000 sec): 3 clusters Score: Raw -2268918.548396 + Penalty 4765.855400 = -2264152.692997 nChanged 16 SP:Iteration 42Q (33453.550000 sec): 3 clusters Score: Raw -2268927.257031 + Penalty 4765.855400 = -2264161.401632 nChanged 15 SP:Iteration 43Q (33453.780000 sec): 3 clusters Score: Raw -2268932.847934 + Penalty 4765.855400 = -2264166.992535 nChanged 10 SP:Iteration 44Q (33454.060000 sec): 3 clusters Score: Raw -2268936.038712 + Penalty 4765.855400 = -2264170.183312 nChanged 5 SP:Iteration 45Q (33454.260000 sec): 3 clusters Score: Raw -2268937.443485 + Penalty 4765.855400 = -2264171.588086 nChanged 2 SP:Iteration 46Q (33454.490000 sec): 3 clusters Score: Raw -2268937.873909 + Penalty 4765.855400 = -2264172.018509 nChanged 4 SP:Iteration 47Q (33454.720000 sec): 3 clusters Score: Raw -2268939.217025 + Penalty 4765.855400 = -2264173.361626 nChanged 3 SP:Iteration 48Q (33454.990000 sec): 3 clusters Score: Raw -2268940.487797 + Penalty 4765.855400 = -2264174.632398 nChanged 1 SP:Iteration 49Q (33455.230000 sec): 3 clusters Score: Raw -2268940.924854 + Penalty 4765.855400 = -2264175.069455 nChanged 0 SP:Iteration 50F (33455.470000 sec): 3 clusters Score: Raw -2268940.924854 + Penalty 4765.855400 = -2264175.069455 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 43 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33455.610000 sec): 2 clusters Score: Raw -449517.678293 + Penalty 1985.413768 = -447532.264524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33455.800000 sec): 3 clusters Score: Raw -448272.873866 + Penalty 3970.827537 = -444302.046329 nChanged 1031 SP:Iteration 1F (33455.980000 sec): 3 clusters Score: Raw -448966.117363 + Penalty 3970.827537 = -444995.289826 nChanged 233 SP:Iteration 2F (33456.140000 sec): 3 clusters Score: Raw -449143.385517 + Penalty 3970.827537 = -445172.557981 nChanged 172 SP:Iteration 3F (33456.330000 sec): 3 clusters Score: Raw -449260.071192 + Penalty 3970.827537 = -445289.243655 nChanged 106 SP:Iteration 4Q (33456.530000 sec): 3 clusters Score: Raw -449320.732076 + Penalty 3970.827537 = -445349.904540 nChanged 76 SP:Iteration 5Q (33456.700000 sec): 3 clusters Score: Raw -449366.164020 + Penalty 3970.827537 = -445395.336484 nChanged 47 SP:Iteration 6Q (33456.870000 sec): 3 clusters Score: Raw -449398.664283 + Penalty 3970.827537 = -445427.836746 nChanged 51 SP:Iteration 7Q (33457.040000 sec): 3 clusters Score: Raw -449434.056518 + Penalty 3970.827537 = -445463.228981 nChanged 45 SP:Iteration 8Q (33457.230000 sec): 3 clusters Score: Raw -449465.646229 + Penalty 3970.827537 = -445494.818692 nChanged 34 SP:Iteration 9Q (33457.440000 sec): 3 clusters Score: Raw -449482.256524 + Penalty 3970.827537 = -445511.428988 nChanged 24 SP:Iteration 10Q (33457.590000 sec): 3 clusters Score: Raw -449491.403976 + Penalty 3970.827537 = -445520.576439 nChanged 18 SP:Iteration 11Q (33457.780000 sec): 3 clusters Score: Raw -449498.539575 + Penalty 3970.827537 = -445527.712038 nChanged 10 SP:Iteration 12Q (33457.940000 sec): 3 clusters Score: Raw -449503.951300 + Penalty 3970.827537 = -445533.123763 nChanged 11 SP:Iteration 13Q (33458.120000 sec): 3 clusters Score: Raw -449508.605354 + Penalty 3970.827537 = -445537.777817 nChanged 9 SP:Iteration 14Q (33458.300000 sec): 3 clusters Score: Raw -449511.978401 + Penalty 3970.827537 = -445541.150864 nChanged 8 SP:Iteration 15Q (33458.490000 sec): 3 clusters Score: Raw -449516.486557 + Penalty 3970.827537 = -445545.659021 nChanged 9 SP:Iteration 16Q (33458.710000 sec): 3 clusters Score: Raw -449520.347032 + Penalty 3970.827537 = -445549.519496 nChanged 8 SP:Iteration 17Q (33458.890000 sec): 3 clusters Score: Raw -449524.201578 + Penalty 3970.827537 = -445553.374042 nChanged 11 SP:Iteration 18Q (33459.060000 sec): 3 clusters Score: Raw -449530.006328 + Penalty 3970.827537 = -445559.178792 nChanged 11 SP:Iteration 19Q (33459.260000 sec): 3 clusters Score: Raw -449535.274241 + Penalty 3970.827537 = -445564.446705 nChanged 9 SP:Iteration 20F (33459.440000 sec): 3 clusters Score: Raw -449539.052333 + Penalty 3970.827537 = -445568.224797 nChanged 5 SP:Iteration 21Q (33459.650000 sec): 3 clusters Score: Raw -449543.592070 + Penalty 3970.827537 = -445572.764534 nChanged 12 SP:Iteration 22Q (33459.820000 sec): 3 clusters Score: Raw -449549.154289 + Penalty 3970.827537 = -445578.326752 nChanged 5 SP:Iteration 23Q (33460.030000 sec): 3 clusters Score: Raw -449551.680845 + Penalty 3970.827537 = -445580.853308 nChanged 6 SP:Iteration 24Q (33460.200000 sec): 3 clusters Score: Raw -449553.810652 + Penalty 3970.827537 = -445582.983116 nChanged 1 SP:Iteration 25Q (33460.360000 sec): 3 clusters Score: Raw -449554.261745 + Penalty 3970.827537 = -445583.434209 nChanged 4 SP:Iteration 26Q (33460.580000 sec): 3 clusters Score: Raw -449556.222612 + Penalty 3970.827537 = -445585.395076 nChanged 4 SP:Iteration 27Q (33460.720000 sec): 3 clusters Score: Raw -449558.982197 + Penalty 3970.827537 = -445588.154660 nChanged 6 SP:Iteration 28Q (33460.920000 sec): 3 clusters Score: Raw -449561.405572 + Penalty 3970.827537 = -445590.578035 nChanged 5 SP:Iteration 29Q (33461.120000 sec): 3 clusters Score: Raw -449563.060702 + Penalty 3970.827537 = -445592.233166 nChanged 4 SP:Iteration 30Q (33461.270000 sec): 3 clusters Score: Raw -449564.550624 + Penalty 3970.827537 = -445593.723088 nChanged 4 SP:Iteration 31Q (33461.490000 sec): 3 clusters Score: Raw -449565.444114 + Penalty 3970.827537 = -445594.616577 nChanged 1 SP:Iteration 32Q (33461.660000 sec): 3 clusters Score: Raw -449565.897183 + Penalty 3970.827537 = -445595.069646 nChanged 1 SP:Iteration 33Q (33461.830000 sec): 3 clusters Score: Raw -449566.116356 + Penalty 3970.827537 = -445595.288820 nChanged 1 SP:Iteration 34Q (33462.030000 sec): 3 clusters Score: Raw -449566.272125 + Penalty 3970.827537 = -445595.444588 nChanged 0 SP:Iteration 35F (33462.250000 sec): 3 clusters Score: Raw -449566.272125 + Penalty 3970.827537 = -445595.444588 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 44 (9165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33462.380000 sec): 2 clusters Score: Raw -1450229.741561 + Penalty 2262.540496 = -1447967.201065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33462.580000 sec): 3 clusters Score: Raw -1445376.312377 + Penalty 4525.080991 = -1440851.231386 nChanged 3778 SP:Iteration 1F (33462.850000 sec): 3 clusters Score: Raw -1447388.975617 + Penalty 4525.080991 = -1442863.894626 nChanged 601 SP:Iteration 2F (33463.070000 sec): 3 clusters Score: Raw -1447654.643271 + Penalty 4525.080991 = -1443129.562280 nChanged 437 SP:Iteration 3Q (33463.290000 sec): 3 clusters Score: Raw -1447825.045013 + Penalty 4525.080991 = -1443299.964022 nChanged 342 SP:Iteration 4Q (33463.530000 sec): 3 clusters Score: Raw -1447968.034178 + Penalty 4525.080991 = -1443442.953187 nChanged 313 SP:Iteration 5Q (33463.810000 sec): 3 clusters Score: Raw -1448084.917659 + Penalty 4525.080991 = -1443559.836668 nChanged 264 SP:Iteration 6Q (33464.040000 sec): 3 clusters Score: Raw -1448189.284827 + Penalty 4525.080991 = -1443664.203835 nChanged 243 SP:Iteration 7Q (33464.240000 sec): 3 clusters Score: Raw -1448279.792751 + Penalty 4525.080991 = -1443754.711760 nChanged 233 SP:Iteration 8Q (33464.520000 sec): 3 clusters Score: Raw -1448372.001047 + Penalty 4525.080991 = -1443846.920055 nChanged 241 SP:Iteration 9Q (33464.780000 sec): 3 clusters Score: Raw -1448469.196020 + Penalty 4525.080991 = -1443944.115028 nChanged 229 SP:Iteration 10Q (33465.000000 sec): 3 clusters Score: Raw -1448567.826971 + Penalty 4525.080991 = -1444042.745979 nChanged 217 SP:Iteration 11Q (33465.240000 sec): 3 clusters Score: Raw -1448666.959630 + Penalty 4525.080991 = -1444141.878638 nChanged 246 SP:Iteration 12Q (33465.500000 sec): 3 clusters Score: Raw -1448782.296948 + Penalty 4525.080991 = -1444257.215957 nChanged 243 SP:Iteration 13Q (33465.740000 sec): 3 clusters Score: Raw -1448907.951031 + Penalty 4525.080991 = -1444382.870039 nChanged 272 SP:Iteration 14Q (33465.980000 sec): 3 clusters Score: Raw -1449054.094428 + Penalty 4525.080991 = -1444529.013437 nChanged 265 SP:Iteration 15Q (33466.220000 sec): 3 clusters Score: Raw -1449231.091415 + Penalty 4525.080991 = -1444706.010423 nChanged 307 SP:Iteration 16Q (33466.480000 sec): 3 clusters Score: Raw -1449426.594926 + Penalty 4525.080991 = -1444901.513935 nChanged 331 SP:Iteration 17Q (33466.680000 sec): 3 clusters Score: Raw -1449647.708692 + Penalty 4525.080991 = -1445122.627700 nChanged 277 SP:Iteration 18Q (33466.960000 sec): 3 clusters Score: Raw -1449828.551419 + Penalty 4525.080991 = -1445303.470428 nChanged 249 SP:Iteration 19Q (33467.180000 sec): 3 clusters Score: Raw -1449993.088735 + Penalty 4525.080991 = -1445468.007743 nChanged 212 SP:Iteration 20F (33467.370000 sec): 3 clusters Score: Raw -1450128.061372 + Penalty 4525.080991 = -1445602.980381 nChanged 177 SP:Iteration 21Q (33467.610000 sec): 3 clusters Score: Raw -1450235.652059 + Penalty 4525.080991 = -1445710.571068 nChanged 153 SP:Iteration 22Q (33467.800000 sec): 3 clusters Score: Raw -1450311.603218 + Penalty 4525.080991 = -1445786.522227 nChanged 109 SP:Iteration 23Q (33468.040000 sec): 3 clusters Score: Raw -1450354.613615 + Penalty 4525.080991 = -1445829.532623 nChanged 81 SP:Iteration 24Q (33468.260000 sec): 3 clusters Score: Raw -1450386.834414 + Penalty 4525.080991 = -1445861.753423 nChanged 75 SP:Iteration 25Q (33468.460000 sec): 3 clusters Score: Raw -1450418.219095 + Penalty 4525.080991 = -1445893.138104 nChanged 68 SP:Iteration 26Q (33468.680000 sec): 3 clusters Score: Raw -1450447.484368 + Penalty 4525.080991 = -1445922.403376 nChanged 80 SP:Iteration 27Q (33468.890000 sec): 3 clusters Score: Raw -1450480.972218 + Penalty 4525.080991 = -1445955.891226 nChanged 68 SP:Iteration 28Q (33469.150000 sec): 3 clusters Score: Raw -1450507.190799 + Penalty 4525.080991 = -1445982.109807 nChanged 58 SP:Iteration 29Q (33469.360000 sec): 3 clusters Score: Raw -1450524.117189 + Penalty 4525.080991 = -1445999.036198 nChanged 41 SP:Iteration 30Q (33469.610000 sec): 3 clusters Score: Raw -1450537.961067 + Penalty 4525.080991 = -1446012.880075 nChanged 40 SP:Iteration 31Q (33469.790000 sec): 3 clusters Score: Raw -1450548.364949 + Penalty 4525.080991 = -1446023.283957 nChanged 34 SP:Iteration 32Q (33470.040000 sec): 3 clusters Score: Raw -1450557.399715 + Penalty 4525.080991 = -1446032.318724 nChanged 26 SP:Iteration 33Q (33470.260000 sec): 3 clusters Score: Raw -1450563.992611 + Penalty 4525.080991 = -1446038.911619 nChanged 27 SP:Iteration 34Q (33470.490000 sec): 3 clusters Score: Raw -1450571.675490 + Penalty 4525.080991 = -1446046.594499 nChanged 25 SP:Iteration 35Q (33470.720000 sec): 3 clusters Score: Raw -1450579.367553 + Penalty 4525.080991 = -1446054.286561 nChanged 24 SP:Iteration 36Q (33470.920000 sec): 3 clusters Score: Raw -1450586.905735 + Penalty 4525.080991 = -1446061.824744 nChanged 35 SP:Iteration 37Q (33471.160000 sec): 3 clusters Score: Raw -1450597.695749 + Penalty 4525.080991 = -1446072.614757 nChanged 24 SP:Iteration 38Q (33471.360000 sec): 3 clusters Score: Raw -1450604.565470 + Penalty 4525.080991 = -1446079.484478 nChanged 22 SP:Iteration 39Q (33471.610000 sec): 3 clusters Score: Raw -1450609.508018 + Penalty 4525.080991 = -1446084.427027 nChanged 13 SP:Iteration 40F (33471.820000 sec): 3 clusters Score: Raw -1450611.662027 + Penalty 4525.080991 = -1446086.581036 nChanged 9 SP:Iteration 41Q (33472.050000 sec): 3 clusters Score: Raw -1450613.279305 + Penalty 4525.080991 = -1446088.198314 nChanged 9 SP:Iteration 42Q (33472.270000 sec): 3 clusters Score: Raw -1450614.833810 + Penalty 4525.080991 = -1446089.752818 nChanged 4 SP:Iteration 43Q (33472.500000 sec): 3 clusters Score: Raw -1450615.468505 + Penalty 4525.080991 = -1446090.387513 nChanged 3 SP:Iteration 44Q (33472.740000 sec): 3 clusters Score: Raw -1450616.002936 + Penalty 4525.080991 = -1446090.921944 nChanged 3 SP:Iteration 45Q (33472.940000 sec): 3 clusters Score: Raw -1450616.790486 + Penalty 4525.080991 = -1446091.709495 nChanged 3 SP:Iteration 46Q (33473.170000 sec): 3 clusters Score: Raw -1450617.239645 + Penalty 4525.080991 = -1446092.158654 nChanged 1 SP:Iteration 47Q (33473.440000 sec): 3 clusters Score: Raw -1450617.495273 + Penalty 4525.080991 = -1446092.414282 nChanged 2 SP:Iteration 48Q (33473.640000 sec): 3 clusters Score: Raw -1450617.738617 + Penalty 4525.080991 = -1446092.657625 nChanged 2 SP:Iteration 49Q (33473.910000 sec): 3 clusters Score: Raw -1450618.146729 + Penalty 4525.080991 = -1446093.065738 nChanged 2 SP:Iteration 50Q (33474.090000 sec): 3 clusters Score: Raw -1450618.352195 + Penalty 4525.080991 = -1446093.271204 nChanged 1 SP:Iteration 51Q (33474.300000 sec): 3 clusters Score: Raw -1450618.417858 + Penalty 4525.080991 = -1446093.336867 nChanged 0 SP:Iteration 52F (33474.550000 sec): 3 clusters Score: Raw -1450618.417858 + Penalty 4525.080991 = -1446093.336867 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33474.610000 sec): 2 clusters Score: Raw -25479.585774 + Penalty 1282.280031 = -24197.305743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33474.770000 sec): 3 clusters Score: Raw -25688.767384 + Penalty 2564.560062 = -23124.207322 nChanged 5 SP:Iteration 1Q (33474.950000 sec): 3 clusters Score: Raw -25722.943079 + Penalty 2564.560062 = -23158.383017 nChanged 3 SP:Iteration 2Q (33475.130000 sec): 3 clusters Score: Raw -25736.421484 + Penalty 2564.560062 = -23171.861423 nChanged 1 SP:Iteration 3Q (33475.270000 sec): 3 clusters Score: Raw -25740.700213 + Penalty 2564.560062 = -23176.140151 nChanged 0 SP:Iteration 4F (33475.460000 sec): 3 clusters Score: Raw -25740.700213 + Penalty 2564.560062 = -23176.140151 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 46 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33475.540000 sec): 2 clusters Score: Raw -60057.014164 + Penalty 1478.329324 = -58578.684840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33475.730000 sec): 3 clusters Score: Raw -60186.493156 + Penalty 2956.658648 = -57229.834508 nChanged 72 SP:Iteration 1F (33475.900000 sec): 3 clusters Score: Raw -60458.123780 + Penalty 2956.658648 = -57501.465132 nChanged 30 SP:Iteration 2F (33476.050000 sec): 3 clusters Score: Raw -60629.789190 + Penalty 2956.658648 = -57673.130541 nChanged 23 SP:Iteration 3F (33476.250000 sec): 3 clusters Score: Raw -60815.851353 + Penalty 2956.658648 = -57859.192704 nChanged 17 SP:Iteration 4Q (33476.480000 sec): 3 clusters Score: Raw -60911.326548 + Penalty 2956.658648 = -57954.667900 nChanged 14 SP:Iteration 5Q (33476.650000 sec): 3 clusters Score: Raw -60987.642379 + Penalty 2956.658648 = -58030.983731 nChanged 5 SP:Iteration 6Q (33476.860000 sec): 3 clusters Score: Raw -61019.169124 + Penalty 2956.658648 = -58062.510475 nChanged 3 SP:Iteration 7Q (33477.050000 sec): 3 clusters Score: Raw -61039.389659 + Penalty 2956.658648 = -58082.731011 nChanged 1 SP:Iteration 8Q (33477.220000 sec): 3 clusters Score: Raw -61046.662120 + Penalty 2956.658648 = -58090.003471 nChanged 1 SP:Iteration 9Q (33477.430000 sec): 3 clusters Score: Raw -61057.867128 + Penalty 2956.658648 = -58101.208480 nChanged 3 SP:Iteration 10Q (33477.590000 sec): 3 clusters Score: Raw -61066.013163 + Penalty 2956.658648 = -58109.354514 nChanged 0 SP:Iteration 11F (33477.770000 sec): 3 clusters Score: Raw -61066.013163 + Penalty 2956.658648 = -58109.354514 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 47 (666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33477.870000 sec): 2 clusters Score: Raw -103284.280789 + Penalty 1612.319838 = -101671.960951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33478.090000 sec): 3 clusters Score: Raw -103248.629567 + Penalty 3224.639677 = -100023.989890 nChanged 144 SP:Iteration 1F (33478.260000 sec): 3 clusters Score: Raw -103520.890108 + Penalty 3224.639677 = -100296.250431 nChanged 34 SP:Iteration 2F (33478.400000 sec): 3 clusters Score: Raw -103578.533739 + Penalty 3224.639677 = -100353.894063 nChanged 16 SP:Iteration 3Q (33478.600000 sec): 3 clusters Score: Raw -103605.792852 + Penalty 3224.639677 = -100381.153176 nChanged 12 SP:Iteration 4Q (33478.780000 sec): 3 clusters Score: Raw -103627.386494 + Penalty 3224.639677 = -100402.746817 nChanged 13 SP:Iteration 5Q (33478.920000 sec): 3 clusters Score: Raw -103669.190250 + Penalty 3224.639677 = -100444.550573 nChanged 13 SP:Iteration 6Q (33479.100000 sec): 3 clusters Score: Raw -103694.181031 + Penalty 3224.639677 = -100469.541355 nChanged 8 SP:Iteration 7Q (33479.280000 sec): 3 clusters Score: Raw -103712.427376 + Penalty 3224.639677 = -100487.787700 nChanged 7 SP:Iteration 8Q (33479.480000 sec): 3 clusters Score: Raw -103725.313187 + Penalty 3224.639677 = -100500.673510 nChanged 4 SP:Iteration 9Q (33479.660000 sec): 3 clusters Score: Raw -103734.512139 + Penalty 3224.639677 = -100509.872463 nChanged 3 SP:Iteration 10Q (33479.840000 sec): 3 clusters Score: Raw -103741.641139 + Penalty 3224.639677 = -100517.001463 nChanged 0 SP:Iteration 11F (33480.060000 sec): 3 clusters Score: Raw -103741.641139 + Penalty 3224.639677 = -100517.001463 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 48 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33480.120000 sec): 2 clusters Score: Raw -52074.161472 + Penalty 1462.494159 = -50611.667312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33480.320000 sec): 3 clusters Score: Raw -52182.628097 + Penalty 2924.988318 = -49257.639778 nChanged 50 SP:Iteration 1F (33480.490000 sec): 3 clusters Score: Raw -52356.586261 + Penalty 2924.988318 = -49431.597943 nChanged 17 SP:Iteration 2Q (33480.670000 sec): 3 clusters Score: Raw -52446.143200 + Penalty 2924.988318 = -49521.154882 nChanged 15 SP:Iteration 3Q (33480.850000 sec): 3 clusters Score: Raw -52521.824043 + Penalty 2924.988318 = -49596.835725 nChanged 11 SP:Iteration 4Q (33481.020000 sec): 3 clusters Score: Raw -52579.162976 + Penalty 2924.988318 = -49654.174657 nChanged 10 SP:Iteration 5Q (33481.210000 sec): 3 clusters Score: Raw -52638.622663 + Penalty 2924.988318 = -49713.634345 nChanged 7 SP:Iteration 6Q (33481.370000 sec): 3 clusters Score: Raw -52665.777227 + Penalty 2924.988318 = -49740.788908 nChanged 5 SP:Iteration 7Q (33481.510000 sec): 3 clusters Score: Raw -52692.315876 + Penalty 2924.988318 = -49767.327557 nChanged 1 SP:Iteration 8Q (33481.730000 sec): 3 clusters Score: Raw -52695.260564 + Penalty 2924.988318 = -49770.272245 nChanged 0 SP:Iteration 9F (33481.880000 sec): 3 clusters Score: Raw -52695.260564 + Penalty 2924.988318 = -49770.272245 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 49 (160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33481.960000 sec): 2 clusters Score: Raw -19100.664915 + Penalty 1258.643106 = -17842.021809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33482.150000 sec): 3 clusters Score: Raw -19619.613703 + Penalty 2517.286212 = -17102.327491 nChanged 16 SP:Iteration 1F (33482.360000 sec): 3 clusters Score: Raw -19754.796549 + Penalty 2517.286212 = -17237.510337 nChanged 3 SP:Iteration 2Q (33482.510000 sec): 3 clusters Score: Raw -19768.144476 + Penalty 2517.286212 = -17250.858263 nChanged 0 SP:Iteration 3F (33482.690000 sec): 3 clusters Score: Raw -19768.144476 + Penalty 2517.286212 = -17250.858263 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 50 (181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33482.780000 sec): 2 clusters Score: Raw -22050.167297 + Penalty 1289.227264 = -20760.940033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33482.970000 sec): 3 clusters Score: Raw -22368.742382 + Penalty 2578.454528 = -19790.287854 nChanged 22 SP:Iteration 1F (33483.120000 sec): 3 clusters Score: Raw -22494.684581 + Penalty 2578.454528 = -19916.230054 nChanged 5 SP:Iteration 2Q (33483.260000 sec): 3 clusters Score: Raw -22525.031845 + Penalty 2578.454528 = -19946.577317 nChanged 1 SP:Iteration 3Q (33483.440000 sec): 3 clusters Score: Raw -22531.062554 + Penalty 2578.454528 = -19952.608027 nChanged 0 SP:Iteration 4F (33483.630000 sec): 3 clusters Score: Raw -22531.062554 + Penalty 2578.454528 = -19952.608027 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 51 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33483.690000 sec): 2 clusters Score: Raw -66275.135984 + Penalty 1525.877708 = -64749.258275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33483.900000 sec): 3 clusters Score: Raw -66376.599691 + Penalty 3051.755417 = -63324.844274 nChanged 94 SP:Iteration 1F (33484.050000 sec): 3 clusters Score: Raw -66592.768638 + Penalty 3051.755417 = -63541.013222 nChanged 31 SP:Iteration 2F (33484.230000 sec): 3 clusters Score: Raw -66696.593890 + Penalty 3051.755417 = -63644.838474 nChanged 18 SP:Iteration 3Q (33484.380000 sec): 3 clusters Score: Raw -66751.373900 + Penalty 3051.755417 = -63699.618483 nChanged 6 SP:Iteration 4Q (33484.520000 sec): 3 clusters Score: Raw -66782.000407 + Penalty 3051.755417 = -63730.244991 nChanged 13 SP:Iteration 5Q (33484.720000 sec): 3 clusters Score: Raw -66831.616132 + Penalty 3051.755417 = -63779.860715 nChanged 10 SP:Iteration 6Q (33484.870000 sec): 3 clusters Score: Raw -66873.028921 + Penalty 3051.755417 = -63821.273504 nChanged 12 SP:Iteration 7Q (33485.070000 sec): 3 clusters Score: Raw -66962.170322 + Penalty 3051.755417 = -63910.414906 nChanged 11 SP:Iteration 8Q (33485.240000 sec): 3 clusters Score: Raw -67050.409189 + Penalty 3051.755417 = -63998.653772 nChanged 5 SP:Iteration 9Q (33485.440000 sec): 3 clusters Score: Raw -67111.614672 + Penalty 3051.755417 = -64059.859256 nChanged 2 SP:Iteration 10Q (33485.650000 sec): 3 clusters Score: Raw -67132.131548 + Penalty 3051.755417 = -64080.376131 nChanged 3 SP:Iteration 11Q (33485.810000 sec): 3 clusters Score: Raw -67158.744083 + Penalty 3051.755417 = -64106.988666 nChanged 5 SP:Iteration 12Q (33485.980000 sec): 3 clusters Score: Raw -67176.274089 + Penalty 3051.755417 = -64124.518672 nChanged 3 SP:Iteration 13Q (33486.160000 sec): 3 clusters Score: Raw -67183.723387 + Penalty 3051.755417 = -64131.967970 nChanged 0 SP:Iteration 14F (33486.400000 sec): 3 clusters Score: Raw -67183.723387 + Penalty 3051.755417 = -64131.967970 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 52 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33486.490000 sec): 2 clusters Score: Raw -49522.211990 + Penalty 1436.667375 = -48085.544615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33486.660000 sec): 3 clusters Score: Raw -49628.503847 + Penalty 2873.334750 = -46755.169097 nChanged 39 SP:Iteration 1F (33486.780000 sec): 3 clusters Score: Raw -49739.742123 + Penalty 2873.334750 = -46866.407374 nChanged 8 SP:Iteration 2Q (33486.940000 sec): 3 clusters Score: Raw -49776.126637 + Penalty 2873.334750 = -46902.791888 nChanged 7 SP:Iteration 3Q (33487.150000 sec): 3 clusters Score: Raw -49807.602626 + Penalty 2873.334750 = -46934.267876 nChanged 4 SP:Iteration 4Q (33487.330000 sec): 3 clusters Score: Raw -49820.693668 + Penalty 2873.334750 = -46947.358918 nChanged 3 SP:Iteration 5Q (33487.460000 sec): 3 clusters Score: Raw -49831.700354 + Penalty 2873.334750 = -46958.365605 nChanged 2 SP:Iteration 6Q (33487.670000 sec): 3 clusters Score: Raw -49838.503894 + Penalty 2873.334750 = -46965.169144 nChanged 2 SP:Iteration 7Q (33487.860000 sec): 3 clusters Score: Raw -49844.612313 + Penalty 2873.334750 = -46971.277563 nChanged 1 SP:Iteration 8Q (33488.050000 sec): 3 clusters Score: Raw -49848.143142 + Penalty 2873.334750 = -46974.808392 nChanged 3 SP:Iteration 9Q (33488.220000 sec): 3 clusters Score: Raw -49854.073897 + Penalty 2873.334750 = -46980.739147 nChanged 2 SP:Iteration 10Q (33488.360000 sec): 3 clusters Score: Raw -49875.274843 + Penalty 2873.334750 = -47001.940093 nChanged 3 SP:Iteration 11Q (33488.530000 sec): 3 clusters Score: Raw -49890.434768 + Penalty 2873.334750 = -47017.100018 nChanged 4 SP:Iteration 12Q (33488.700000 sec): 3 clusters Score: Raw -49902.576960 + Penalty 2873.334750 = -47029.242211 nChanged 3 SP:Iteration 13Q (33488.860000 sec): 3 clusters Score: Raw -49912.742781 + Penalty 2873.334750 = -47039.408031 nChanged 0 SP:Iteration 14F (33489.050000 sec): 3 clusters Score: Raw -49912.742781 + Penalty 2873.334750 = -47039.408031 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 53 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33489.120000 sec): 2 clusters Score: Raw -25212.853484 + Penalty 1264.766874 = -23948.086610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33489.290000 sec): 3 clusters Score: Raw -25487.504943 + Penalty 2529.533748 = -22957.971195 nChanged 14 SP:Iteration 1F (33489.500000 sec): 3 clusters Score: Raw -25574.214398 + Penalty 2529.533748 = -23044.680650 nChanged 1 SP:Iteration 2Q (33489.660000 sec): 3 clusters Score: Raw -25579.394364 + Penalty 2529.533748 = -23049.860615 nChanged 0 SP:Iteration 3F (33489.870000 sec): 3 clusters Score: Raw -25579.394364 + Penalty 2529.533748 = -23049.860615 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 54 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33489.960000 sec): 2 clusters Score: Raw -75231.218199 + Penalty 1542.212830 = -73689.005369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33490.150000 sec): 3 clusters Score: Raw -75278.527824 + Penalty 3084.425659 = -72194.102165 nChanged 85 SP:Iteration 1F (33490.300000 sec): 3 clusters Score: Raw -75490.747447 + Penalty 3084.425659 = -72406.321787 nChanged 39 SP:Iteration 2F (33490.460000 sec): 3 clusters Score: Raw -75589.420670 + Penalty 3084.425659 = -72504.995011 nChanged 20 SP:Iteration 3Q (33490.620000 sec): 3 clusters Score: Raw -75678.217325 + Penalty 3084.425659 = -72593.791665 nChanged 15 SP:Iteration 4Q (33490.780000 sec): 3 clusters Score: Raw -75739.466379 + Penalty 3084.425659 = -72655.040720 nChanged 10 SP:Iteration 5Q (33490.990000 sec): 3 clusters Score: Raw -75777.906129 + Penalty 3084.425659 = -72693.480469 nChanged 7 SP:Iteration 6Q (33491.180000 sec): 3 clusters Score: Raw -75801.231360 + Penalty 3084.425659 = -72716.805701 nChanged 5 SP:Iteration 7Q (33491.320000 sec): 3 clusters Score: Raw -75817.595149 + Penalty 3084.425659 = -72733.169490 nChanged 6 SP:Iteration 8Q (33491.520000 sec): 3 clusters Score: Raw -75840.167534 + Penalty 3084.425659 = -72755.741874 nChanged 8 SP:Iteration 9Q (33491.670000 sec): 3 clusters Score: Raw -75868.747230 + Penalty 3084.425659 = -72784.321570 nChanged 9 SP:Iteration 10Q (33491.820000 sec): 3 clusters Score: Raw -75899.715193 + Penalty 3084.425659 = -72815.289533 nChanged 8 SP:Iteration 11Q (33492.020000 sec): 3 clusters Score: Raw -75923.957971 + Penalty 3084.425659 = -72839.532312 nChanged 6 SP:Iteration 12Q (33492.170000 sec): 3 clusters Score: Raw -75953.999489 + Penalty 3084.425659 = -72869.573829 nChanged 7 SP:Iteration 13Q (33492.360000 sec): 3 clusters Score: Raw -75995.278210 + Penalty 3084.425659 = -72910.852550 nChanged 11 SP:Iteration 14Q (33492.520000 sec): 3 clusters Score: Raw -76046.038516 + Penalty 3084.425659 = -72961.612857 nChanged 9 SP:Iteration 15Q (33492.740000 sec): 3 clusters Score: Raw -76082.567620 + Penalty 3084.425659 = -72998.141961 nChanged 10 SP:Iteration 16Q (33492.870000 sec): 3 clusters Score: Raw -76141.722784 + Penalty 3084.425659 = -73057.297125 nChanged 10 SP:Iteration 17Q (33493.080000 sec): 3 clusters Score: Raw -76229.590967 + Penalty 3084.425659 = -73145.165307 nChanged 12 SP:Iteration 18Q (33493.260000 sec): 3 clusters Score: Raw -76294.359138 + Penalty 3084.425659 = -73209.933479 nChanged 8 SP:Iteration 19Q (33493.420000 sec): 3 clusters Score: Raw -76342.853049 + Penalty 3084.425659 = -73258.427389 nChanged 2 SP:Iteration 20F (33493.560000 sec): 3 clusters Score: Raw -76359.808078 + Penalty 3084.425659 = -73275.382419 nChanged 1 SP:Iteration 21Q (33493.780000 sec): 3 clusters Score: Raw -76383.448334 + Penalty 3084.425659 = -73299.022674 nChanged 1 SP:Iteration 22Q (33493.940000 sec): 3 clusters Score: Raw -76386.722883 + Penalty 3084.425659 = -73302.297224 nChanged 0 SP:Iteration 23F (33494.110000 sec): 3 clusters Score: Raw -76386.722883 + Penalty 3084.425659 = -73302.297224 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 55 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33494.230000 sec): 2 clusters Score: Raw -36484.870137 + Penalty 1393.859415 = -35091.010723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33494.360000 sec): 3 clusters Score: Raw -36655.161239 + Penalty 2787.718829 = -33867.442410 nChanged 30 SP:Iteration 1F (33494.560000 sec): 3 clusters Score: Raw -36804.277240 + Penalty 2787.718829 = -34016.558411 nChanged 12 SP:Iteration 2Q (33494.720000 sec): 3 clusters Score: Raw -36853.912168 + Penalty 2787.718829 = -34066.193339 nChanged 5 SP:Iteration 3Q (33494.880000 sec): 3 clusters Score: Raw -36882.914779 + Penalty 2787.718829 = -34095.195950 nChanged 2 SP:Iteration 4Q (33495.050000 sec): 3 clusters Score: Raw -36896.451826 + Penalty 2787.718829 = -34108.732997 nChanged 2 SP:Iteration 5Q (33495.220000 sec): 3 clusters Score: Raw -36907.038816 + Penalty 2787.718829 = -34119.319987 nChanged 3 SP:Iteration 6Q (33495.340000 sec): 3 clusters Score: Raw -36914.192847 + Penalty 2787.718829 = -34126.474018 nChanged 1 SP:Iteration 7Q (33495.510000 sec): 3 clusters Score: Raw -36916.544076 + Penalty 2787.718829 = -34128.825247 nChanged 1 SP:Iteration 8Q (33495.670000 sec): 3 clusters Score: Raw -36921.582685 + Penalty 2787.718829 = -34133.863856 nChanged 0 SP:Iteration 9F (33495.860000 sec): 3 clusters Score: Raw -36921.582685 + Penalty 2787.718829 = -34133.863856 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 56 (2552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33495.930000 sec): 2 clusters Score: Raw -401865.798993 + Penalty 1945.468896 = -399920.330097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33496.120000 sec): 3 clusters Score: Raw -400820.944967 + Penalty 3890.937792 = -396930.007175 nChanged 837 SP:Iteration 1F (33496.270000 sec): 3 clusters Score: Raw -401375.601031 + Penalty 3890.937792 = -397484.663240 nChanged 207 SP:Iteration 2F (33496.430000 sec): 3 clusters Score: Raw -401546.648814 + Penalty 3890.937792 = -397655.711022 nChanged 123 SP:Iteration 3Q (33496.620000 sec): 3 clusters Score: Raw -401651.918813 + Penalty 3890.937792 = -397760.981022 nChanged 89 SP:Iteration 4Q (33496.800000 sec): 3 clusters Score: Raw -401724.225543 + Penalty 3890.937792 = -397833.287751 nChanged 67 SP:Iteration 5Q (33496.990000 sec): 3 clusters Score: Raw -401773.588576 + Penalty 3890.937792 = -397882.650785 nChanged 72 SP:Iteration 6Q (33497.130000 sec): 3 clusters Score: Raw -401827.006360 + Penalty 3890.937792 = -397936.068568 nChanged 68 SP:Iteration 7Q (33497.350000 sec): 3 clusters Score: Raw -401875.730514 + Penalty 3890.937792 = -397984.792722 nChanged 55 SP:Iteration 8Q (33497.520000 sec): 3 clusters Score: Raw -401918.971312 + Penalty 3890.937792 = -398028.033521 nChanged 58 SP:Iteration 9Q (33497.700000 sec): 3 clusters Score: Raw -401964.028050 + Penalty 3890.937792 = -398073.090259 nChanged 53 SP:Iteration 10Q (33497.880000 sec): 3 clusters Score: Raw -402009.333180 + Penalty 3890.937792 = -398118.395388 nChanged 61 SP:Iteration 11Q (33498.080000 sec): 3 clusters Score: Raw -402058.505743 + Penalty 3890.937792 = -398167.567952 nChanged 40 SP:Iteration 12Q (33498.280000 sec): 3 clusters Score: Raw -402088.060735 + Penalty 3890.937792 = -398197.122943 nChanged 39 SP:Iteration 13Q (33498.490000 sec): 3 clusters Score: Raw -402116.723063 + Penalty 3890.937792 = -398225.785271 nChanged 40 SP:Iteration 14Q (33498.660000 sec): 3 clusters Score: Raw -402138.554675 + Penalty 3890.937792 = -398247.616883 nChanged 34 SP:Iteration 15Q (33498.820000 sec): 3 clusters Score: Raw -402165.544236 + Penalty 3890.937792 = -398274.606444 nChanged 42 SP:Iteration 16Q (33499.000000 sec): 3 clusters Score: Raw -402198.078640 + Penalty 3890.937792 = -398307.140849 nChanged 37 SP:Iteration 17Q (33499.180000 sec): 3 clusters Score: Raw -402222.078974 + Penalty 3890.937792 = -398331.141182 nChanged 32 SP:Iteration 18Q (33499.380000 sec): 3 clusters Score: Raw -402239.472527 + Penalty 3890.937792 = -398348.534735 nChanged 24 SP:Iteration 19Q (33499.540000 sec): 3 clusters Score: Raw -402253.477075 + Penalty 3890.937792 = -398362.539283 nChanged 19 SP:Iteration 20F (33499.750000 sec): 3 clusters Score: Raw -402264.250630 + Penalty 3890.937792 = -398373.312838 nChanged 21 SP:Iteration 21Q (33499.900000 sec): 3 clusters Score: Raw -402275.748048 + Penalty 3890.937792 = -398384.810256 nChanged 23 SP:Iteration 22Q (33500.100000 sec): 3 clusters Score: Raw -402290.777632 + Penalty 3890.937792 = -398399.839841 nChanged 23 SP:Iteration 23Q (33500.280000 sec): 3 clusters Score: Raw -402306.579574 + Penalty 3890.937792 = -398415.641783 nChanged 24 SP:Iteration 24Q (33500.460000 sec): 3 clusters Score: Raw -402322.824961 + Penalty 3890.937792 = -398431.887170 nChanged 25 SP:Iteration 25Q (33500.660000 sec): 3 clusters Score: Raw -402341.166523 + Penalty 3890.937792 = -398450.228731 nChanged 31 SP:Iteration 26Q (33500.800000 sec): 3 clusters Score: Raw -402364.183432 + Penalty 3890.937792 = -398473.245640 nChanged 16 SP:Iteration 27Q (33500.990000 sec): 3 clusters Score: Raw -402373.478594 + Penalty 3890.937792 = -398482.540802 nChanged 16 SP:Iteration 28Q (33501.140000 sec): 3 clusters Score: Raw -402382.372795 + Penalty 3890.937792 = -398491.435003 nChanged 15 SP:Iteration 29Q (33501.330000 sec): 3 clusters Score: Raw -402391.631763 + Penalty 3890.937792 = -398500.693972 nChanged 18 SP:Iteration 30Q (33501.500000 sec): 3 clusters Score: Raw -402402.830537 + Penalty 3890.937792 = -398511.892745 nChanged 14 SP:Iteration 31Q (33501.670000 sec): 3 clusters Score: Raw -402411.726732 + Penalty 3890.937792 = -398520.788940 nChanged 12 SP:Iteration 32Q (33501.880000 sec): 3 clusters Score: Raw -402417.317226 + Penalty 3890.937792 = -398526.379434 nChanged 8 SP:Iteration 33Q (33502.060000 sec): 3 clusters Score: Raw -402421.697901 + Penalty 3890.937792 = -398530.760110 nChanged 11 SP:Iteration 34Q (33502.270000 sec): 3 clusters Score: Raw -402427.682411 + Penalty 3890.937792 = -398536.744619 nChanged 6 SP:Iteration 35Q (33502.440000 sec): 3 clusters Score: Raw -402430.354213 + Penalty 3890.937792 = -398539.416421 nChanged 5 SP:Iteration 36Q (33502.620000 sec): 3 clusters Score: Raw -402432.357728 + Penalty 3890.937792 = -398541.419936 nChanged 4 SP:Iteration 37Q (33502.760000 sec): 3 clusters Score: Raw -402434.508916 + Penalty 3890.937792 = -398543.571124 nChanged 6 SP:Iteration 38Q (33502.960000 sec): 3 clusters Score: Raw -402436.996558 + Penalty 3890.937792 = -398546.058766 nChanged 2 SP:Iteration 39Q (33503.120000 sec): 3 clusters Score: Raw -402437.485694 + Penalty 3890.937792 = -398546.547903 nChanged 2 SP:Iteration 40F (33503.330000 sec): 3 clusters Score: Raw -402438.823612 + Penalty 3890.937792 = -398547.885821 nChanged 2 SP:Iteration 41Q (33503.500000 sec): 3 clusters Score: Raw -402440.509650 + Penalty 3890.937792 = -398549.571858 nChanged 2 SP:Iteration 42Q (33503.650000 sec): 3 clusters Score: Raw -402441.351630 + Penalty 3890.937792 = -398550.413838 nChanged 2 SP:Iteration 43Q (33503.830000 sec): 3 clusters Score: Raw -402442.981583 + Penalty 3890.937792 = -398552.043792 nChanged 4 SP:Iteration 44Q (33504.030000 sec): 3 clusters Score: Raw -402444.488766 + Penalty 3890.937792 = -398553.550974 nChanged 2 SP:Iteration 45Q (33504.190000 sec): 3 clusters Score: Raw -402445.344610 + Penalty 3890.937792 = -398554.406818 nChanged 2 SP:Iteration 46Q (33504.380000 sec): 3 clusters Score: Raw -402447.231074 + Penalty 3890.937792 = -398556.293282 nChanged 4 SP:Iteration 47Q (33504.620000 sec): 3 clusters Score: Raw -402448.935760 + Penalty 3890.937792 = -398557.997968 nChanged 2 SP:Iteration 48Q (33504.760000 sec): 3 clusters Score: Raw -402449.617925 + Penalty 3890.937792 = -398558.680134 nChanged 2 SP:Iteration 49Q (33504.980000 sec): 3 clusters Score: Raw -402450.134821 + Penalty 3890.937792 = -398559.197030 nChanged 0 SP:Iteration 50F (33505.120000 sec): 3 clusters Score: Raw -402450.134821 + Penalty 3890.937792 = -398559.197030 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 57 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33505.200000 sec): 2 clusters Score: Raw -81688.572630 + Penalty 1562.139413 = -80126.433217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33505.410000 sec): 3 clusters Score: Raw -81720.362447 + Penalty 3124.278826 = -78596.083620 nChanged 108 SP:Iteration 1F (33505.560000 sec): 3 clusters Score: Raw -81961.127654 + Penalty 3124.278826 = -78836.848828 nChanged 18 SP:Iteration 2Q (33505.790000 sec): 3 clusters Score: Raw -82000.691626 + Penalty 3124.278826 = -78876.412800 nChanged 8 SP:Iteration 3Q (33505.960000 sec): 3 clusters Score: Raw -82017.729235 + Penalty 3124.278826 = -78893.450409 nChanged 3 SP:Iteration 4Q (33506.110000 sec): 3 clusters Score: Raw -82025.761428 + Penalty 3124.278826 = -78901.482602 nChanged 5 SP:Iteration 5Q (33506.270000 sec): 3 clusters Score: Raw -82032.658206 + Penalty 3124.278826 = -78908.379379 nChanged 1 SP:Iteration 6Q (33506.460000 sec): 3 clusters Score: Raw -82033.921670 + Penalty 3124.278826 = -78909.642843 nChanged 0 SP:Iteration 7F (33506.630000 sec): 3 clusters Score: Raw -82033.921670 + Penalty 3124.278826 = -78909.642843 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 58 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33506.750000 sec): 2 clusters Score: Raw -14653.226592 + Penalty 1161.168544 = -13492.058048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33506.910000 sec): 3 clusters Score: Raw -15083.171161 + Penalty 2322.337089 = -12760.834072 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 59 (3659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33506.990000 sec): 2 clusters Score: Raw -552949.464756 + Penalty 2034.826401 = -550914.638355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33507.180000 sec): 3 clusters Score: Raw -551317.602438 + Penalty 4069.652802 = -547247.949637 nChanged 1318 SP:Iteration 1F (33507.430000 sec): 3 clusters Score: Raw -552136.874186 + Penalty 4069.652802 = -548067.221384 nChanged 291 SP:Iteration 2F (33507.600000 sec): 3 clusters Score: Raw -552324.020131 + Penalty 4069.652802 = -548254.367329 nChanged 162 SP:Iteration 3Q (33507.830000 sec): 3 clusters Score: Raw -552425.174348 + Penalty 4069.652802 = -548355.521546 nChanged 132 SP:Iteration 4Q (33508.010000 sec): 3 clusters Score: Raw -552508.439737 + Penalty 4069.652802 = -548438.786935 nChanged 113 SP:Iteration 5Q (33508.190000 sec): 3 clusters Score: Raw -552577.357506 + Penalty 4069.652802 = -548507.704704 nChanged 79 SP:Iteration 6Q (33508.390000 sec): 3 clusters Score: Raw -552623.350567 + Penalty 4069.652802 = -548553.697765 nChanged 71 SP:Iteration 7Q (33508.580000 sec): 3 clusters Score: Raw -552660.282577 + Penalty 4069.652802 = -548590.629775 nChanged 66 SP:Iteration 8Q (33508.790000 sec): 3 clusters Score: Raw -552693.232549 + Penalty 4069.652802 = -548623.579747 nChanged 53 SP:Iteration 9Q (33508.950000 sec): 3 clusters Score: Raw -552721.541274 + Penalty 4069.652802 = -548651.888472 nChanged 51 SP:Iteration 10Q (33509.140000 sec): 3 clusters Score: Raw -552741.942891 + Penalty 4069.652802 = -548672.290089 nChanged 31 SP:Iteration 11Q (33509.370000 sec): 3 clusters Score: Raw -552755.290883 + Penalty 4069.652802 = -548685.638081 nChanged 32 SP:Iteration 12Q (33509.550000 sec): 3 clusters Score: Raw -552771.854418 + Penalty 4069.652802 = -548702.201616 nChanged 21 SP:Iteration 13Q (33509.760000 sec): 3 clusters Score: Raw -552779.723910 + Penalty 4069.652802 = -548710.071109 nChanged 15 SP:Iteration 14Q (33509.950000 sec): 3 clusters Score: Raw -552785.183020 + Penalty 4069.652802 = -548715.530218 nChanged 10 SP:Iteration 15Q (33510.150000 sec): 3 clusters Score: Raw -552788.263026 + Penalty 4069.652802 = -548718.610224 nChanged 7 SP:Iteration 16Q (33510.310000 sec): 3 clusters Score: Raw -552789.681321 + Penalty 4069.652802 = -548720.028519 nChanged 9 SP:Iteration 17Q (33510.540000 sec): 3 clusters Score: Raw -552792.054368 + Penalty 4069.652802 = -548722.401566 nChanged 3 SP:Iteration 18Q (33510.710000 sec): 3 clusters Score: Raw -552792.678290 + Penalty 4069.652802 = -548723.025488 nChanged 1 SP:Iteration 19Q (33510.890000 sec): 3 clusters Score: Raw -552792.821090 + Penalty 4069.652802 = -548723.168288 nChanged 0 SP:Iteration 20F (33511.090000 sec): 3 clusters Score: Raw -552792.821090 + Penalty 4069.652802 = -548723.168288 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 60 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33511.210000 sec): 2 clusters Score: Raw -94039.524918 + Penalty 1595.369143 = -92444.155775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33511.370000 sec): 3 clusters Score: Raw -94010.214815 + Penalty 3190.738286 = -90819.476529 nChanged 126 SP:Iteration 1F (33511.590000 sec): 3 clusters Score: Raw -94253.316742 + Penalty 3190.738286 = -91062.578456 nChanged 29 SP:Iteration 2Q (33511.770000 sec): 3 clusters Score: Raw -94305.651374 + Penalty 3190.738286 = -91114.913088 nChanged 11 SP:Iteration 3Q (33511.880000 sec): 3 clusters Score: Raw -94322.941473 + Penalty 3190.738286 = -91132.203187 nChanged 4 SP:Iteration 4Q (33512.070000 sec): 3 clusters Score: Raw -94331.063305 + Penalty 3190.738286 = -91140.325019 nChanged 9 SP:Iteration 5Q (33512.250000 sec): 3 clusters Score: Raw -94346.979563 + Penalty 3190.738286 = -91156.241277 nChanged 5 SP:Iteration 6Q (33512.430000 sec): 3 clusters Score: Raw -94353.619342 + Penalty 3190.738286 = -91162.881056 nChanged 2 SP:Iteration 7Q (33512.630000 sec): 3 clusters Score: Raw -94358.066084 + Penalty 3190.738286 = -91167.327798 nChanged 0 SP:Iteration 8F (33512.800000 sec): 3 clusters Score: Raw -94358.066084 + Penalty 3190.738286 = -91167.327798 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 61 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33512.930000 sec): 2 clusters Score: Raw -8762.512238 + Penalty 1077.263745 = -7685.248494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33513.110000 sec): 3 clusters Score: Raw -9308.845474 + Penalty 2154.527489 = -7154.317985 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 62 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33513.170000 sec): 2 clusters Score: Raw -22060.175763 + Penalty 1218.338412 = -20841.837352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33513.330000 sec): 3 clusters Score: Raw -22327.124057 + Penalty 2436.676823 = -19890.447234 nChanged 6 SP:Iteration 1Q (33513.490000 sec): 3 clusters Score: Raw -22363.206626 + Penalty 2436.676823 = -19926.529803 nChanged 1 SP:Iteration 2Q (33513.670000 sec): 3 clusters Score: Raw -22365.073868 + Penalty 2436.676823 = -19928.397045 nChanged 0 SP:Iteration 3F (33513.840000 sec): 3 clusters Score: Raw -22365.073868 + Penalty 2436.676823 = -19928.397045 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 63 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33513.930000 sec): 2 clusters Score: Raw -20012.427340 + Penalty 1257.088242 = -18755.339098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33514.150000 sec): 3 clusters Score: Raw -20282.161529 + Penalty 2514.176484 = -17767.985045 nChanged 11 SP:Iteration 1F (33514.320000 sec): 3 clusters Score: Raw -20372.874214 + Penalty 2514.176484 = -17858.697730 nChanged 6 SP:Iteration 2Q (33514.450000 sec): 3 clusters Score: Raw -20421.007226 + Penalty 2514.176484 = -17906.830741 nChanged 1 SP:Iteration 3Q (33514.630000 sec): 3 clusters Score: Raw -20433.498116 + Penalty 2514.176484 = -17919.321632 nChanged 1 SP:Iteration 4Q (33514.790000 sec): 3 clusters Score: Raw -20443.318392 + Penalty 2514.176484 = -17929.141908 nChanged 1 SP:Iteration 5Q (33514.930000 sec): 3 clusters Score: Raw -20449.479815 + Penalty 2514.176484 = -17935.303331 nChanged 0 SP:Iteration 6F (33515.110000 sec): 3 clusters Score: Raw -20449.479815 + Penalty 2514.176484 = -17935.303331 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 64 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33515.190000 sec): 2 clusters Score: Raw -109725.819670 + Penalty 1635.753567 = -108090.066102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33515.390000 sec): 3 clusters Score: Raw -109637.379142 + Penalty 3271.507135 = -106365.872007 nChanged 153 SP:Iteration 1F (33515.560000 sec): 3 clusters Score: Raw -109865.881914 + Penalty 3271.507135 = -106594.374779 nChanged 36 SP:Iteration 2Q (33515.760000 sec): 3 clusters Score: Raw -109928.712102 + Penalty 3271.507135 = -106657.204967 nChanged 17 SP:Iteration 3Q (33515.930000 sec): 3 clusters Score: Raw -109959.856389 + Penalty 3271.507135 = -106688.349254 nChanged 8 SP:Iteration 4Q (33516.090000 sec): 3 clusters Score: Raw -109971.991903 + Penalty 3271.507135 = -106700.484768 nChanged 5 SP:Iteration 5Q (33516.270000 sec): 3 clusters Score: Raw -109982.521461 + Penalty 3271.507135 = -106711.014326 nChanged 3 SP:Iteration 6Q (33516.460000 sec): 3 clusters Score: Raw -109987.064877 + Penalty 3271.507135 = -106715.557742 nChanged 1 SP:Iteration 7Q (33516.640000 sec): 3 clusters Score: Raw -109988.937906 + Penalty 3271.507135 = -106717.430771 nChanged 0 SP:Iteration 8F (33516.780000 sec): 3 clusters Score: Raw -109988.937906 + Penalty 3271.507135 = -106717.430771 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 65 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33516.880000 sec): 2 clusters Score: Raw -25105.918107 + Penalty 1264.766874 = -23841.151233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33517.060000 sec): 3 clusters Score: Raw -25347.867123 + Penalty 2529.533748 = -22818.333375 nChanged 7 SP:Iteration 1Q (33517.200000 sec): 3 clusters Score: Raw -25395.319461 + Penalty 2529.533748 = -22865.785713 nChanged 1 SP:Iteration 2Q (33517.390000 sec): 3 clusters Score: Raw -25407.783859 + Penalty 2529.533748 = -22878.250111 nChanged 1 SP:Iteration 3Q (33517.570000 sec): 3 clusters Score: Raw -25421.328493 + Penalty 2529.533748 = -22891.794745 nChanged 1 SP:Iteration 4Q (33517.730000 sec): 3 clusters Score: Raw -25429.825859 + Penalty 2529.533748 = -22900.292110 nChanged 3 SP:Iteration 5Q (33517.910000 sec): 3 clusters Score: Raw -25453.102585 + Penalty 2529.533748 = -22923.568837 nChanged 1 SP:Iteration 6Q (33518.080000 sec): 3 clusters Score: Raw -25460.299663 + Penalty 2529.533748 = -22930.765915 nChanged 0 SP:Iteration 7F (33518.310000 sec): 3 clusters Score: Raw -25460.299663 + Penalty 2529.533748 = -22930.765915 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 66 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33518.390000 sec): 2 clusters Score: Raw -27849.802089 + Penalty 1315.219617 = -26534.582472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33518.590000 sec): 3 clusters Score: Raw -28086.675261 + Penalty 2630.439234 = -25456.236027 nChanged 8 SP:Iteration 1Q (33518.750000 sec): 3 clusters Score: Raw -28123.867981 + Penalty 2630.439234 = -25493.428747 nChanged 4 SP:Iteration 2Q (33518.920000 sec): 3 clusters Score: Raw -28140.971455 + Penalty 2630.439234 = -25510.532221 nChanged 1 SP:Iteration 3Q (33519.110000 sec): 3 clusters Score: Raw -28144.815960 + Penalty 2630.439234 = -25514.376726 nChanged 0 SP:Iteration 4F (33519.250000 sec): 3 clusters Score: Raw -28144.815960 + Penalty 2630.439234 = -25514.376726 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 67 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33519.350000 sec): 2 clusters Score: Raw -9995.917201 + Penalty 1126.737106 = -8869.180095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33519.500000 sec): 3 clusters Score: Raw -10578.527222 + Penalty 2253.474212 = -8325.053010 nChanged 4 SP:Iteration 1Q (33519.690000 sec): 3 clusters Score: Raw -10610.138441 + Penalty 2253.474212 = -8356.664229 nChanged 0 SP:Iteration 2F (33519.830000 sec): 3 clusters Score: Raw -10610.138441 + Penalty 2253.474212 = -8356.664229 nChanged 0 Memory request: 0.00 GB would take us to total of 5.79 GB. Trying to split cluster 68 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33519.930000 sec): 2 clusters Score: Raw -42787.187311 + Penalty 1403.551590 = -41383.635722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33520.070000 sec): 3 clusters Score: Raw -42912.250842 + Penalty 2807.103179 = -40105.147663 nChanged 29 SP:Iteration 1F (33520.270000 sec): 3 clusters Score: Raw -43014.164075 + Penalty 2807.103179 = -40207.060896 nChanged 7 SP:Iteration 2Q (33520.410000 sec): 3 clusters Score: Raw -43057.521264 + Penalty 2807.103179 = -40250.418084 nChanged 5 SP:Iteration 3Q (33520.550000 sec): 3 clusters Score: Raw -43094.321620 + Penalty 2807.103179 = -40287.218441 nChanged 3 SP:Iteration 4Q (33520.740000 sec): 3 clusters Score: Raw -43126.309792 + Penalty 2807.103179 = -40319.206613 nChanged 2 SP:Iteration 5Q (33520.880000 sec): 3 clusters Score: Raw -43164.847092 + Penalty 2807.103179 = -40357.743913 nChanged 1 SP:Iteration 6Q (33521.070000 sec): 3 clusters Score: Raw -43238.026300 + Penalty 2807.103179 = -40430.923121 nChanged 5 SP:Iteration 7Q (33521.220000 sec): 3 clusters Score: Raw -43341.276954 + Penalty 2807.103179 = -40534.173775 nChanged 9 SP:Iteration 8Q (33521.360000 sec): 3 clusters Score: Raw -43383.780790 + Penalty 2807.103179 = -40576.677610 nChanged 8 SP:Iteration 9Q (33521.550000 sec): 3 clusters Score: Raw -43419.866209 + Penalty 2807.103179 = -40612.763030 nChanged 4 SP:Iteration 10Q (33521.740000 sec): 3 clusters Score: Raw -43431.720981 + Penalty 2807.103179 = -40624.617802 nChanged 5 SP:Iteration 11Q (33521.880000 sec): 3 clusters Score: Raw -43449.579208 + Penalty 2807.103179 = -40642.476029 nChanged 2 SP:Iteration 12Q (33522.030000 sec): 3 clusters Score: Raw -43453.935503 + Penalty 2807.103179 = -40646.832324 nChanged 1 SP:Iteration 13Q (33522.220000 sec): 3 clusters Score: Raw -43458.515781 + Penalty 2807.103179 = -40651.412602 nChanged 2 SP:Iteration 14Q (33522.360000 sec): 3 clusters Score: Raw -43468.533144 + Penalty 2807.103179 = -40661.429965 nChanged 1 SP:Iteration 15Q (33522.510000 sec): 3 clusters Score: Raw -43471.897325 + Penalty 2807.103179 = -40664.794146 nChanged 0 SP:Iteration 16F (33522.700000 sec): 3 clusters Score: Raw -43471.897325 + Penalty 2807.103179 = -40664.794146 nChanged 0 ------ Evaluating fit on full set of 2329282 points ------ Score: Raw -360806455.287486 + Penalty 247244.294995 = -360559210.992490 Time taken for this iteration:12118.900000 seconds. 21->69 Clusters: Score -360559210.992490, best is -360560569.106231 Main iterations: 0 (time per iteration =inf ms) Total iterations: 31988 (time per iteration =416.696937 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 1264661430300.000000 (time per metric unit =10.539818ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 37939842909000.000000 (time per metric unit=351.327275ps) That took 13329.301616 seconds.